{
  "$schema": "https://schema.org/CreativeWork",
  "agent": {
    "name": "VCN #48 Total Recall",
    "version": "1.0.0",
    "updated": "2026-08-08"
  },
  "content": {
    "type": "presentation",
    "slides": 20,
    "slides_list": [
      {
        "n": 1,
        "title": "TOTAL RECALL.",
        "url": "https://vcn-48-total-recall.vercel.app/#1"
      },
      {
        "n": 2,
        "title": "Every session, it meets your repo for the first time.",
        "url": "https://vcn-48-total-recall.vercel.app/#2"
      },
      {
        "n": 3,
        "title": "\"Use a bigger context window\" is not the answer.",
        "url": "https://vcn-48-total-recall.vercel.app/#3"
      },
      {
        "n": 4,
        "title": "\"Memory\" is four different things.",
        "url": "https://vcn-48-total-recall.vercel.app/#4"
      },
      {
        "n": 5,
        "title": "Retrieval, end to end.",
        "url": "https://vcn-48-total-recall.vercel.app/#5"
      },
      {
        "n": 6,
        "title": "Bad chunks cannot be rescued later.",
        "url": "https://vcn-48-total-recall.vercel.app/#6"
      },
      {
        "n": 7,
        "title": "Three questions a vector index gets wrong.",
        "url": "https://vcn-48-total-recall.vercel.app/#7"
      },
      {
        "n": 8,
        "title": "What is actually out there.",
        "url": "https://vcn-48-total-recall.vercel.app/#8"
      },
      {
        "n": 9,
        "title": "One agent, six memories.",
        "url": "https://vcn-48-total-recall.vercel.app/#9"
      },
      {
        "n": 10,
        "title": "The cheapest tier to build is the most expensive to run.",
        "url": "https://vcn-48-total-recall.vercel.app/#10"
      },
      {
        "n": 11,
        "title": "Four things that went wrong, so they do not go wrong for you.",
        "url": "https://vcn-48-total-recall.vercel.app/#11"
      },
      {
        "n": 12,
        "title": "Pick a repo and get the dependencies in.",
        "url": "https://vcn-48-total-recall.vercel.app/#12"
      },
      {
        "n": 13,
        "title": "Cut the repo where the language says a unit ends.",
        "url": "https://vcn-48-total-recall.vercel.app/#13"
      },
      {
        "n": 14,
        "title": "Turn every chunk into a vector, and keep it.",
        "url": "https://vcn-48-total-recall.vercel.app/#14"
      },
      {
        "n": 15,
        "title": "Hand the agent the right files, with line numbers.",
        "url": "https://vcn-48-total-recall.vercel.app/#15"
      },
      {
        "n": 16,
        "title": "Persist what it learns, then add the edge vectors cannot give you.",
        "url": "https://vcn-48-total-recall.vercel.app/#16"
      },
      {
        "n": 17,
        "title": "Where this bites you next week.",
        "url": "https://vcn-48-total-recall.vercel.app/#17"
      },
      {
        "n": 18,
        "title": "What is on your laptop that was not there at 10am.",
        "url": "https://vcn-48-total-recall.vercel.app/#18"
      },
      {
        "n": 19,
        "title": "Everything you used this morning.",
        "url": "https://vcn-48-total-recall.vercel.app/#19"
      },
      {
        "n": 20,
        "title": "Your agent knows your codebase by name now.",
        "url": "https://vcn-48-total-recall.vercel.app/#20"
      }
    ]
  },
  "setup": {
    "description": "Agent-readable setup guide: install the embedding and vector-store dependencies and pick the repo you will index, before doors.",
    "url": "https://vcn-48-total-recall.vercel.app/setup.txt"
  },
  "publisher": {
    "author": "Rayyan Zahid",
    "organization": "Vibe Coding Nights",
    "url": "https://vcn-48-total-recall.vercel.app"
  },
  "event": {
    "series": "Vibe Coding Nights",
    "number": 48,
    "season": "Off the Leash",
    "theme": "Total Recall - repo memory, retrieval and context graphs",
    "date": "2026-08-08",
    "venue": "Frontier Tower, 9th Floor Annex, 995 Market St, San Francisco",
    "rsvp": "https://luma.com/vcn-48-total-recall"
  },
  "hosts": [
    "Rayyan Zahid",
    "Michalis Vasileiadis",
    "Eric Mockler",
    "Devinder Sodhi"
  ],
  "primary_sources": [
    {
      "title": "Chroma",
      "url": "https://github.com/chroma-core/chroma"
    },
    {
      "title": "tree-sitter",
      "url": "https://tree-sitter.github.io/tree-sitter/"
    },
    {
      "title": "Graphiti (temporal knowledge-graph memory)",
      "url": "https://github.com/getzep/graphiti"
    },
    {
      "title": "Mem0",
      "url": "https://github.com/mem0ai/mem0"
    },
    {
      "title": "Letta (stateful agents / memory blocks)",
      "url": "https://github.com/letta-ai/letta"
    },
    {
      "title": "Cognee",
      "url": "https://github.com/topoteretes/cognee"
    },
    {
      "title": "Model Context Protocol",
      "url": "https://modelcontextprotocol.io"
    },
    {
      "title": "Nebius Token Factory",
      "url": "https://docs.tokenfactory.nebius.com"
    }
  ],
  "policy": {
    "discoveryMode": "open",
    "license": "CC-BY-SA-4.0"
  }
}