{
  "$schema": "https://schema.org/CreativeWork",
  "agent": {
    "name": "VCN #47 Fast Local",
    "version": "1.0.0",
    "updated": "2026-08-05"
  },
  "content": {
    "type": "presentation",
    "slides": 17,
    "slides_list": [
      {
        "n": 1,
        "title": "FAST LOCAL.",
        "url": "https://vcn-47-fast-local.vercel.app/#1"
      },
      {
        "n": 2,
        "title": "Slow is the same as broken.",
        "url": "https://vcn-47-fast-local.vercel.app/#2"
      },
      {
        "n": 3,
        "title": "\"Slow\" is three different problems.",
        "url": "https://vcn-47-fast-local.vercel.app/#3"
      },
      {
        "n": 4,
        "title": "Make the model smaller so it can move faster.",
        "url": "https://vcn-47-fast-local.vercel.app/#4"
      },
      {
        "n": 5,
        "title": "Two servers. Pick by what you own.",
        "url": "https://vcn-47-fast-local.vercel.app/#5"
      },
      {
        "n": 6,
        "title": "Five knobs. In this order.",
        "url": "https://vcn-47-fast-local.vercel.app/#6"
      },
      {
        "n": 7,
        "title": "Time the paid one first.",
        "url": "https://vcn-47-fast-local.vercel.app/#7"
      },
      {
        "n": 8,
        "title": "Time it before you change it.",
        "url": "https://vcn-47-fast-local.vercel.app/#8"
      },
      {
        "n": 9,
        "title": "Shrink it and re-time it.",
        "url": "https://vcn-47-fast-local.vercel.app/#9"
      },
      {
        "n": 10,
        "title": "Put a real server in front of it.",
        "url": "https://vcn-47-fast-local.vercel.app/#10"
      },
      {
        "n": 11,
        "title": "One knob. Re-time. Keep or revert.",
        "url": "https://vcn-47-fast-local.vercel.app/#11"
      },
      {
        "n": 12,
        "title": "Fill in the card.",
        "url": "https://vcn-47-fast-local.vercel.app/#12"
      },
      {
        "n": 13,
        "title": "Five ways tonight lies to you.",
        "url": "https://vcn-47-fast-local.vercel.app/#13"
      },
      {
        "n": 14,
        "title": "What is in your bag at 22:00.",
        "url": "https://vcn-47-fast-local.vercel.app/#14"
      },
      {
        "n": 15,
        "title": "Where to read next.",
        "url": "https://vcn-47-fast-local.vercel.app/#15"
      },
      {
        "n": 16,
        "title": "Who paid for the hour.",
        "url": "https://vcn-47-fast-local.vercel.app/#16"
      },
      {
        "n": 17,
        "title": "Post your number.",
        "url": "https://vcn-47-fast-local.vercel.app/#17"
      }
    ]
  },
  "setup": {
    "description": "Agent-readable setup guide: install a local inference server, pull a coding model, and take a baseline tokens-per-second reading before doors.",
    "url": "https://vcn-47-fast-local.vercel.app/setup.txt"
  },
  "publisher": {
    "author": "Rayyan Zahid",
    "organization": "Vibe Coding Nights",
    "url": "https://vcn-47-fast-local.vercel.app"
  },
  "event": {
    "series": "Vibe Coding Nights",
    "number": 47,
    "season": "Off the Leash",
    "theme": "Fast Local - quantize and serve local models fast",
    "date": "2026-08-05",
    "venue": "Frontier Tower, 10th Floor Annex, 995 Market St, San Francisco",
    "rsvp": "https://luma.com/vcn-47-fast-local"
  },
  "hosts": [
    "Rayyan Zahid",
    "Michalis Vasileiadis",
    "Eric Mockler",
    "Devinder Sodhi"
  ],
  "primary_sources": [
    {
      "title": "llama.cpp",
      "url": "https://github.com/ggml-org/llama.cpp"
    },
    {
      "title": "vLLM documentation",
      "url": "https://docs.vllm.ai/en/latest/"
    },
    {
      "title": "PagedAttention / vLLM (Kwon et al., SOSP 2023)",
      "url": "https://arxiv.org/abs/2309.06180"
    },
    {
      "title": "Speculative decoding (Leviathan et al., ICML 2023)",
      "url": "https://arxiv.org/abs/2211.17192"
    },
    {
      "title": "Nebius Token Factory",
      "url": "https://docs.tokenfactory.nebius.com"
    }
  ],
  "policy": {
    "discoveryMode": "open",
    "license": "CC-BY-SA-4.0"
  }
}