{
    "schema": "xfollowlist-reading-corpus/v1",
    "version": "2026-10-11-v1",
    "snapshot_at": "2026-10-11T14:08:58Z",
    "landing_url": "https://xfollowlist.com/research/reading-map/2026-10-11-v1",
    "methodology_url": "https://xfollowlist.com/methodology",
    "scope": "An editorial selection of Crypto and AI profiles, original works and places to begin reading. It is not a representative sample or a ranking.",
    "date_meanings": {
        "snapshot_at": "The UTC instant this public registry projection was frozen, not a new review of every source.",
        "profile_sources_checked_on": "The recorded check of profile sources, not work publication, current employment or recent X activity.",
        "published_on": "The recorded original publication date; null means unknown.",
        "material_checked_on": "The recorded check of the topic reading material, independent of publication."
    },
    "attribution": "Selected under a profile does not assert sole authorship. Team credits and qualifications are retained in the reading notes.",
    "counts": {
        "profiles": 95,
        "persons": 84,
        "organizations": 11,
        "distinct_work_urls": 225,
        "profile_work_selections": 226,
        "undated_selections": 39,
        "profile_references": 270,
        "topic_reading_routes": 85
    },
    "profiles": [
        {
            "id": "01a1219b-a687-72bf-b5a0-781bca51df91",
            "slug": "punk6529",
            "name": "6529",
            "handle": "punk6529",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/punk6529",
            "x_url": "https://x.com/punk6529",
            "role_note": "Pseudonymous writer on NFT ownership and meme culture",
            "summary": "Arguments for public-blockchain ownership of digital objects and for using widely shared art to spread decentralization ideas.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "memes"
            ],
            "profile_sources_checked_on": "2026-10-11",
            "references": [
                {
                    "id": "source-33a82ab92c03",
                    "url": "https://6529.io/about/the-memes",
                    "note": "The official project introduction links @punk6529 and explains The Memes and the open-metaverse position. It is project authorship, not a claim that he painted every card.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-33a82ab92c03"
                },
                {
                    "id": "source-0e41a7d611c3",
                    "url": "https://x.com/punk6529/status/1534965126901682181",
                    "note": "His own dated launch thread explains The Memes, credits artists and describes the scope of public-domain reuse.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-0e41a7d611c3"
                },
                {
                    "id": "source-0684ad6961bb",
                    "url": "https://x.com/punk6529/status/1536046825047736326",
                    "note": "His own dated thread opener establishes the public-blockchain ownership thesis.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-0684ad6961bb"
                },
                {
                    "id": "source-23a063653dff",
                    "url": "https://threadreaderapp.com/thread/1534965126901682181.html",
                    "note": "A readable copy of his launch thread; selected statements were checked against X's own syndication response.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-23a063653dff"
                },
                {
                    "id": "source-1e650cce0e89",
                    "url": "https://threadreaderapp.com/thread/1536046825047736326.html",
                    "note": "A readable reproduction of the thread used to assess its progression. Selected posts were also checked against X's own syndication response.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-1e650cce0e89"
                },
                {
                    "id": "source-ff765f86c82d",
                    "url": "https://6529.io/about/faq",
                    "note": "The project's explanation of its network, art collection and participation model.",
                    "citation_url": "https://xfollowlist.com/people/punk6529#source-ff765f86c82d"
                }
            ]
        },
        {
            "id": "01a122ce-43aa-73ae-97d4-a8598093e77e",
            "slug": "addy-osmani",
            "name": "Addy Osmani",
            "handle": "addyosmani",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/addy-osmani",
            "x_url": "https://x.com/addyosmani",
            "role_note": "Engineer working on Claude Code at Anthropic",
            "summary": "Practical ways to plan, inspect and test software made with coding agents, from a small change to a team's development process.",
            "subjects": [
                "ai"
            ],
            "topics": [
                "vibe-coding",
                "ai-engineering"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-056c9b7bdc99",
                    "url": "https://addyosmani.com/bio/",
                    "note": "His current biography identifies his Anthropic role and describes Google as previous employment.",
                    "citation_url": "https://xfollowlist.com/people/addy-osmani#source-056c9b7bdc99"
                },
                {
                    "id": "source-2da3bf165477",
                    "url": "https://addyosmani.com/",
                    "note": "His author site links his X account, writing and projects.",
                    "citation_url": "https://xfollowlist.com/people/addy-osmani#source-2da3bf165477"
                },
                {
                    "id": "source-3b635eaf9ef1",
                    "url": "https://x.com/addyosmani",
                    "note": "His current public profile identifies work on Claude Code at Anthropic.",
                    "citation_url": "https://xfollowlist.com/people/addy-osmani#source-3b635eaf9ef1"
                }
            ]
        },
        {
            "id": "01a122ce-4419-7338-8e42-cbb5d384a355",
            "slug": "amjad-masad",
            "name": "Amjad Masad",
            "handle": "amasad",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/amjad-masad",
            "x_url": "https://x.com/amasad",
            "role_note": "Replit founder and CEO",
            "summary": "The product and infrastructure thinking behind Replit's move from a coding editor to building software through natural language.",
            "subjects": [
                "ai"
            ],
            "topics": [
                "vibe-coding"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-2495facf384f",
                    "url": "https://amasad.me/about",
                    "note": "His own biography identifies him as Replit's founder and CEO.",
                    "citation_url": "https://xfollowlist.com/people/amjad-masad#source-2495facf384f"
                },
                {
                    "id": "source-b87aaf0fd90c",
                    "url": "https://amasad.me/",
                    "note": "His author site links his original essays, Replit and the @amasad account.",
                    "citation_url": "https://xfollowlist.com/people/amjad-masad#source-b87aaf0fd90c"
                },
                {
                    "id": "source-1e85a49ccf45",
                    "url": "https://x.com/amasad",
                    "note": "His current public profile identifies him as Replit CEO.",
                    "citation_url": "https://xfollowlist.com/people/amjad-masad#source-1e85a49ccf45"
                }
            ]
        },
        {
            "id": "01a1219b-a5a0-73d2-b695-944cc3338ee1",
            "slug": "anatoly-yakovenko",
            "name": "Anatoly Yakovenko",
            "handle": "aeyakovenko",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/anatoly-yakovenko",
            "x_url": "https://x.com/aeyakovenko",
            "role_note": "Solana cofounder and blockchain systems engineer",
            "summary": "Original architecture writing on Solana's Proof of History and the coordination of distributed computers. His work explains the engineering problem behind the network's performance-oriented design.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "builders"
            ],
            "profile_sources_checked_on": "2026-10-11",
            "references": [
                {
                    "id": "source-ac22b39a68b0",
                    "url": "https://solana.com/podcasts/lightspeed/episodes/the-solana-end-game-anatoly-yakovenko-lucas-bruder-2024-04-24",
                    "note": "Solana's official media page names Anatoly Yakovenko and directly links @aeyakovenko.",
                    "citation_url": "https://xfollowlist.com/people/anatoly-yakovenko#source-ac22b39a68b0"
                },
                {
                    "id": "source-e9813895096d",
                    "url": "https://solana.com/solana-whitepaper.pdf",
                    "note": "The primary whitepaper identifies Yakovenko as its author and states version 0.8.13.",
                    "citation_url": "https://xfollowlist.com/people/anatoly-yakovenko#source-e9813895096d"
                },
                {
                    "id": "source-649ea7b1895b",
                    "url": "https://medium.com/solana-labs/proof-of-history-a-clock-for-blockchain-cf47a61a9274",
                    "note": "The Solana publication credits Yakovenko with the explainer and describes his founder role.",
                    "citation_url": "https://xfollowlist.com/people/anatoly-yakovenko#source-649ea7b1895b"
                }
            ]
        },
        {
            "id": "01a126a8-ee57-70c1-ae88-ea3294c76f8c",
            "slug": "andre-cronje",
            "name": "Andre Cronje",
            "handle": "AndreCronjeTech",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/andre-cronje",
            "x_url": "https://x.com/AndreCronjeTech",
            "role_note": "DeFi builder and Flying Tulip founder",
            "summary": "The creator of Yearn and Keep3r explains collateral, liquidity incentives and the market structure behind his current Flying Tulip project.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "builders"
            ],
            "profile_sources_checked_on": "2026-10-10",
            "references": [
                {
                    "id": "source-6ee4f0608e9f",
                    "url": "https://andrecronje.info/",
                    "note": "His current biography, project history and official links.",
                    "citation_url": "https://xfollowlist.com/people/andre-cronje#source-6ee4f0608e9f"
                },
                {
                    "id": "source-a13b3526ca89",
                    "url": "https://blog.flyingtulip.com/author/andre/",
                    "note": "The publisher's author archive confirms authorship and the put-options guide's publication date.",
                    "citation_url": "https://xfollowlist.com/people/andre-cronje#source-a13b3526ca89"
                }
            ]
        },
        {
            "id": "01a122ce-4258-71cb-b81d-fe2ae7655f1b",
            "slug": "andrej-karpathy",
            "name": "Andrej Karpathy",
            "handle": "karpathy",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/andrej-karpathy",
            "x_url": "https://x.com/karpathy",
            "role_note": "AI researcher and educator",
            "summary": "Explains how language models change software development, from his original description of vibe coding to experiments where an agent changes training code and measures the result.",
            "subjects": [
                "ai",
                "crypto"
            ],
            "topics": [
                "vibe-coding",
                "llm-research"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-042af14963d9",
                    "url": "https://karpathy.ai/",
                    "note": "Karpathy's own biography links his X account, teaching, writing and code projects.",
                    "citation_url": "https://xfollowlist.com/people/andrej-karpathy#source-042af14963d9"
                },
                {
                    "id": "source-dac1da588be7",
                    "url": "https://x.com/karpathy/status/2056753169888334312",
                    "note": "His own announcement on 19 May 2026 of joining Anthropic and returning to research and development.",
                    "citation_url": "https://xfollowlist.com/people/andrej-karpathy#source-dac1da588be7"
                },
                {
                    "id": "source-12faa11def50",
                    "url": "https://karpathy.github.io/2021/06/21/blockchain/",
                    "note": "The dated Bitcoin implementation tutorial establishes a substantive connection to crypto education.",
                    "citation_url": "https://xfollowlist.com/people/andrej-karpathy#source-12faa11def50"
                }
            ]
        },
        {
            "id": "01a1219b-a556-737a-b9e9-e0009e7f68da",
            "slug": "anna-rose",
            "name": "Anna Rose",
            "handle": "AnnaRRose",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/anna-rose",
            "x_url": "https://x.com/AnnaRRose",
            "role_note": "Zero-knowledge podcast host and research interviewer",
            "summary": "Interviews and explanatory conversations about zero-knowledge systems and the people building them. Her questions offer a reading route from basic proof vocabulary to research tools and design choices.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "builders"
            ],
            "profile_sources_checked_on": "2026-10-11",
            "references": [
                {
                    "id": "source-4bbc74809947",
                    "url": "https://zeroknowledge.fm/zero-knowledge-zk-hack-mini-jobs-fair-2022/",
                    "note": "The project's event page connects Anna Rose with the same X account and the podcast.",
                    "citation_url": "https://xfollowlist.com/people/anna-rose#source-4bbc74809947"
                },
                {
                    "id": "source-21605a82cb32",
                    "url": "https://zeroknowledge.fm/podcast/406/",
                    "note": "The official episode page links @AnnaRRose and its transcript.",
                    "citation_url": "https://xfollowlist.com/people/anna-rose#source-21605a82cb32"
                },
                {
                    "id": "source-ac7f0a996aa0",
                    "url": "https://github.com/ZeroKnowledgefm/episode-transcripts/blob/main/episodes/Episode%20406.txt",
                    "note": "The official transcript records the speakers' questions and answers, including the Lean and SMT comparison.",
                    "citation_url": "https://xfollowlist.com/people/anna-rose#source-ac7f0a996aa0"
                }
            ]
        },
        {
            "id": "01a1219b-a70d-70ae-950c-e4cfbaf83fb6",
            "slug": "ansem",
            "name": "Ansem",
            "handle": "blknoiz06",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/ansem",
            "x_url": "https://x.com/blknoiz06",
            "role_note": "Crypto trader and market commentator",
            "summary": "Market theses, Solana and memecoin discussions, with a trading-journal interview and his own creator-project thesis to read first.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "memes"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-a777b2f05312",
                    "url": "https://x.com/blknoiz06",
                    "note": "His public account links Bullpen and Market Bubble.",
                    "citation_url": "https://xfollowlist.com/people/ansem#source-a777b2f05312"
                },
                {
                    "id": "source-049f667bf02f",
                    "url": "https://x.com/blknoiz06/status/2077815810458870267",
                    "note": "His dated post sharing The ANSEM Thesis.",
                    "citation_url": "https://xfollowlist.com/people/ansem#source-049f667bf02f"
                },
                {
                    "id": "source-d5c6c28d36cd",
                    "url": "https://blockworks.com/podcast/empire/f6f0b60e-8984-11ee-a8ce-07e942d27f08",
                    "note": "The official November 2023 interview page links the same X handle.",
                    "citation_url": "https://xfollowlist.com/people/ansem#source-d5c6c28d36cd"
                }
            ]
        },
        {
            "id": "01a1219b-a535-72b1-8234-f9ede421a6fb",
            "slug": "austin-griffith",
            "name": "Austin Griffith",
            "handle": "austingriffith",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/austin-griffith",
            "x_url": "https://x.com/austingriffith",
            "role_note": "Ethereum developer educator and tooling builder",
            "summary": "Practical demonstrations of building contracts and connecting them to an interface with Scaffold-ETH. His lessons use small applications and deliberately broken examples to make contract behavior visible.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "builders"
            ],
            "profile_sources_checked_on": "2026-10-11",
            "references": [
                {
                    "id": "source-7099bf58179d",
                    "url": "https://github.com/austintgriffith",
                    "note": "His GitHub profile links @austingriffith, his personal site, Scaffold-ETH and Speedrun Ethereum.",
                    "citation_url": "https://xfollowlist.com/people/austin-griffith#source-7099bf58179d"
                },
                {
                    "id": "source-f3424a7c4f51",
                    "url": "https://app.devcon.org/schedule/MCVDPP",
                    "note": "The official session identifies Austin Griffith and the matching X handle.",
                    "citation_url": "https://xfollowlist.com/people/austin-griffith#source-f3424a7c4f51"
                }
            ]
        },
        {
            "id": "01a1219b-a603-71b1-8916-0227adb92e18",
            "slug": "batz",
            "name": "Batz",
            "handle": "batzdu",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/batz",
            "x_url": "https://x.com/batzdu",
            "role_note": "Artist known for geometric Pepe remixes",
            "summary": "Modern Memeism: recognizable meme figures rebuilt with geometry, seen in GeoMetric Pepes, Pepedenza and his Opepen contributions.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "memes"
            ],
            "profile_sources_checked_on": "2026-10-11",
            "references": [
                {
                    "id": "source-6b735aefabb8",
                    "url": "https://opepen.art/batz",
                    "note": "The project connects the name Batz, @batzdu, Modern Memeism and the two Opepen sets.",
                    "citation_url": "https://xfollowlist.com/people/batz#source-6b735aefabb8"
                },
                {
                    "id": "source-8138e21a32f1",
                    "url": "https://aotm.gallery/artist/batzdu/",
                    "note": "The gallery identifies batzdu as Batz, links the X account and attributes the artworks.",
                    "citation_url": "https://xfollowlist.com/people/batz#source-8138e21a32f1"
                },
                {
                    "id": "source-bd96e5a4795c",
                    "url": "https://aotm.gallery/artwork/geometric-pepe-52/",
                    "note": "Artwork image, artist attribution, description and September 22, 2022 mint date.",
                    "citation_url": "https://xfollowlist.com/people/batz#source-bd96e5a4795c"
                },
                {
                    "id": "source-d7e2104b58c5",
                    "url": "https://aotm.gallery/artwork/pepedenza-2/",
                    "note": "Artwork image, artist attribution and January 6, 2023 mint date.",
                    "citation_url": "https://xfollowlist.com/people/batz#source-d7e2104b58c5"
                }
            ]
        },
        {
            "id": "01a1219b-a645-700f-b56e-39a19125d568",
            "slug": "beeple",
            "name": "Beeple",
            "handle": "beeple",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/beeple",
            "x_url": "https://x.com/beeple",
            "role_note": "Digital artist",
            "summary": "Daily digital art, visual satire and studio events that connect internet imagery with a physical audience.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "memes"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-5f89e51a9b9c",
                    "url": "https://beeple-crap.com/about",
                    "note": "His own biography identifies Beeple as Mike Winkelmann and connects his art, films and public accounts.",
                    "citation_url": "https://xfollowlist.com/people/beeple#source-5f89e51a9b9c"
                }
            ]
        },
        {
            "id": "01a1219b-a5c3-71a3-958e-84a1a3f587d7",
            "slug": "billy-markus",
            "name": "Billy Markus",
            "handle": "BillyM2k",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/billy-markus",
            "x_url": "https://x.com/BillyM2k",
            "role_note": "Dogecoin co-creator and internet humor writer",
            "summary": "Dogecoin's origins and network questions, paired with the dry internet humor of Shibetoshi Nakamoto.",
            "subjects": [
                "crypto"
            ],
            "topics": [
                "memes"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-2cdf6fcae868",
                    "url": "https://shibetoshi.net/",
                    "note": "His personal site connects the Billy Markus name, Dogecoin role, X handle and newsletter.",
                    "citation_url": "https://xfollowlist.com/people/billy-markus#source-2cdf6fcae868"
                }
            ]
        },
        {
            "id": "01a126a8-ee7f-71a8-9e5a-524983d6e5ae",
            "slug": "blockchain-capital",
            "name": "Blockchain Capital",
            "handle": "bcap",
            "entity_type": "organization",
            "profile_url": "https://xfollowlist.com/people/blockchain-capital",
            "x_url": "https://x.com/bcap",
            "role_note": "Crypto venture firm and research publisher",
            "summary": "Team essays on tokenization, financial infrastructure and the incentives of platforms that host crypto applications.",
            "subjects": [
                "crypto"
            ],
            "topics": [],
            "profile_sources_checked_on": "2026-10-10",
            "references": [
                {
                    "id": "source-b55d38b9b704",
                    "url": "https://www.blockchaincapital.com/about-us",
                    "note": "The firm's history and current investment role.",
                    "citation_url": "https://xfollowlist.com/people/blockchain-capital#source-b55d38b9b704"
                },
                {
                    "id": "source-ef92aa591b57",
                    "url": "https://x.com/bcap",
                    "note": "The current account links blockchaincapital.com; the official site's BCAP social link points here.",
                    "citation_url": "https://xfollowlist.com/people/blockchain-capital#source-ef92aa591b57"
                }
            ]
        },
        {
            "id": "01a122ce-42ba-732e-baa4-0d7d95fe5ecc",
            "slug": "boris-cherny",
            "name": "Boris Cherny",
            "handle": "bcherny",
            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/boris-cherny",
            "x_url": "https://x.com/bcherny",
            "role_note": "Claude Code creator at Anthropic",
            "summary": "Explains the design of a coding agent and shares how he uses it in everyday work, including project instructions, reusable commands and ways to verify a change.",
            "subjects": [
                "ai"
            ],
            "topics": [
                "vibe-coding"
            ],
            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
                    "id": "source-68adf1b7add8",
                    "url": "https://borischerny.com/about/",
                    "note": "His own current biography states that he is a software engineer at Anthropic who created Claude Code, and links @bcherny.",
                    "citation_url": "https://xfollowlist.com/people/boris-cherny#source-68adf1b7add8"
                },
                {
                    "id": "source-8e7fbdf4fbd9",
                    "url": "https://resources.anthropic.com/webinar/claude-code-live",
                    "note": "Anthropic's recorded event identifies Cherny as a member of the Claude Code creator team and technical staff.",
                    "citation_url": "https://xfollowlist.com/people/boris-cherny#source-8e7fbdf4fbd9"
                },
                {
                    "id": "source-c28e9b287f88",
                    "url": "https://www.latent.space/p/claude-code",
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                    "note": "His own biography confirms Anthropic co-founder and interpretability work, distinguishes earlier OpenAI and Google Brain roles, and links @ch402.",
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            "role_note": "Blockchain researcher at Tempo and Ethereum research advisor",
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                    "note": "His own account of work at Tempo and a research-advisor role with the Ethereum Foundation's Protocol Cluster.",
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            "role_note": "Digital artist behind the BOOK OF MEME presale",
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                    "note": "His own dated presale announcement; the accessible text confirms the contribution window and allocation wording.",
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            "role_note": "Pseudonymous crypto investor and market commentator",
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            "profile_sources_checked_on": "2026-10-10",
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                    "note": "The current pseudonymous profile; the linked posts are his own text and disclosures.",
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            "x_url": "https://x.com/dragonfly",
            "role_note": "Crypto investment firm and research publisher",
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            "role_note": "Naming protocol and development community",
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                    "note": "His project profile connects the Frank persona, X account and writing archive.",
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            "subjects": [
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            "subjects": [
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                    "note": "His current public profile links Agent Native.",
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            "subjects": [
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            "profile_sources_checked_on": "2026-10-11",
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                    "note": "Current public profile metadata identifies Robin Rombach and links Black Forest Labs.",
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                {
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                    "citation_url": "https://xfollowlist.com/people/robin-rombach#source-5d36a185c5ce"
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                {
                    "id": "source-7e3221e8c0c9",
                    "url": "https://arxiv.org/abs/2112.10752",
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            "profile_url": "https://xfollowlist.com/people/samczsun",
            "x_url": "https://x.com/samczsun",
            "role_note": "Security researcher and Security Alliance founder",
            "summary": "Exploit analysis and security strategy that connect smart-contract flaws with infrastructure, people and incident response.",
            "subjects": [
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            "topics": [
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            "profile_sources_checked_on": "2026-10-09",
            "references": [
                {
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                    "url": "https://samczsun.com/",
                    "note": "His current introduction identifies Security Alliance and describes Paradigm as a previous research role.",
                    "citation_url": "https://xfollowlist.com/people/samczsun#source-13e31bee1a7b"
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                {
                    "id": "source-c14852b748a3",
                    "url": "https://securityalliance.org/",
                    "note": "The organization's current account of its security initiatives.",
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            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/sander-dieleman",
            "x_url": "https://x.com/sedielem",
            "role_note": "Research scientist at Google DeepMind",
            "summary": "Explains how generative models move from noise to an image and how guidance changes that path. His illustrated essays connect a model control to both stronger conditioning and visible distortions.",
            "subjects": [
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            "topics": [
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            "profile_sources_checked_on": "2026-10-11",
            "references": [
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                    "url": "https://sander.ai/about/",
                    "note": "His own biography identifies his Google DeepMind research and distinguishes contributions to image, video and music work.",
                    "citation_url": "https://xfollowlist.com/people/sander-dieleman#source-d81dbcf01721"
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                    "note": "His author site links the @sedielem account.",
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                {
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                    "note": "Current public profile metadata names Google DeepMind and links sander.ai.",
                    "citation_url": "https://xfollowlist.com/people/sander-dieleman#source-8fc4def3f64a"
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            "entity_type": "person",
            "profile_url": "https://xfollowlist.com/people/sartoshi",
            "x_url": "https://x.com/sartoshi_rip",
            "role_note": "Artist and creator of mfers",
            "summary": "The creator's account of a stick-figure meme becoming mfers, a CC0 art collection built around community-made derivatives.",
            "subjects": [
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            "topics": [
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            "profile_sources_checked_on": "2026-10-11",
            "references": [
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                    "id": "source-50211b34414f",
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                    "note": "His public profile identifies the same business domain used in the video descriptions.",
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            "role_note": "Chief Scientist at Together AI; ML systems researcher",
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            "reading_note": "Start with the abstract for the purpose of the coauthored proof system and its updatable universal setup. The archive records receipt on 21 August 2019 and later revisions; the full mathematical paper requires cryptographic preparation.",
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            "kind_label": "Research paper",
            "reading_note": "The coauthored abstract explains checking many values against an allowed table, with range proofs as an example. The archive records receipt in March 2020; read the construction for its precise conditions.",
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            "citation_url": "https://xfollowlist.com/people/zac-williamson#work-d9989fa3d28d"
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            "kind_label": "Research paper",
            "reading_note": "Start with the one-honest-participant condition in the coauthored abstract. The paper compares setup protocols with onchain and offchain data storage; the archive records receipt in November 2022 and revision in February 2024.",
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            "reading_note": "Read the coauthored abstract for the file-for-payment problem and the role of verifiable encryption. Most data stays offchain while a blockchain enforces the exchange; the archive records receipt in March 2024.",
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            "reading_note": "What can happen to a publicly visible transaction? Robinson and Georgios Konstantopoulos describe a token-rescue attempt and the bots watching for profitable opportunities in the mempool.",
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            "reading_note": "How can price ranges reproduce different market-making curves? Start with the visual examples, then follow the mathematical explanation of how Uniswap v3 positions can approximate other two-asset designs.",
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            "reading_note": "How can a system verify a secret answer while keeping it secret? Robinson and Matt Huang explain a puzzle-verification project that connects one-way functions and protected keys to a concrete application.",
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            "reading_note": "A coauthored explanation of Rust contract bindings and RPC providers. The examples show which plumbing Alloy handles; the migration guide gives the version-specific changes.",
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            "reading_note": "A coauthored overview of testing and debugging. Start with invariant testing and shrinking a failing sequence, then tracing and state diffs. Follow the project's documentation for the release you use.",
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            "reading_note": "Read the edited transcript at 04:12–08:44 to see the reveal flaw and the second-address test. Later passages describe the live result. The deliberately vulnerable contract makes pending-transaction exposure concrete.",
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            "reading_note": "The official edited transcript follows an owner-only function from local tests to a connected frontend. Start at 01:33–02:59 for the two-address access check, then follow the read and write hooks.",
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            "reading_note": "The official Devcon SEA page presents this as a beginner workshop on the contract and frontend toolkit Austin helped build. It links the recording; keep current project setup documentation beside the workshop.",
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            "reading_note": "Start around 30:59 in the official transcript for Anna's question about Lean, then the comparison with SMT solvers. This is a more technical hosted discussion about proof tools and verification.",
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            "reading_note": "Start at 09:45–21:06 in the transcript: Anna and Nico unpack statements, witnesses, privacy and prover/verifier roles. Factoring and Where's Waldo provide concrete examples before the later technical sections.",
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            "reading_note": "His authored explainer uses a photograph and newspaper to introduce bounds on event timing, then follows the hash sequence and parallel verification. The date displayed on the page is April 2018.",
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            "reading_note": "Start with the abstract and sections 3–4 of version 0.8.13 for the original ordering and time-verification problem. The paper uses Proof of History alongside a consensus algorithm; its performance model is historical.",
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            "reading_note": "Does creating Dogecoin mean controlling it today? His FAQ answers that role question and explains why issuance, mining rewards and a supply cap are connected.",
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            "reading_note": "What does his sense of humor sound like? This very short, deliberately anticlimactic post is an immediate example of the newsletter's deadpan approach to social-media advice.",
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            "reading_note": "A historical primary source for the BOME launch: the visible post text describes a 24-hour SOL contribution window and allocation by contribution share. It makes the artist's fundraising role explicit.",
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            "reading_note": "Look at the white handwritten warning over the dense meme collage. Research language and financial disclaimers become the subject of the artwork. The gallery records this as its mint date.",
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            "reading_note": "The creator explains the character's meme origins, the hand-drawn style and CC0 reuse. The passages on community projects show what he means by a collection without a prescribed roadmap.",
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            "reading_note": "His account of the June 2022 community handover and planned return under a new handle. It separates his role as the original artist from authority over later mfers projects.",
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            "reading_note": "The project's artist page attributes Full Circle and CONSTRAINT to Batz and explains the connection with Opepen's geometry. It links the sets and his earlier series.",
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            "reading_note": "Find the eyes and mouth within the coloured rectangular grid. A familiar face remains legible through a much more abstract composition. The gallery gives this as the mint date.",
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            "reading_note": "Compare its curved, separated strips with GeoMetricPepe's rigid grid. Green, black, red and blue shapes carry the figure across a different composition. The recorded date is its mint date.",
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            "reading_note": "What can a collector change, and what becomes permanent? The project documentation explains migration, burning and SVG rendering, connecting the visual concept to the artwork's actual mechanics.",
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            "reading_note": "His launch thread explains the collection's cultural goals and credits individual artists. Posts 13 and 19 distinguish the CC0 cards from underlying elements whose rights were retained.",
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            "reading_note": "What historical comparison supports his thesis? Follow the thread's selected examples from earlier cycles, then its argument about the stages of a memecoin cycle. It records his reasoning at that point in time.",
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            "reading_note": "How could a public trading idea become a focused fund? His seven-post introduction explains the proposed one-vault, one-trade model and the community's role. It supplies an earlier example of his SocialFi work.",
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            "reading_note": "How does he connect markets with community culture? The publisher marks the extended-cycle argument at 03:17, SPX6900's no-chart-posting rule at 29:10 and a counterargument to the supercycle at 42:37.",
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            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
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            "task_title": "Onchain investigations",
            "profile_id": "01a1219b-a277-70c0-9f49-5d97b637e64c",
            "why_read": "ZachXBT connects transaction trails with communications and other records in investigations of crypto theft and fraud. Read him to see which links come from the blockchain and which conclusions need additional evidence.",
            "first_read_url": "https://x.com/zachxbt/status/1836752923830702392",
            "first_read_title": "Investigation of the Genesis creditor theft",
            "reading_note": "Start with the reused deposit address in this 2024 investigation: it shows how two flows can become connected. Read the author’s allegations alongside the evidence and subsequent case updates.",
            "material_published_on": "2024-09-19",
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            "authorship_source_url": "https://forum.arbitrum.foundation/t/zachxbt-candidate-for-security-council/29944",
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        {
            "id": "01a1219b-a2d7-7203-9ed0-5aa6ef31d8dc:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "personal-security",
            "task_title": "Personal security",
            "profile_id": "01a1219b-a2d7-7203-9ed0-5aa6ef31d8dc",
            "why_read": "Taylor explains phishing, malicious software and the ways people are persuaded to grant access themselves. Her MetaMask writing helps you look beyond a wallet interface to the device, message and permissions around it.",
            "first_read_url": "https://metamask.io/news/blockchain-malwares-neverending-novelty",
            "first_read_title": "Blockchain malware’s neverending novelty",
            "reading_note": "The article asks what a blockchain actually does for a malware campaign. Start with the delivery chain and compare the headline about a novel technique with the practical route onto a victim’s device.",
            "material_published_on": "2025-11-03",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://metamask.io/news/blockchain-malwares-neverending-novelty",
            "work_id": "work-a7210eed71f2",
            "profile_work_citation_url": "https://xfollowlist.com/people/taylor-monahan#work-a7210eed71f2"
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        {
            "id": "01a1219b-a303-7164-9dca-b5294ddb2301:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "investigations",
            "task_title": "Onchain investigations",
            "profile_id": "01a1219b-a303-7164-9dca-b5294ddb2301",
            "why_read": "Nick Bax combines transaction analysis with historical data and case documents. His work in commercial crypto forensics is useful when an explorer alone cannot explain a theft or identify the evidence behind an allegation.",
            "first_read_url": "https://medium.com/@nbax/anatomy-of-a-bitcoin-heist-the-electrum-atom-malware-saga-1685abf7c903",
            "first_read_title": "Anatomy of a Bitcoin Heist: The Electrum Atom Malware Saga",
            "reading_note": "A historical case study of clipboard malware, transaction tracing and a civil complaint. Follow the distinction between the observed transfer, the researcher’s attribution and the allegations contested by the defendants.",
            "material_published_on": "2023-07-21",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://medium.com/@nbax/anatomy-of-a-bitcoin-heist-the-electrum-atom-malware-saga-1685abf7c903",
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            "profile_work_citation_url": "https://xfollowlist.com/people/nick-bax#work-5ca0c72d2477"
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        {
            "id": "01a1219b-a326-7173-916c-59d4273bf64f:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "audits",
            "task_title": "Audits & incident response",
            "profile_id": "01a1219b-a326-7173-916c-59d4273bf64f",
            "why_read": "samczsun explains serious contract vulnerabilities and the response when funds are already at risk. His writing connects individual bugs to the incentives and continuing work needed to protect a protocol after launch.",
            "first_read_url": "https://samczsun.com/higher-bug-bounties-wont-stop-hacks",
            "first_read_title": "Higher Bug Bounties Won’t Stop Hacks",
            "reading_note": "A readable argument about the limits of tests, audits and bug bounties. Use it to ask how a team continues finding and addressing risk after its initial security checks.",
            "material_published_on": "2025-12-09",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://samczsun.com/higher-bug-bounties-wont-stop-hacks",
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            "profile_work_citation_url": "https://xfollowlist.com/people/samczsun#work-8abdca4e8d7c"
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        {
            "id": "01a1219b-a355-7109-b8db-a46909e805fd:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "audits",
            "task_title": "Audits & incident response",
            "profile_id": "01a1219b-a355-7109-b8db-a46909e805fd",
            "why_read": "Mudit shows how a vulnerability emerges from a particular combination of contract calls and how an incident response unfolds. Read him when you want the mechanism behind a failure, with code and the people’s decisions kept in the same story.",
            "first_read_url": "https://mudit.blog/miso-war-room/",
            "first_read_title": "A peek inside the MISO war room",
            "reading_note": "The 2021 MISO story explains why batching and an otherwise reasonable payment function became dangerous together. The later sections show the coordination needed to address the bug; this is a historical incident account.",
            "material_published_on": "2021-08-18",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://mudit.blog/miso-war-room/",
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            "profile_work_citation_url": "https://xfollowlist.com/people/mudit-gupta#work-404a527f626c"
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        {
            "id": "01a1219b-a379-730e-a07e-e8bb87627345:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "audits",
            "task_title": "Audits & incident response",
            "profile_id": "01a1219b-a379-730e-a07e-e8bb87627345",
            "why_read": "pcaversaccio organizes examples of EVM failures and builds tools for examining what people sign. His collections help a developer move from the name of a bug class to concrete incidents and the code behind them.",
            "first_read_url": "https://github.com/pcaversaccio/reentrancy-attacks",
            "first_read_title": "Reentrancy Attacks",
            "reading_note": "A maintained collection of reentrancy incidents and references. Choose one familiar protocol and follow its linked explanation; the collection brings together others’ findings as well as the maintainer’s work.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://github.com/pcaversaccio/reentrancy-attacks",
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            "profile_work_citation_url": "https://xfollowlist.com/people/pcaversaccio#work-4e76926f7644"
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        {
            "id": "01a1219b-a3a7-7351-a0c1-305080d80ceb:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "personal-security",
            "task_title": "Personal security",
            "profile_id": "01a1219b-a3a7-7351-a0c1-305080d80ceb",
            "why_read": "Dan Guido connects crypto theft to the security of devices, workflows and professional relationships. As cofounder and CEO of the security firm Trail of Bits, he offers a practitioner’s view of organizational defenses and their tradeoffs.",
            "first_read_url": "https://blog.trailofbits.com/2025/04/17/mitigating-elusive-comet-zoom-remote-control-attacks/",
            "first_read_title": "Mitigating ELUSIVE COMET Zoom remote control attacks",
            "reading_note": "A concrete example of a fake media invitation leading to a remote-control request. Read the account of the approach first, then the discussion of permissions and organizational controls.",
            "material_published_on": "2025-04-17",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://blog.trailofbits.com/2025/04/17/mitigating-elusive-comet-zoom-remote-control-attacks/",
            "work_id": "work-57ed7a67f9d2",
            "profile_work_citation_url": "https://xfollowlist.com/people/dan-guido#work-57ed7a67f9d2"
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        {
            "id": "01a1219b-a3fe-7101-a0ff-e0975aaa53da:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "personal-security",
            "task_title": "Personal security",
            "profile_id": "01a1219b-a3fe-7101-a0ff-e0975aaa53da",
            "why_read": "Pablo teaches the everyday security of accounts, messages and work devices used in crypto. His perspective includes his security and training venture Opsek; start with the kinds of access a message or call asks you to grant.",
            "first_read_url": "https://archive.devcon.org/devcon-7/opsec-for-the-dark-forest-or-how-to-avoid-getting-rekt/",
            "first_read_title": "OpSec for the Dark Forest (or how to avoid getting rekt)",
            "reading_note": "The official Devcon archive hosts this nine-minute talk. Its scope includes devices, email, social accounts, passwords, 2FA and social engineering—a compact route into the questions to ask about everyday access.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://archive.devcon.org/devcon-7/opsec-for-the-dark-forest-or-how-to-avoid-getting-rekt/",
            "work_id": "work-7b7a1bba6945",
            "profile_work_citation_url": "https://xfollowlist.com/people/pablo-sabbatella#work-7b7a1bba6945"
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            "id": "01a1219b-a41a-7088-b2b3-91fe478303f8:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "audits",
            "task_title": "Audits & incident response",
            "profile_id": "01a1219b-a41a-7088-b2b3-91fe478303f8",
            "why_read": "Luna Tong explains how researchers approach contract audits and which kinds of findings deserve attention. As cofounder and CEO of Zellic, she writes from inside the audit industry; her technical guides are most useful to readers who already understand code.",
            "first_read_url": "https://www.zellic.io/blog/the-auditooor-grindset/",
            "first_read_title": "The Auditooor Grindset",
            "reading_note": "A technical introduction aimed at experienced vulnerability researchers. Start with the categories of contract problems and the discussion of reports; the career and market claims belong to the article’s 2022 context.",
            "material_published_on": "2022-02-11",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://www.zellic.io/blog/the-auditooor-grindset/",
            "work_id": "work-4daa1dd0393d",
            "profile_work_citation_url": "https://xfollowlist.com/people/luna-tong#work-4daa1dd0393d"
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        {
            "id": "01a1219b-a442-701f-b9dc-aa24cd2e3f9f:security",
            "topic": "security",
            "topic_url": "https://xfollowlist.com/topics/security",
            "task": "personal-security",
            "task_title": "Personal security",
            "profile_id": "01a1219b-a442-701f-b9dc-aa24cd2e3f9f",
            "why_read": "Lopp explains Bitcoin self-custody through threat models and experiments with backups and physical storage. He is a cofounder and Chief Security Officer at Casa; read him to understand the choices a storage design makes and the risks it leaves open.",
            "first_read_url": "https://blog.lopp.net/how-to-back-up-a-seed-phrase/",
            "first_read_title": "How to Back Up a Seed Phrase",
            "reading_note": "The article maps the decisions behind a seed backup: loss, damage, theft and the people who may need access. Use the decision process to understand tradeoffs before comparing particular storage products.",
            "material_published_on": "2022-04-02",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://blog.lopp.net/how-to-back-up-a-seed-phrase/",
            "work_id": "work-b2f55d9bae41",
            "profile_work_citation_url": "https://xfollowlist.com/people/jameson-lopp#work-b2f55d9bae41"
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        {
            "id": "01a1219b-a45c-7137-a9f6-b5d361c6ed57:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "protocols",
            "task_title": "Protocols & scaling",
            "profile_id": "01a1219b-a45c-7137-a9f6-b5d361c6ed57",
            "why_read": "Vitalik examines what Ethereum gains and loses when its protocol changes. His writing helps you look beyond an upgrade’s name to questions about complexity, checking computations and participation; these are proposals from a creator of the ecosystem.",
            "first_read_url": "https://vitalik.eth.limo/general/2025/05/03/simplel1.html",
            "first_read_title": "Simplifying the L1",
            "reading_note": "Start with why simplicity matters, then compare the consensus and execution sections. The article proposes architectural changes and explains their tradeoffs; it describes a direction of development.",
            "material_published_on": "2025-05-03",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://vitalik.eth.limo/general/2025/05/03/simplel1.html",
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            "profile_work_citation_url": "https://xfollowlist.com/people/vitalik-buterin#work-ea7f9d4ff568"
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        {
            "id": "01a1219b-a46f-7112-9108-4564ec144962:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "protocols",
            "task_title": "Protocols & scaling",
            "profile_id": "01a1219b-a46f-7112-9108-4564ec144962",
            "why_read": "Dankrad separates making data available from executing it and considers the guarantees a blockchain provides. This is useful for reading L1 and L2 claims beyond transaction speed. His public biography places his protocol research at Tempo alongside an Ethereum advisory role.",
            "first_read_url": "https://dankradfeist.de/ethereum/2025/08/07/core-of-blockchains.html",
            "first_read_title": "What’s the core functionality of blockchains",
            "reading_note": "A short starting model: publishing ordered data, then interpreting it. The fuller argument distinguishes present security from expectations about future rule changes; some later sections remain outline notes.",
            "material_published_on": "2025-08-07",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://dankradfeist.de/ethereum/2025/08/07/core-of-blockchains.html",
            "work_id": "work-4d3c07af8f4c",
            "profile_work_citation_url": "https://xfollowlist.com/people/dankrad-feist#work-4d3c07af8f4c"
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            "id": "01a1219b-a498-7329-a265-bfd7d4bdc2ce:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "protocols",
            "task_title": "Protocols & scaling",
            "profile_id": "01a1219b-a498-7329-a265-bfd7d4bdc2ce",
            "why_read": "Patrick explains rollups through the database, available data and the rules that participants enforce. Read him when L2s, bridges and multisigs start sounding interchangeable. His writing includes an Arbitrum Foundation perspective and makes the system’s assumptions explicit.",
            "first_read_url": "https://www.cryptofrens.info/p/blockchain-as-a-database-part-1",
            "first_read_title": "Blockchain as a Database (Part 1)",
            "reading_note": "Start with how participants compute copies of the same database, then read the public bulletin-board model of a rollup. This 2023 explanation gives vocabulary for evaluating a particular design.",
            "material_published_on": "2023-06-11",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://www.cryptofrens.info/p/blockchain-as-a-database-part-1",
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            "profile_work_citation_url": "https://xfollowlist.com/people/patrick-mccorry#work-a348b3d827b9"
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        {
            "id": "01a1219b-a4bd-7380-8811-f02332e626fa:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "cryptography",
            "task_title": "Cryptography & ZK",
            "profile_id": "01a1219b-a4bd-7380-8811-f02332e626fa",
            "why_read": "Zac connects proof-system research to the goal of private applications. His work on PLONK and his privacy talks offer two levels of entry: the reason privacy matters and the cryptography behind it. Read these as a researcher and Aztec cofounder’s perspective.",
            "first_read_url": "https://eprint.iacr.org/2019/953",
            "first_read_title": "PLONK: Permutations over Lagrange-bases for Oecumenical Noninteractive arguments of Knowledge",
            "reading_note": "Start with the abstract of this coauthored paper to locate PLONK’s purpose and setup assumptions. The full mathematical argument needs cryptographic preparation.",
            "material_published_on": null,
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            "authorship_source_url": "https://eprint.iacr.org/2019/953",
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        {
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            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "cryptography",
            "task_title": "Cryptography & ZK",
            "profile_id": "01a1219b-a4ed-7107-b8a8-328388924018",
            "why_read": "Valeria studies the trust assumptions in cryptographic infrastructure, including setup ceremonies and data exchange. Her papers help a prepared reader ask who must act honestly for a system to work. They provide a research route; her public site describes her a16z role as historical.",
            "first_read_url": "https://eprint.iacr.org/2022/1592",
            "first_read_title": "Powers-of-Tau to the People: Decentralizing Setup Ceremonies",
            "reading_note": "Read the abstract’s one-honest-participant assumption first, then the introduction to the coauthored protocols. The archive records receipt in November 2022 and revision in February 2024; the mathematical paper is advanced.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://eprint.iacr.org/2022/1592",
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            "profile_work_citation_url": "https://xfollowlist.com/people/valeria-nikolaenko#work-2aa72392b429"
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        {
            "id": "01a1219b-a50b-736c-b844-dcaebed57ffb:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "apps-tools",
            "task_title": "Apps & developer tools",
            "profile_id": "01a1219b-a50b-736c-b844-dcaebed57ffb",
            "why_read": "Dan examines how an application’s rules shape the behavior of its users and market participants. His AMM writing helps you see the liquidity model behind a swap interface. He writes as a researcher and General Partner at the investment firm Paradigm.",
            "first_read_url": "https://www.paradigm.xyz/writing/uniswap-v3-the-universal-amm",
            "first_read_title": "Uniswap v3: The Universal AMM",
            "reading_note": "A technical explanation of representing market-making strategies through liquidity distributions. Begin with the model and examples, then the limits section; the 2021 article studies a mechanism rather than present trading conditions.",
            "material_published_on": "2021-06-07",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://www.paradigm.xyz/writing/uniswap-v3-the-universal-amm",
            "work_id": "work-74e4f092f1dc",
            "profile_work_citation_url": "https://xfollowlist.com/people/dan-robinson#work-74e4f092f1dc"
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        {
            "id": "01a1219b-a521-71c2-8269-9959ca6963ba:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "apps-tools",
            "task_title": "Apps & developer tools",
            "profile_id": "01a1219b-a521-71c2-8269-9959ca6963ba",
            "why_read": "Georgios builds and explains infrastructure between a contract idea and a working application. His coauthored Foundry and Alloy materials give a developer’s view of testing and connecting code to a network. His roles at Paradigm and Tempo supply the institutional context.",
            "first_read_url": "https://www.paradigm.xyz/writing/announcing-foundry-v1-0",
            "first_read_title": "Announcing: Foundry v1.0",
            "reading_note": "A coauthored overview of the testing and debugging toolbox and the project’s v1.0 release. Use it to understand the tools’ jobs, then follow the project documentation for the version you use.",
            "material_published_on": "2025-02-13",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://www.paradigm.xyz/writing/announcing-foundry-v1-0",
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            "profile_work_citation_url": "https://xfollowlist.com/people/georgios-konstantopoulos#work-d507163e3a29"
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        {
            "id": "01a1219b-a535-72b1-8234-f9ede421a6fb:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "apps-tools",
            "task_title": "Apps & developer tools",
            "profile_id": "01a1219b-a535-72b1-8234-f9ede421a6fb",
            "why_read": "Austin offers a practical entry into Ethereum development through small applications. His teaching connects a contract, its frontend and what a user can do with it. Begin here if trying a prototype makes architectural terms easier to understand.",
            "first_read_url": "https://app.devcon.org/schedule/MCVDPP",
            "first_read_title": "Intro to Scaffold-ETH 2 and SpeedRunEthereum!",
            "reading_note": "The official Devcon workshop introduces the contract and frontend toolkit Austin helped build. It is presented for beginners and uses small projects as an entry point; follow current setup documentation alongside the recording.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://app.devcon.org/schedule/MCVDPP",
            "work_id": "work-f3424a7c4f51",
            "profile_work_citation_url": "https://xfollowlist.com/people/austin-griffith#work-f3424a7c4f51"
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        {
            "id": "01a1219b-a556-737a-b9e9-e0009e7f68da:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "explainers",
            "task_title": "Research explainers",
            "profile_id": "01a1219b-a556-737a-b9e9-e0009e7f68da",
            "why_read": "Anna helps readers enter ZK through conversations with the people developing proof systems, languages and infrastructure. Her questions and links to original work make it easier to choose a research path. She hosts and edits the discussion; the guests’ cryptographic results keep their own authorship.",
            "first_read_url": "https://zeroknowledge.fm/podcast/309/",
            "first_read_title": "ZK Jargon Decoder with Nico Mohnblatt",
            "reading_note": "Start at 09:45–21:06: Anna and Nico discuss proving, witnesses, privacy and the roles of prover and verifier, including Where’s Waldo. The video’s slides help; later sections are more technical.",
            "material_published_on": "2024-01-31",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://zeroknowledge.fm/podcast/309/",
            "work_id": "work-3214b90aa16b",
            "profile_work_citation_url": "https://xfollowlist.com/people/anna-rose#work-3214b90aa16b"
        },
        {
            "id": "01a1219b-a5a0-73d2-b695-944cc3338ee1:builders",
            "topic": "builders",
            "topic_url": "https://xfollowlist.com/topics/builders",
            "task": "protocols",
            "task_title": "Protocols & scaling",
            "profile_id": "01a1219b-a5a0-73d2-b695-944cc3338ee1",
            "why_read": "Anatoly explains Solana’s approach to transaction processing, hardware and latency. Read his technical work alongside Ethereum authors to compare the assumptions behind network designs. He is a creator of the network, so his perspective comes from inside the project.",
            "first_read_url": "https://solana.com/solana-whitepaper.pdf",
            "first_read_title": "Solana: A new architecture for a high performance blockchain",
            "reading_note": "Read the abstract and Proof of History introduction for the original design question. This technical whitepaper is version 0.8.13; its model and performance discussion belong to the document’s context.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://solana.com/solana-whitepaper.pdf",
            "work_id": "work-e9813895096d",
            "profile_work_citation_url": "https://xfollowlist.com/people/anatoly-yakovenko#work-e9813895096d"
        },
        {
            "id": "01a1219b-a5c3-71a3-958e-84a1a3f587d7:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "culture",
            "task_title": "Communities & culture",
            "profile_id": "01a1219b-a5c3-71a3-958e-84a1a3f587d7",
            "why_read": "Billy offers a creator’s perspective on how a joke becomes a coin and a community with expectations of its own. His Dogecoin FAQ helps distinguish a historical founder’s comments from the decisions of today’s maintainers; he says he no longer codes on the project.",
            "first_read_url": "https://shibetoshi.net/faq",
            "first_read_title": "Billy Markus’s Dogecoin FAQ",
            "reading_note": "Begin with the questions about price, supply and his present role. The short answers show the limits of what a historical creator is offering to readers and who now maintains the project.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://shibetoshi.net/faq",
            "work_id": "work-234cf9aa263d",
            "profile_work_citation_url": "https://xfollowlist.com/people/billy-markus#work-234cf9aa263d"
        },
        {
            "id": "01a1219b-a5d9-7284-9f25-7dadc654d9bc:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "artists",
            "task_title": "Artists & creators",
            "profile_id": "01a1219b-a5d9-7284-9f25-7dadc654d9bc",
            "why_read": "Darkfarms works with crypto meme art, collectible cards and remixes. He also launched BOOK OF MEME, giving you a view of the connection between making images and building a related token project. Read his project announcements with that commercial interest in view.",
            "first_read_url": "https://x.com/Darkfarms1/status/1767669572625199273",
            "first_read_title": "BOOK OF MEME presale announcement",
            "reading_note": "This historical sale announcement makes the artist’s token-project interest explicit. Compare that role with the card catalogue on his own site when choosing whether to follow art or project promotion.",
            "material_published_on": "2024-03-12",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://x.com/Darkfarms1/status/1767669572625199273",
            "work_id": "work-0813d359b490",
            "profile_work_citation_url": "https://xfollowlist.com/people/darkfarms#work-0813d359b490"
        },
        {
            "id": "01a1219b-a5ef-7272-905a-061f1e2d0fa5:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "artists",
            "task_title": "Artists & creators",
            "profile_id": "01a1219b-a5ef-7272-905a-061f1e2d0fa5",
            "why_read": "Sartoshi explains how the mfers character grew out of internet cartoons and became a shared language for a community. His writing connects the drawing to remixes, public-domain use and a community without a prescribed leader. He is the creator of the collection he describes.",
            "first_read_url": "https://paragraph.com/@sartoshi/what-are-mfers",
            "first_read_title": "what are mfers",
            "reading_note": "The creator traces the character to the ‘are you winning son?’ meme and explains the decision to release the work as CC0. Read the passages about community-built projects and the absence of a prescribed roadmap.",
            "material_published_on": "2022-02-13",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://paragraph.com/@sartoshi/what-are-mfers",
            "work_id": "work-50211b34414f",
            "profile_work_citation_url": "https://xfollowlist.com/people/sartoshi#work-50211b34414f"
        },
        {
            "id": "01a1219b-a603-71b1-8916-0227adb92e18:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "artists",
            "task_title": "Artists & creators",
            "profile_id": "01a1219b-a603-71b1-8916-0227adb92e18",
            "why_read": "Batz reinterprets Pepe through geometry and visual series such as GeoMetric Pepes and Pepedenza. His work offers a concrete example of how one meme’s form can inspire other artists and projects. He creates and sells art; the starting point here is the work itself.",
            "first_read_url": "https://opepen.art/batz",
            "first_read_title": "Batz: Modern Memeism on Opepen",
            "reading_note": "The artist page links his Opepen sets and earlier series and explains their connection to Opepen’s geometry. Open a linked set to compare how the same recognizable figure can be reworked.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://opepen.art/batz",
            "work_id": "work-6b735aefabb8",
            "profile_work_citation_url": "https://xfollowlist.com/people/batz#work-6b735aefabb8"
        },
        {
            "id": "01a1219b-a623-7244-bf28-55fd79ef601e:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "artists",
            "task_title": "Artists & creators",
            "profile_id": "01a1219b-a623-7244-bf28-55fd79ef601e",
            "why_read": "Jack explores how a simple sign gains meaning, status and value online through Checks and Opepen. His projects make the artist’s design and the collector’s participation visible. Read him as the creator of commercial art projects whose rules are part of the work.",
            "first_read_url": "https://checks.art/",
            "first_read_title": "Checks: how the artwork works",
            "reading_note": "Start with the distinction between artist-controlled editions and collector-controlled originals. The page shows how migration and composition become part of the artwork’s design.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://opepen.art/jckbtchr",
            "work_id": "work-7431595162fc",
            "profile_work_citation_url": "https://xfollowlist.com/people/jack-butcher#work-7431595162fc"
        },
        {
            "id": "01a1219b-a645-700f-b56e-39a19125d568:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "artists",
            "task_title": "Artists & creators",
            "profile_id": "01a1219b-a645-700f-b56e-39a19125d568",
            "why_read": "Beeple connects digital art with internet meme culture through his work and events at Beeple Studios. PepeFest offers a specific entry into the images and community around Pepe. His art and commercial NFT projects span a broader range of subjects than crypto memes alone.",
            "first_read_url": "https://beeple-studios.xyz/event/pepe/",
            "first_read_title": "PepeFest at Beeple Studios",
            "reading_note": "The studio’s account describes a community-led Pepe celebration, talks about the meme’s origins and an exhibition with work from over 200 artists. Begin with the cultural setting and the images rather than a token market story.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://beeple-studios.xyz/event/pepe/",
            "work_id": "work-74b19f89e56f",
            "profile_work_citation_url": "https://xfollowlist.com/people/beeple#work-74b19f89e56f"
        },
        {
            "id": "01a1219b-a687-72bf-b5a0-781bca51df91:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "culture",
            "task_title": "Communities & culture",
            "profile_id": "01a1219b-a687-72bf-b5a0-781bca51df91",
            "why_read": "6529 treats memes as a way large groups organize around shared ideas. The Memes project gives you a concrete route into his argument about art, remixes and decentralization. He is building the network and collections he discusses, so the text is also a project’s statement of purpose.",
            "first_read_url": "https://6529.io/about/the-memes",
            "first_read_title": "About The Memes",
            "reading_note": "A short explanation of the collection’s goal and why it encourages broad copying and remixing. Separate the author’s cultural argument about shared symbols from any claim about the value of an individual card.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://6529.io/about/the-memes",
            "work_id": "work-33a82ab92c03",
            "profile_work_citation_url": "https://xfollowlist.com/people/punk6529#work-33a82ab92c03"
        },
        {
            "id": "01a1219b-a6db-712c-967c-85a3c64bf1d9:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "market-commentary",
            "task_title": "Market commentary",
            "profile_id": "01a1219b-a6db-712c-967c-85a3c64bf1d9",
            "why_read": "Murad presents a market argument connecting memecoins with community identity and belonging. Read him to examine how those cultural observations become an investment thesis. He speaks as an investor and memecoin promoter, with a declared connection to the SPX6900 movement.",
            "first_read_url": "https://x.com/MustStopMurad/status/1839732601759641960",
            "first_read_title": "Murad’s Memecoin Supercycle video announcement",
            "reading_note": "His own post introduces the linked talk and makes a forecast for 2025. It is a useful example of a promotional market claim: identify the premise and time horizon before weighing the argument.",
            "material_published_on": "2024-09-27",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://x.com/MustStopMurad/status/1839732601759641960",
            "work_id": null,
            "profile_work_citation_url": null
        },
        {
            "id": "01a1219b-a70d-70ae-950c-e4cfbaf83fb6:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "market-commentary",
            "task_title": "Market commentary",
            "profile_id": "01a1219b-a70d-70ae-950c-e4cfbaf83fb6",
            "why_read": "Ansem offers a trader’s view of Solana, memecoins and market attention. Compare his accounts of forming a thesis with his own project pitches: in The ANSEM Thesis he connects the token to his brand, Bullpen and Market Bubble and describes his stake and plans.",
            "first_read_url": "https://cryptonews.com/exclusives/ansem-blknoiz06-on-solana-altcoins-bonk-and-2024-trading-strategies-ep-290/",
            "first_read_title": "Ansem on Solana, altcoins, BONK and trading: interview transcript",
            "reading_note": "Start with the early trade-journal discussion: he describes recording ideas, positions and mistakes so he can revisit his reasoning. This is his account of a process; the page’s December 2023 date is labelled ‘last updated’.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://cryptonews.com/exclusives/ansem-blknoiz06-on-solana-altcoins-bonk-and-2024-trading-strategies-ep-290/",
            "work_id": "work-12d1bdb462c6",
            "profile_work_citation_url": "https://xfollowlist.com/people/ansem#work-12d1bdb462c6"
        },
        {
            "id": "01a1219b-a727-700f-a2ec-e7bd5800f0e4:memes",
            "topic": "memes",
            "topic_url": "https://xfollowlist.com/topics/memes",
            "task": "market-commentary",
            "task_title": "Market commentary",
            "profile_id": "01a1219b-a727-700f-a2ec-e7bd5800f0e4",
            "why_read": "Cobie examines who owns token supply and what public market valuations leave out. His essays give you questions to apply to optimistic memecoin arguments, while covering crypto markets more broadly. His institutional connections include an advisory role at Paradigm.",
            "first_read_url": "https://cobie.substack.com/p/new-launches-part-1-private-capture",
            "first_read_title": "New launches (part 1): private capture, phantom pricing",
            "reading_note": "Read the distinction between private price discovery and supply available to public buyers. The essay connects token-launch incentives with the appeal of memecoins; its examples and market figures belong to May 2024.",
            "material_published_on": "2024-05-19",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://cobie.substack.com/p/new-launches-part-1-private-capture",
            "work_id": "work-232f76b83730",
            "profile_work_citation_url": "https://xfollowlist.com/people/cobie#work-232f76b83730"
        },
        {
            "id": "01a122ce-4258-71cb-b81d-fe2ae7655f1b:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "foundations",
            "task_title": "Foundations & explanations",
            "profile_id": "01a122ce-4258-71cb-b81d-fe2ae7655f1b",
            "why_read": "Karpathy explains neural networks through implementations you can build and inspect. His Zero to Hero course starts with backpropagation, develops language modeling and builds a GPT. Follow the earlier language-modeling and PyTorch lessons before the Transformer lecture.",
            "first_read_url": "https://karpathy.ai/zero-to-hero.html",
            "first_read_title": "Neural Networks: Zero to Hero",
            "reading_note": "Choose a lesson through the syllabus. Begin with micrograd if backpropagation is new; the GPT lesson assumes earlier language-modeling and PyTorch material. The course requires solid Python and introductory math.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://karpathy.ai/zero-to-hero.html",
            "work_id": "work-199fdd6cb1c5",
            "profile_work_citation_url": "https://xfollowlist.com/people/andrej-karpathy#work-199fdd6cb1c5"
        },
        {
            "id": "01a122ce-4258-71cb-b81d-fe2ae7655f1b:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "engineering",
            "task_title": "Engineering & evaluation",
            "profile_id": "01a122ce-4258-71cb-b81d-fe2ae7655f1b",
            "why_read": "Read Karpathy for the original description of building through conversation, then explore autoresearch to see an agent change code, run an experiment and measure the result. A useful route from the phrase vibe coding to the mechanics of a repeatable agent task.",
            "first_read_url": "https://x.com/karpathy/status/1886192184808149383",
            "first_read_title": "Vibe coding: the original description",
            "reading_note": "Karpathy describes asking a model for changes while the code recedes from view. Read the original example before comparing other agent workflows.",
            "material_published_on": "2025-02-02",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://karpathy.ai/",
            "work_id": "work-4c5503150173",
            "profile_work_citation_url": "https://xfollowlist.com/people/andrej-karpathy#work-4c5503150173"
        },
        {
            "id": "01a122ce-4285-7332-bea5-a42996441cea:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "automation",
            "task_title": "Connect tools to a workflow",
            "profile_id": "01a122ce-4285-7332-bea5-a42996441cea",
            "why_read": "Build a small tool-using loop you can inspect. Willison’s LLM tutorial exposes Python functions and plugins to a model, shows an incorrect SQL query followed by schema lookup, and prints tool calls. You can see the difference between requesting an action and the host program executing it.",
            "first_read_url": "https://simonwillison.net/2025/May/27/llm-tools/",
            "first_read_title": "Large Language Models can run tools in your terminal with LLM 0.26",
            "reading_note": "Start with the built-in tool demo and --tools-debug output, then the read-only Datasette example. Python and terminal knowledge help; examples show the models and software version available in May 2025.",
            "material_published_on": "2025-05-27",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://simonwillison.net/2025/May/27/llm-tools/",
            "work_id": "work-977a831af8ee",
            "profile_work_citation_url": "https://xfollowlist.com/people/simon-willison#work-977a831af8ee"
        },
        {
            "id": "01a122ce-4285-7332-bea5-a42996441cea:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "data",
            "task_title": "Prepare data and context",
            "profile_id": "01a122ce-4285-7332-bea5-a42996441cea",
            "why_read": "Turn unstructured content into records you can inspect. Willison shows a complete path from an extraction schema to saved responses, JSON and SQLite, using his LLM tool. It is a small, visible workflow for testing data extraction before building a larger application.",
            "first_read_url": "https://simonwillison.net/2025/Feb/28/llm-schemas/",
            "first_read_title": "Structured data extraction from unstructured content using LLM schemas",
            "reading_note": "Follow the people-extraction example, reusable templates and export to SQLite. The post explains output-format failures; also compare the extracted fields with the original source. Model support describes the 2025 release.",
            "material_published_on": "2025-02-28",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://simonwillison.net/2025/Feb/28/llm-schemas/",
            "work_id": "work-733b90efc510",
            "profile_work_citation_url": "https://xfollowlist.com/people/simon-willison#work-733b90efc510"
        },
        {
            "id": "01a122ce-4285-7332-bea5-a42996441cea:ai-safety",
            "topic": "ai-safety",
            "topic_url": "https://xfollowlist.com/topics/ai-safety",
            "task": "permissions",
            "task_title": "Data boundaries & tool permissions",
            "profile_id": "01a122ce-4285-7332-bea5-a42996441cea",
            "why_read": "Willison gives developers a clear model of agent data leaks: combine private data, attacker-controlled content and a route to send information out. Begin with his lethal trifecta, then map the three capabilities to your tools. His later Rule of Two commentary adds state-changing actions and explains why reducing risk is different from proving safety.",
            "first_read_url": "https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/",
            "first_read_title": "The lethal trifecta for AI agents: private data, untrusted content, and external communication",
            "reading_note": "Use the three-part diagram to identify private inputs, external content and outbound communication in an agent workflow. Continue to his November commentary for writes and state changes; the original trifecta focuses on data theft.",
            "material_published_on": "2025-06-16",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/",
            "work_id": "work-c11eb7058f35",
            "profile_work_citation_url": "https://xfollowlist.com/people/simon-willison#work-c11eb7058f35"
        },
        {
            "id": "01a122ce-4285-7332-bea5-a42996441cea:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "engineering",
            "task_title": "Engineering & evaluation",
            "profile_id": "01a122ce-4285-7332-bea5-a42996441cea",
            "why_read": "Willison explains when a quick AI-built experiment is useful and what you need to understand before maintaining or sharing it. Follow his essays with the Agentic Engineering Patterns guide for concrete ways to test generated code and ask for a source-based walkthrough.",
            "first_read_url": "https://simonwillison.net/2025/Mar/19/vibe-coding/",
            "first_read_title": "Not all AI-assisted programming is vibe coding (but vibe coding rocks)",
            "reading_note": "A clear introduction to the original meaning of vibe coding and the responsibilities that appear when other people depend on an app. Useful before deciding how much code review and testing your own project needs.",
            "material_published_on": "2025-03-19",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://simonwillison.net/about/",
            "work_id": "work-7649974b16a0",
            "profile_work_citation_url": "https://xfollowlist.com/people/simon-willison#work-7649974b16a0"
        },
        {
            "id": "01a122ce-42ba-732e-baa4-0d7d95fe5ecc:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "workflows",
            "task_title": "Agent workflows",
            "profile_id": "01a122ce-42ba-732e-baa4-0d7d95fe5ecc",
            "why_read": "The creator of Claude Code explains how the tool fits into a developer's workflow and shares his own setup. Read him for project instructions, reusable commands, planning and a way for the agent to verify its changes through tests or a browser.",
            "first_read_url": "https://www.latent.space/p/claude-code",
            "first_read_title": "Claude Code: Anthropic's Agent in Your Terminal",
            "reading_note": "In this interview with Cat Wu, Cherny explains terminal access, simple project memory and reusable commands. The transcript makes it an accessible first read on why a coding agent is designed this way.",
            "material_published_on": "2025-05-07",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://www.latent.space/p/claude-code",
            "work_id": "work-c28e9b287f88",
            "profile_work_citation_url": "https://xfollowlist.com/people/boris-cherny#work-c28e9b287f88"
        },
        {
            "id": "01a122ce-430c-73dc-bb46-1a28b48cce8d:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "automation",
            "task_title": "Connect tools to a workflow",
            "profile_id": "01a122ce-430c-73dc-bb46-1a28b48cce8d",
            "why_read": "See how an agent gets visual context from a desktop. Steinberger’s Peekaboo walkthrough explains a macOS screenshot tool with separate analysis and a CLI that can be called when needed. It offers a concrete interface-design example alongside his broader personal-agent work.",
            "first_read_url": "https://steipete.me/posts/2025/peekaboo-2-freeing-the-cli-from-its-mcp-shackles",
            "first_read_title": "Peekaboo 2.0 – Free the CLI from its MCP shackles",
            "reading_note": "Read How It Works and the capture/analyze examples. This is a macOS tool and a dated release walkthrough; screenshots and model-backed image analysis have different setup requirements.",
            "material_published_on": "2025-07-02",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://steipete.me/posts/2025/peekaboo-2-freeing-the-cli-from-its-mcp-shackles",
            "work_id": "work-732a3e0cb65d",
            "profile_work_citation_url": "https://xfollowlist.com/people/peter-steinberger#work-732a3e0cb65d"
        },
        {
            "id": "01a122ce-430c-73dc-bb46-1a28b48cce8d:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "builders",
            "task_title": "Builders & products",
            "profile_id": "01a122ce-430c-73dc-bb46-1a28b48cce8d",
            "why_read": "The creator of OpenClaw documents building his own apps and command-line tools with agents. His workflow posts connect prompts, screenshots, iteration and refactoring to real projects, with the October guide and December update showing how his approach evolved.",
            "first_read_url": "https://steipete.me/posts/just-talk-to-it",
            "first_read_title": "Just Talk To It - the no-bs Way of Agentic Engineering",
            "reading_note": "A detailed account of steering agents while building apps: discuss options, show a screenshot, keep changes understandable and maintain the code. Read it as Steinberger's experience developing his own projects.",
            "material_published_on": "2025-10-14",
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        },
        {
            "id": "01a122ce-4377-7038-9476-e006404c8452:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "workflows",
            "task_title": "Agent workflows",
            "profile_id": "01a122ce-4377-7038-9476-e006404c8452",
            "why_read": "Read Ralph for an agent loop with specifications and feedback from builds or tests. Then explore Jiti, a running application that gains functions through conversation. Huntley gives you two concrete approaches to repeated development with an agent.",
            "first_read_url": "https://ghuntley.com/ralph/",
            "first_read_title": "Ralph Wiggum as a \"software engineer\"",
            "reading_note": "A compiler experiment explains the loop: one task at a time, specifications, a fresh context and feedback from builds or tests.",
            "material_published_on": "2025-07-14",
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        {
            "id": "01a122ce-43aa-73ae-97d4-a8598093e77e:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "operations",
            "task_title": "Operate and maintain the application",
            "profile_id": "01a122ce-43aa-73ae-97d4-a8598093e77e",
            "why_read": "Keep verification in the development and maintenance loop. Osmani connects the final output and the path used to produce it with regression tests, versioned context and production observation. This route helps a team decide what must be checked before accepting an agent-built change.",
            "first_read_url": "https://addyosmani.com/blog/new-sdlc-vibe-coding/",
            "first_read_title": "The New Software Lifecycle",
            "reading_note": "Read Verification and How each phase actually changes. This is Osmani’s commentary on a whitepaper coauthored with Shubham Saboo and Sokratis Kartakis. Use its release-checking questions; cost diagrams are illustrative.",
            "material_published_on": "2026-06-16",
            "material_checked_on": "2026-10-11",
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        {
            "id": "01a122ce-43aa-73ae-97d4-a8598093e77e:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
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            "task_title": "Engineering & evaluation",
            "profile_id": "01a122ce-43aa-73ae-97d4-a8598093e77e",
            "why_read": "Addy explains how to keep agent-written changes inspectable: start with a specification, work in small steps and check the running result. His engineering essays also cover the tools, context and evaluations around a model.",
            "first_read_url": "https://addyosmani.com/blog/ai-coding-workflow/",
            "first_read_title": "My LLM coding workflow going into 2026",
            "reading_note": "Follow the specification, small-change and testing sequence. It gives you a concrete way to organize an AI coding session.",
            "material_published_on": "2026-01-04",
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        {
            "id": "01a122ce-43cb-7318-bcd7-1c19c9b5b581:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "workflows",
            "task_title": "Agent workflows",
            "profile_id": "01a122ce-43cb-7318-bcd7-1c19c9b5b581",
            "why_read": "Steve's Beads and Gas Town writing tackles forgotten tasks, session handoffs and agents working in parallel. Read him when a growing coding workload needs a persistent record and coordination beyond one chat.",
            "first_read_url": "https://steve-yegge.medium.com/beads-best-practices-2db636b9760c",
            "first_read_title": "Beads Best Practices",
            "reading_note": "Start with planning outside Beads and recording task dependencies. Then see how the next agent session can resume that work.",
            "material_published_on": "2025-11-24",
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            "authorship_source_url": "https://yegge.ai/gastown",
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        {
            "id": "01a122ce-43ef-7216-a854-d20b8a0c4d87:ai-creative",
            "topic": "ai-creative",
            "topic_url": "https://xfollowlist.com/topics/ai-creative",
            "task": "control",
            "task_title": "Shape the result",
            "profile_id": "01a122ce-43ef-7216-a854-d20b8a0c4d87",
            "why_read": "See how a builder turns generated clips into an editable video. Levels describes a timeline and regenerating one clip inside Photo AI. It is a useful account of iteration from the creator of the commercial product.",
            "first_read_url": "https://levels.io/video-editor-added-to-photo-ai",
            "first_read_title": "Assemble and revise generated video clips",
            "reading_note": "Read the timeline and clip-regeneration workflow. Levels describes his own Photo AI product; the agent sidebar proposed at the end is a future addition in this post.",
            "material_published_on": "2026-08-01",
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            "id": "01a122ce-43ef-7216-a854-d20b8a0c4d87:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "builders",
            "task_title": "Builders & products",
            "profile_id": "01a122ce-43ef-7216-a854-d20b8a0c4d87",
            "why_read": "Pieter shares the working setup of a solo developer building products with AI: agents on remote machines, switching devices and interactive app previews. His project archive connects those notes to products and the Vibe Jam competition he organizes.",
            "first_read_url": "https://levels.io/coding-on-vps-with-claude-code-for-a-year",
            "first_read_title": "A year of coding on a VPS with Claude Code",
            "reading_note": "His remote setup explains how one coding session stays available across devices, and what he would change for a team.",
            "material_published_on": "2026-06-28",
            "material_checked_on": "2026-10-09",
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        {
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            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "builders",
            "task_title": "Builders & products",
            "profile_id": "01a122ce-4419-7338-8e42-cbb5d384a355",
            "why_read": "Replit's founder explains the move from an editor to creating software through natural language. His own essays connect the product vision to concrete infrastructure choices, including parallel agents and reversing their changes.",
            "first_read_url": "https://amasad.me/keep-winning",
            "first_read_title": "How to Keep Winning",
            "reading_note": "Read the Replit pivot in section one, then the filesystem example in section four: earlier infrastructure supported new agent workflows.",
            "material_published_on": "2025-10-24",
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        },
        {
            "id": "01a122ce-4432-703c-b30d-d4f0d72539db:vibe-coding",
            "topic": "vibe-coding",
            "topic_url": "https://xfollowlist.com/topics/vibe-coding",
            "task": "workflows",
            "task_title": "Agent workflows",
            "profile_id": "01a122ce-4432-703c-b30d-d4f0d72539db",
            "why_read": "Riley makes AI app ideas concrete by connecting a service's input and output to a particular user workflow. His writing also asks what an app contributes when competitors can use the same model.",
            "first_read_url": "https://newsletter.vibecodeapp.com/p/ai-wrapper-startups-what-they-are-why-they-matter",
            "first_read_title": "AI Wrapper Startups: What They Are & Why They Matter",
            "reading_note": "Start with his definition of an app built around another company's AI, then compare niche knowledge, distribution and API dependence.",
            "material_published_on": "2025-05-04",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://newsletter.vibecodeapp.com/p/ai-wrapper-startups-what-they-are-why-they-matter",
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        {
            "id": "01a12311-cb73-7396-a66c-4d5b4ee7e5d8:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "foundations",
            "task_title": "Foundations & explanations",
            "profile_id": "01a12311-cb73-7396-a66c-4d5b4ee7e5d8",
            "why_read": "Raschka connects model diagrams to small implementations you can inspect. Begin with his attention tutorial, then follow LLMs from Scratch from tokens to a GPT-style model, pretraining and fine-tuning. Python knowledge helps; an introductory appendix covers PyTorch basics.",
            "first_read_url": "https://sebastianraschka.com/blog/2023/self-attention-from-scratch.html",
            "first_read_title": "Understanding and Coding the Self-Attention Mechanism of Large Language Models From Scratch",
            "reading_note": "Follow a six-word sentence from vectors through queries, keys and values to a context vector. The diagrams and PyTorch calculations explain attention. Continue with LLMs from Scratch for the model and training loop.",
            "material_published_on": "2023-02-09",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://sebastianraschka.com/blog/2023/self-attention-from-scratch.html",
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        {
            "id": "01a12311-cb73-7396-a66c-4d5b4ee7e5d8:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "run",
            "task_title": "Run on your device",
            "profile_id": "01a12311-cb73-7396-a66c-4d5b4ee7e5d8",
            "why_read": "Connect a local model to a coding agent and decide whether the combination helps your task. Raschka separates the model runtime from the agent client, then compares speed, memory use and tool-call performance in his own tests.",
            "first_read_url": "https://magazine.sebastianraschka.com/p/using-local-coding-agents",
            "first_read_title": "Using Local Coding Agents",
            "reading_note": "Read sections 3–5: setup, speed and memory, then tool-use tests. They show why fast text generation and successful agent tasks need separate measurements.",
            "material_published_on": "2026-06-27",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://magazine.sebastianraschka.com/p/using-local-coding-agents",
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        {
            "id": "01a12311-cb84-70ae-a94e-797a7b8d1381:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "controls",
            "task_title": "Check outcomes and control actions",
            "profile_id": "01a12311-cb84-70ae-a94e-797a7b8d1381",
            "why_read": "Ask what an agent may change and who checks the result. Weng reviews persistent files, delegated workers and self-improvement loops, then explains why permission controls and evaluators should remain outside the parts the agent is optimizing. Her examples distinguish a plausible artifact from a completed task.",
            "first_read_url": "https://lilianweng.github.io/posts/2026-07-04-harness/",
            "first_read_title": "Harness Engineering for Self-Improvement",
            "reading_note": "Start with Harness Design Patterns, then Future Challenges. The review’s discussion of reward hacking, independent checks and human decision points is useful even before the more technical optimization methods.",
            "material_published_on": "2026-07-04",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://lilianweng.github.io/posts/2026-07-04-harness/",
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        {
            "id": "01a12311-cb84-70ae-a94e-797a7b8d1381:ai-safety",
            "topic": "ai-safety",
            "topic_url": "https://xfollowlist.com/topics/ai-safety",
            "task": "attacks",
            "task_title": "Attacks on agents & models",
            "profile_id": "01a12311-cb84-70ae-a94e-797a7b8d1381",
            "why_read": "Weng supplies a map for reading adversarial-attack research. Her survey defines what the attacker can access, then compares jailbreak prompts, gradient-based attacks and human or model red-teaming. Use that distinction to ask which system and threat a reported result actually covers before comparing defenses.",
            "first_read_url": "https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/",
            "first_read_title": "Adversarial Attacks on LLMs",
            "reading_note": "Start with Threat Model and the table of attack types, then Jailbreak Prompting. This is her survey of inference-time attacks; it does not cover training-data extraction or poisoning and does not attribute the surveyed experiments to her.",
            "material_published_on": "2023-10-25",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://lilianweng.github.io/posts/2023-10-25-adv-attack-llm/",
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            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "reasoning",
            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cb84-70ae-a94e-797a7b8d1381",
            "why_read": "Weng explains why a higher evaluator score or a convincing chain of thought may fail to establish a better result. Start with the LLM examples in her reward hacking review, then read Why We Think for sampling, revision, reinforcement learning and checks of reasoning faithfulness.",
            "first_read_url": "https://lilianweng.github.io/posts/2024-11-28-reward-hacking/#reward-hacking-examples-in-llm-tasks",
            "first_read_title": "Reward Hacking in Reinforcement Learning",
            "reading_note": "Start with examples of coding models changing tests or reward code. Then follow the distinction between the intended goal and the score used to judge it. The review explains the mechanisms and surveys proposed mitigations.",
            "material_published_on": "2024-11-28",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://lilianweng.github.io/posts/2024-11-28-reward-hacking/",
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        {
            "id": "01a12311-cb98-70f7-85a9-cf1afca30adb:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "training",
            "task_title": "Training & model systems",
            "profile_id": "01a12311-cb98-70f7-85a9-cf1afca30adb",
            "why_read": "Rush connects coding models to their training and evaluation. His Composer 2 introduction leads to the coauthored report on continued pretraining, reinforcement learning and tests drawn from engineering work. His Annotated Transformer provides a deeper route into the architecture through Python code.",
            "first_read_url": "https://cursor.com/blog/composer-2-technical-report",
            "first_read_title": "A technical report on Composer 2",
            "reading_note": "Rush introduces two training stages and explains why the team's evaluations include ambiguous requests and changes across several files. Continue to the linked report for the experiments and evaluation setup behind the claims.",
            "material_published_on": "2026-03-27",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://cursor.com/blog/composer-2-technical-report",
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        {
            "id": "01a12311-cb98-70f7-85a9-cf1afca30adb:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "performance",
            "task_title": "Understand memory and speed",
            "profile_id": "01a12311-cb98-70f7-85a9-cf1afca30adb",
            "why_read": "Inspect the pieces inside a local runtime. Rush and Rachit Singh’s small Rust implementation makes model conversion, mapped weights and decoder settings visible, so you can connect a program’s settings to its memory and computation.",
            "first_read_url": "https://github.com/srush/llama2.rs",
            "first_read_title": "Read a small local runtime",
            "reading_note": "Start with “How does it work?”, then the model configurations. This is an educational Rust implementation of Llama 2, building on llama2.c; Rust familiarity helps when inspecting the code.",
            "material_published_on": null,
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            "authorship_source_url": "https://github.com/srush/llama2.rs",
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        {
            "id": "01a12311-cba4-725e-8099-92ba5b540186:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "training",
            "task_title": "Training & model systems",
            "profile_id": "01a12311-cba4-725e-8099-92ba5b540186",
            "why_read": "Dao and collaborators explain how memory movement and GPU scheduling affect model speed. Start with the FlashAttention-3 recap, then explore Mamba-3 to compare a fixed-size state with an expanding attention cache. The examples connect algorithm choices to hardware and retrieval tradeoffs.",
            "first_read_url": "https://tridao.me/blog/2024/flash3/",
            "first_read_title": "FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision",
            "reading_note": "The coauthored recap explains processing attention in small memory blocks. Later sections show overlapping GPU operations and precision tradeoffs. Check the hardware and operation measured before applying a speed comparison to your own model.",
            "material_published_on": "2024-07-11",
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://tridao.me/blog/2024/flash3/",
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        {
            "id": "01a12311-cba4-725e-8099-92ba5b540186:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "performance",
            "task_title": "Understand memory and speed",
            "profile_id": "01a12311-cba4-725e-8099-92ba5b540186",
            "why_read": "Ask why memory use grows as a conversation gets longer. Dao’s coauthored Mamba-3 explanation compares a fixed-size state with an expanding attention cache and connects that choice to decoding cost and retrieval quality.",
            "first_read_url": "https://tridao.me/blog/2026/mamba3-part1/",
            "first_read_title": "Memory, decoding and retrieval in Mamba-3",
            "reading_note": "Start with “The Mamba-3 Model” and the retrieval comparisons. The latency tests use specified server GPUs; use them to understand the mechanism before drawing conclusions about your own hardware.",
            "material_published_on": "2026-03-16",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://tridao.me/blog/2026/mamba3-part1/",
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        {
            "id": "01a12311-cbb7-7050-b452-8635a1ff2e86:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "reasoning",
            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cbb7-7050-b452-8635a1ff2e86",
            "why_read": "Wolf's Einstein AI essay asks what a hard exam score establishes about scientific discovery. Follow it with his coauthored DistilBERT paper for a concrete comparison of model size, task performance and inference time. Together they show how an evaluation's design determines what you can conclude.",
            "first_read_url": "https://thomwolf.io/blog/scientific-ai.html",
            "first_read_title": "The Einstein AI model",
            "reading_note": "Wolf argues that answering known questions and generating useful new research questions need different tests. Read this as a proposed research direction: the essay leaves the design of a scientific-discovery benchmark open.",
            "material_published_on": null,
            "material_checked_on": "2026-10-09",
            "authorship_source_url": "https://thomwolf.io/",
            "work_id": "work-7181b80a8e1f",
            "profile_work_citation_url": "https://xfollowlist.com/people/thomas-wolf#work-7181b80a8e1f"
        },
        {
            "id": "01a12311-cbb7-7050-b452-8635a1ff2e86:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "adapt",
            "task_title": "Choose and adapt a model",
            "profile_id": "01a12311-cbb7-7050-b452-8635a1ff2e86",
            "why_read": "Understand what you are downloading before choosing a reusable model. Wolf coauthored the Transformers library paper: it links tokenizer, model and task head, then explains model cards that record training context and intended use.",
            "first_read_url": "https://arxiv.org/abs/1910.03771",
            "first_read_title": "The parts of a reusable model",
            "reading_note": "Start with section 3 and Figure 2, then section 4 on model sharing. This coauthored 2019 paper explains the design; current installation instructions live in the library documentation.",
            "material_published_on": "2019-10-09",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://arxiv.org/abs/1910.03771",
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            "why_read": "Understand what happens after pretraining. Lambert's book distinguishes training on examples, preferred responses and verifiably correct answers; the team Tülu 3 paper shows how those stages fit into a released recipe with separate development and held-out tests.",
            "first_read_url": "https://rlhfbook.com/c/03-training-overview",
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            "reading_note": "Start with the recipe descriptions to separate examples, preference feedback and checked rewards. You can follow that overview before studying the equations.",
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            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "reasoning",
            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cbdb-72c3-b108-446665e91440",
            "why_read": "Understand what a step-by-step response establishes. Wei's coauthored prompting study tests intermediate reasoning examples against simpler prompts, while his SimpleQA work separately grades correct facts, wrong answers and non-attempts.",
            "first_read_url": "https://arxiv.org/html/2201.11903v6",
            "first_read_title": "An example of prompting with intermediate steps",
            "reading_note": "Figure 1 compares two prompts for the same math problem. Read it before the experiments, then section 6 on why fluent steps do not guarantee a correct answer. Wei is a coauthor.",
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            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
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            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cbe8-71c7-b192-c934d973f176",
            "why_read": "Read Brown to connect learning, search and multi-agent reasoning. His coauthored game research shows the assumptions behind those methods; his interview explains why demonstrating many agents is different from measuring their benefit against smaller comparison runs.",
            "first_read_url": "https://www.dwarkesh.com/p/noam-brown",
            "first_read_title": "Brown explains how to evaluate parallel agents",
            "reading_note": "Read Brown's answers in the opening discussion of agent-count comparisons. The written transcript provides an accessible start before the search and reinforcement-learning papers.",
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            "topic_url": "https://xfollowlist.com/topics/llm-research",
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            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cbf3-72eb-8fee-5ebc15fc79a1",
            "why_read": "Inspect what a benchmark score measures. Chollet's ARC work asks how a system learns a new rule from examples; the coauthored 2024 competition report shows why the test split, adaptation method and compute budget matter when comparing results.",
            "first_read_url": "https://arxiv.org/html/2412.04604v2",
            "first_read_title": "A grid puzzle and two different leaderboard conditions",
            "reading_note": "Start with section 1's grid puzzle, then section 2's two leaderboards. Their different conditions explain why scores cannot simply be compared. The coauthored report covers the 2024 competition.",
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        {
            "id": "01a12311-cc04-71c5-8fe2-dbadcb0fb1d5:ai-safety",
            "topic": "ai-safety",
            "topic_url": "https://xfollowlist.com/topics/ai-safety",
            "task": "permissions",
            "task_title": "Data boundaries & tool permissions",
            "profile_id": "01a12311-cc04-71c5-8fe2-dbadcb0fb1d5",
            "why_read": "Biderman addresses a different data boundary: text a model may reproduce from training. Her coauthored study asks whether small models or early checkpoints can predict which strings a finished model will memorize. Start with the extraction definition and threat model, then the corrected results and limits before treating a preliminary test as privacy assurance.",
            "first_read_url": "https://arxiv.org/abs/2304.11158",
            "first_read_title": "Emergent and Predictable Memorization in Large Language Models",
            "reading_note": "In the coauthored paper, read sections 2.1–2.2 for what extraction means and the model-builder threat. Then read sections 6–7: the revised analysis and Pythia setting limit what smaller-model tests can establish about sensitive training strings.",
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        {
            "id": "01a12311-cc04-71c5-8fe2-dbadcb0fb1d5:llm-research",
            "topic": "llm-research",
            "topic_url": "https://xfollowlist.com/topics/llm-research",
            "task": "reasoning",
            "task_title": "Reasoning & evaluation",
            "profile_id": "01a12311-cc04-71c5-8fe2-dbadcb0fb1d5",
            "why_read": "Study how a behavior develops during training. Biderman's coauthored Pythia suite exposes comparable checkpoints and data order, and her memorization work tests what cheaper runs can predict. Her 2026 position paper explains the research question before the technical experiments.",
            "first_read_url": "https://arxiv.org/html/2606.06533v1",
            "first_read_title": "Why study a model while it is being trained?",
            "reading_note": "Sections 2.1 and 2.2 distinguish describing a finished model from predicting how its behavior develops. This coauthored position paper is a research agenda and needs no detailed experimental background to start.",
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        {
            "id": "01a12acd-9fb0-72bb-8994-b1339ded3d44:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "architecture",
            "task_title": "Understand the agent architecture",
            "profile_id": "01a12acd-9fb0-72bb-8994-b1339ded3d44",
            "why_read": "Start by defining the agent’s environment, available tools and goal. Huyen’s book excerpt connects planning to actual function calls, then explains why tool choice, parameters, results and completion need separate checks. It is a useful primer before choosing a framework.",
            "first_read_url": "https://huyenchip.com/2025/01/07/agents.html",
            "first_read_title": "Agents",
            "reading_note": "Read the overview, Tools and Planning sections, then the failure modes. The examples explain how the next action depends on tool results; they also show places to involve a person.",
            "material_published_on": "2025-01-07",
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            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
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            "task_title": "Operate and maintain the application",
            "profile_id": "01a12acd-9fb0-72bb-8994-b1339ded3d44",
            "why_read": "Plan the components around a model API as the application grows. Huyen connects retrieval, guardrails, model routing and caching to latency, cost and failure handling. Her observability section shows what to record so a bad response can be traced to the step that produced it.",
            "first_read_url": "https://huyenchip.com/2024/07/25/genai-platform.html",
            "first_read_title": "Building A Generative AI Platform",
            "reading_note": "Follow the architecture diagrams, gateway and caching tradeoffs, then logs, metrics and traces. The components are a planning guide; the 2024 prices and sample API calls need current documentation before implementation.",
            "material_published_on": "2024-07-25",
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            "authorship_source_url": "https://huyenchip.com/2024/07/25/genai-platform.html",
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        {
            "id": "01a12acd-9fc6-7225-a172-39905e7deb7c:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "architecture",
            "task_title": "Understand the agent architecture",
            "profile_id": "01a12acd-9fc6-7225-a172-39905e7deb7c",
            "why_read": "Choose the surrounding software an agent needs. Chase separates framework abstractions from a runtime that preserves execution state and a harness with ready-made tools and instructions. His second essay helps decide when several workers are useful and how to coordinate their context.",
            "first_read_url": "https://www.langchain.com/blog/agent-frameworks-runtimes-and-harnesses-oh-my",
            "first_read_title": "Agent Frameworks, Runtimes, and Harnesses- oh my!",
            "reading_note": "An accessible comparison of framework, runtime and harness responsibilities. The definitions are Chase’s proposed mental model, with overlapping boundaries; compare it with the needs of your own task.",
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        {
            "id": "01a12acd-9fee-72bd-a7b0-0c8384bcce4f:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "automation",
            "task_title": "Connect tools to a workflow",
            "profile_id": "01a12acd-9fee-72bd-a7b0-0c8384bcce4f",
            "why_read": "Move from document Q&A to a process that updates other software. Liu traces a contract through parsing, policy retrieval, a structured report and an action connector. Typed handoffs and review points explain how to combine fixed business rules with flexible model decisions.",
            "first_read_url": "https://www.llamaindex.ai/blog/beyond-chatbots-adopting-agentic-document-workflows-for-enterprises",
            "first_read_title": "Beyond chatbots: adopting Agentic Document Workflows for enterprises",
            "reading_note": "Follow the four-stage table, then the contract-risk example. Notice the artifacts passed between stages and the separate places to review the clauses, matches, report and final action.",
            "material_published_on": "2025-04-23",
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            "authorship_source_url": "https://www.llamaindex.ai/blog/beyond-chatbots-adopting-agentic-document-workflows-for-enterprises",
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        {
            "id": "01a12acd-9fee-72bd-a7b0-0c8384bcce4f:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "data",
            "task_title": "Prepare data and context",
            "profile_id": "01a12acd-9fee-72bd-a7b0-0c8384bcce4f",
            "why_read": "Build a reusable test set for a retrieval application. Liu and Andrei Fajardo describe a dataset with questions, reference answers and the underlying documents, so competing changes can be evaluated on the same task. Start with the dataset design before choosing a metric.",
            "first_read_url": "https://www.llamaindex.ai/blog/introducing-llama-datasets-aadb9994ad9e",
            "first_read_title": "Introducing Llama Datasets",
            "reading_note": "Coauthored with Andrei Fajardo. Read the dataset, generation and evaluation workflow; keep the provenance of synthetic and human examples. The API snippets describe the 2023 LlamaIndex version.",
            "material_published_on": "2023-12-04",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://www.llamaindex.ai/blog/introducing-llama-datasets-aadb9994ad9e",
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        {
            "id": "01a12acd-a006-71e3-87bf-18450eaf27e2:ai-agents",
            "topic": "ai-agents",
            "topic_url": "https://xfollowlist.com/topics/ai-agents",
            "task": "controls",
            "task_title": "Check outcomes and control actions",
            "profile_id": "01a12acd-a006-71e3-87bf-18450eaf27e2",
            "why_read": "Test whether an agent repeatedly completes the same request while talking to users and changing records. Yao’s coauthored τ-bench paper separates a correct database outcome from conversational variation and measures consistency across trials. It also states what outcome-only checks can miss.",
            "first_read_url": "https://arxiv.org/html/2406.12045v1",
            "first_read_title": "τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains",
            "reading_note": "Read the airline example and section 3’s task, reward and pass^k definitions before the experiments. Yao is a coauthor. Simulated users and simplified policies make this a controlled research benchmark.",
            "material_published_on": "2024-06-17",
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            "authorship_source_url": "https://arxiv.org/abs/2406.12045",
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        {
            "id": "01a12ad8-725f-7138-b879-b7a0ec4a8d13:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "data",
            "task_title": "Prepare data and context",
            "profile_id": "01a12ad8-725f-7138-b879-b7a0ec4a8d13",
            "why_read": "Find out whether the application retrieves the information a user needs. Liu starts with a retrieval baseline, then tests metadata and search methods before changing the final answer. His second essay shows how source details and facets can guide further exploration.",
            "first_read_url": "https://jxnl.co/writing/2024/05/22/systematically-improving-your-rag/",
            "first_read_title": "Systematically Improving Your RAG",
            "reading_note": "Read the retrieval baseline, metadata and feedback sections. Separate whether the right document was found from whether the final answer was useful. Client numbers are examples to interpret, not targets for your system.",
            "material_published_on": "2024-05-22",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://jxnl.co/writing/2024/05/22/systematically-improving-your-rag/",
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        {
            "id": "01a12ad8-7297-70f7-86bb-3be12dd840e7:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "evaluation",
            "task_title": "Measure product quality",
            "profile_id": "01a12ad8-7297-70f7-86bb-3be12dd840e7",
            "why_read": "Find the failures that matter before adding a quality dashboard. Husain’s case study combines scoped assertions with readable application traces and human review. His follow-up shows how to calibrate a model judge against the domain expert’s decisions.",
            "first_read_url": "https://hamel.dev/blog/posts/evals/index.html",
            "first_read_title": "Your AI Product Needs Evals",
            "reading_note": "Start with the Lucy case study, then the three evaluation layers. Notice which failures code can check, what a reviewer needs to see and why an automated judge needs its own evaluation.",
            "material_published_on": "2024-03-29",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://hamel.dev/blog/posts/evals/index.html",
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        {
            "id": "01a12ad8-72c5-72ce-bcf1-6ea40ab91cca:ai-engineering",
            "topic": "ai-engineering",
            "topic_url": "https://xfollowlist.com/topics/ai-engineering",
            "task": "evaluation",
            "task_title": "Measure product quality",
            "profile_id": "01a12ad8-72c5-72ce-bcf1-6ea40ab91cca",
            "why_read": "Turn labeled examples into an experiment you can repeat after a prompt or model change. Yan separates evaluation criteria, holds back test data and joins the evaluation harness to configuration experiments. His AlignEval app makes the labeling and calibration steps concrete.",
            "first_read_url": "https://eugeneyan.com/writing/product-evals/",
            "first_read_title": "Product Evals in Three Simple Steps",
            "reading_note": "Read all three steps. Pay attention to one evaluator per criterion, held-out test examples and the uncertainty around a measured defect rate. Continue to AlignEval for an inspectable implementation.",
            "material_published_on": "2025-11-23",
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        {
            "id": "01a12adc-f9de-72b3-8016-e5458ef159b3:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "run",
            "task_title": "Run on your device",
            "profile_id": "01a12adc-f9de-72b3-8016-e5458ef159b3",
            "why_read": "Move from a downloaded model to a program on your device. Gerganov created llama.cpp for language models and whisper.cpp for speech transcription; their documentation gives installation choices and shows how model size affects memory needs.",
            "first_read_url": "https://github.com/ggml-org/llama.cpp",
            "first_read_title": "Run a language model with llama.cpp",
            "reading_note": "Begin with Quickstart and supported hardware. Choose a model that fits your device; the runtime license and the model license are separate. This is documentation for a project he created and the community maintains.",
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            "authorship_source_url": "https://ggerganov.com/",
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        {
            "id": "01a12adc-fa08-7190-b64a-dfc8410c4536:local-ai",
            "topic": "local-ai",
            "topic_url": "https://xfollowlist.com/topics/local-ai",
            "task": "adapt",
            "task_title": "Choose and adapt a model",
            "profile_id": "01a12adc-fa08-7190-b64a-dfc8410c4536",
            "why_read": "Separate saving memory during inference from adapting a model. Dettmers explains lower-precision numbers with small examples; the coauthored QLoRA paper shows how a frozen base model can be adapted with a small trainable addition.",
            "first_read_url": "https://timdettmers.com/2022/08/17/llm-int8-and-emergent-features/",
            "first_read_title": "Why fewer bits can change a model’s answers",
            "reading_note": "Begin with the quantization examples, then Mixed precision decomposition. They connect smaller numbers, rounding errors and the separate handling of unusually large values.",
            "material_published_on": "2022-08-17",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://timdettmers.com/2022/08/17/llm-int8-and-emergent-features/",
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            "id": "01a12ae2-fa9a-720d-a3d7-09861403709d:ai-safety",
            "topic": "ai-safety",
            "topic_url": "https://xfollowlist.com/topics/ai-safety",
            "task": "attacks",
            "task_title": "Attacks on agents & models",
            "profile_id": "01a12ae2-fa9a-720d-a3d7-09861403709d",
            "why_read": "Rehberger follows attacks from the content an agent sees to the action it takes. His AI ClickFix report shows a computer-use agent following webpage instructions into terminal execution. Compare it with his MCP report, where a code comment redirects private-message access into a public write, then inspect which permissions enabled each step.",
            "first_read_url": "https://embracethered.com/blog/posts/2025/ai-clickfix-ttp-claude/",
            "first_read_title": "AI ClickFix: Hijacking Computer-Use Agents Using ClickFix",
            "reading_note": "Follow the webpage-to-terminal sequence in his 2025 proof of concept, then read Mitigations. The report tested a particular Claude computer-use setup; it helps identify browser, host and network boundaries to inspect.",
            "material_published_on": "2025-05-24",
            "material_checked_on": "2026-10-11",
            "authorship_source_url": "https://embracethered.com/blog/posts/2025/ai-clickfix-ttp-claude/",
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        {
            "id": "01a12ae2-faa9-70bf-9f2a-5e1ca785d26e:ai-safety",
            "topic": "ai-safety",
            "topic_url": "https://xfollowlist.com/topics/ai-safety",
            "task": "attacks",
            "task_title": "Attacks on agents & models",
            "profile_id": "01a12ae2-faa9-70bf-9f2a-5e1ca785d26e",
            "why_read": "Greshake explains attacks that arrive through retrieved content rather than a direct user prompt. Begin with his page-to-application example, then the coauthored paper’s threat taxonomy. His defense essay compares trust tracking and action restrictions, presenting design tradeoffs rather than a proven universal fix.",
            "first_read_url": "https://kai-greshake.de/posts/llm-malware/",
            "first_read_title": "How We Broke LLMs: Indirect Prompt Injection",
            "reading_note": "Read the introduction and the explanation of indirect injection: attacker-authored material is retrieved during a normal task and treated as instructions. Continue to the linked coauthored paper for the threat taxonomy. The product demonstrations are historical.",
            "material_published_on": "2023-04-27",
            "material_checked_on": "2026-10-11",
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            "why_read": "Olah makes internal model behavior visible through features, circuits and interventions. Start with his coauthored visual introduction using a vision network, then the Claude 3.5 Haiku case studies of refusals and hallucinations. The method explains parts of selected responses; its limits are essential to judging what the explanation establishes.",
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            "why_read": "Nanda helps you turn interpretability vocabulary into a testable question. His explainer distinguishes features, circuits and interventions. Continue to attribution patching to compare a changed prompt with a clean one and investigate which activations affect the answer. He treats the fast approximation as a way to generate hypotheses for stronger tests.",
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