{
  "spec": "ai-agent.json/1.0 (aiia.ro)",
  "agent": {
    "name": "Meta Prompting with Claude Code",
    "version": "1.0.0",
    "updated": "2026-07-16",
    "callable": false
  },
  "content": {
    "type": "presentation",
    "slides": 31,
    "languages": [
      "en",
      "es"
    ],
    "slides_list": [
      {
        "n": 1,
        "url": "https://vcn-latam-metaprompting.vercel.app/#1",
        "summary": ""
      },
      {
        "n": 2,
        "url": "https://vcn-latam-metaprompting.vercel.app/#2",
        "summary": "0 of our own Claude Code sessions,mined for patterns."
      },
      {
        "n": 3,
        "url": "https://vcn-latam-metaprompting.vercel.app/#3",
        "summary": "You know what you want. You don't know how to ask for it."
      },
      {
        "n": 4,
        "url": "https://vcn-latam-metaprompting.vercel.app/#4",
        "summary": "META PROMPTING IS FOUR MOVES."
      },
      {
        "n": 5,
        "url": "https://vcn-latam-metaprompting.vercel.app/#5",
        "summary": "Stop writing the prompt. Write the thing that writes the prompt."
      },
      {
        "n": 6,
        "url": "https://vcn-latam-metaprompting.vercel.app/#6",
        "summary": "ONE LOOP. EVERY TECHNIQUE ON THE LADDER."
      },
      {
        "n": 7,
        "url": "https://vcn-latam-metaprompting.vercel.app/#7",
        "summary": "SEVEN RUNGS. EACH ONE MEASURED."
      },
      {
        "n": 8,
        "url": "https://vcn-latam-metaprompting.vercel.app/#8",
        "summary": "THE LADDER. CLIMB IT IN ORDER."
      },
      {
        "n": 9,
        "url": "https://vcn-latam-metaprompting.vercel.app/#9",
        "summary": "A MODEL THAT CRITIQUES ITSELF ALREADY WINS."
      },
      {
        "n": 10,
        "url": "https://vcn-latam-metaprompting.vercel.app/#10",
        "summary": "\"TAKE A DEEP BREATH\" scored 80.2% on GSM8K math.the human classic scored 71.8%."
      },
      {
        "n": 11,
        "url": "https://vcn-latam-metaprompting.vercel.app/#11",
        "summary": "PROMPTBREEDER MUTATES THE MUTATOR."
      },
      {
        "n": 12,
        "url": "https://vcn-latam-metaprompting.vercel.app/#12",
        "summary": "BACKPROP WORKED FOR WEIGHTS. NOW IT WORKS FOR WORDS."
      },
      {
        "n": 13,
        "url": "https://vcn-latam-metaprompting.vercel.app/#13",
        "summary": "GEPA: REFLECTION BEATS REINFORCEMENT LEARNING."
      },
      {
        "n": 14,
        "url": "https://vcn-latam-metaprompting.vercel.app/#14",
        "summary": "WORDS BEAT WEIGHTS. SAME RESULT, FEWER TRIES."
      },
      {
        "n": 15,
        "url": "https://vcn-latam-metaprompting.vercel.app/#15",
        "summary": "IT READS ITS OWN FAILURES. THEN REWRITES ITS OWN INSTRUCTIONS."
      },
      {
        "n": 16,
        "url": "https://vcn-latam-metaprompting.vercel.app/#16",
        "summary": "EL BUCLESE CIERRA."
      },
      {
        "n": 17,
        "url": "https://vcn-latam-metaprompting.vercel.app/#17",
        "summary": "THE PLAYBOOK, IN PRODUCTION."
      },
      {
        "n": 18,
        "url": "https://vcn-latam-metaprompting.vercel.app/#18",
        "summary": "YOUR HISTORY IS TRAINING DATA."
      },
      {
        "n": 19,
        "url": "https://vcn-latam-metaprompting.vercel.app/#19",
        "summary": "CHEAPEST TIER FIRST. MEASURED, NOT VIBES."
      },
      {
        "n": 20,
        "url": "https://vcn-latam-metaprompting.vercel.app/#20",
        "summary": "ONE TERSE ASK BECOMES THE FULL PROMPT."
      },
      {
        "n": 21,
        "url": "https://vcn-latam-metaprompting.vercel.app/#21",
        "summary": "ONE CONDUCTOR. FRESH EXPERTS EVERY CALL."
      },
      {
        "n": 22,
        "url": "https://vcn-latam-metaprompting.vercel.app/#22",
        "summary": "SIX SCRIPTS. ZERO API KEYS."
      },
      {
        "n": 23,
        "url": "https://vcn-latam-metaprompting.vercel.app/#23",
        "summary": "Thisdeckbuilt by a metaprompt · today · in one session"
      },
      {
        "n": 24,
        "url": "https://vcn-latam-metaprompting.vercel.app/#24",
        "summary": "AGENTS THAT EDIT THE AGENTS' INSTRUCTIONS."
      },
      {
        "n": 25,
        "url": "https://vcn-latam-metaprompting.vercel.app/#25",
        "summary": "CALIBRATION expanded: an agent reads session telemetry, finds a repeated mistake, and edits the failing agent's instruction file. Evidence-gated; never touches working code. Animated pipeline diagram."
      },
      {
        "n": 26,
        "url": "https://vcn-latam-metaprompting.vercel.app/#26",
        "summary": "OUROBOROS expanded: recursive plan engine — plan v0, K layers of adversarial-lens critique, revise, early-stop on convergence. Honestly named lineage: Self-Refine, Reflexion, Debate, CRITIC. Animated ring diagram."
      },
      {
        "n": 27,
        "url": "https://vcn-latam-metaprompting.vercel.app/#27",
        "summary": "THE FRAME expanded: most new agent frameworks are a known loop in a trench coat. Animated reveal mapping hype names to the actual loops on the research ladder."
      },
      {
        "n": 28,
        "url": "https://vcn-latam-metaprompting.vercel.app/#28",
        "summary": "THE FRONTIER, THIS MONTH."
      },
      {
        "n": 29,
        "url": "https://vcn-latam-metaprompting.vercel.app/#29",
        "summary": "CLONE THESE TONIGHT."
      },
      {
        "n": 30,
        "url": "https://vcn-latam-metaprompting.vercel.app/#30",
        "summary": "THREE MOVES. ZERO INFRA."
      },
      {
        "n": 31,
        "url": "https://vcn-latam-metaprompting.vercel.app/#31",
        "summary": "El acceso al frontier no debería depender de tu código postal."
      }
    ],
    "examples": [
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/01_self_refine.py",
        "technique": "Self-Refine: generate, critique, revise"
      },
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/02_ape.py",
        "technique": "APE: reverse-engineer the instruction from examples"
      },
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/03_opro.py",
        "technique": "OPRO: scored history becomes the next prompt"
      },
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/04_conductor.py",
        "technique": "Meta-prompting conductor with fresh expert instances"
      },
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/05_criterion.py",
        "technique": "Versioned, cached criterion prompt"
      },
      {
        "file": "https://vcn-latam-metaprompting.vercel.app/examples/06_router.py",
        "technique": "3-tier template router, no LLM needed"
      }
    ]
  },
  "publisher": {
    "author": "Rayyan Zahid",
    "co_presenter": "Irina Velez",
    "canonical": "https://vcn-latam-metaprompting.vercel.app/",
    "linkedin": "https://linkedin.com/in/rayyanzahid"
  },
  "event": {
    "name": "Vibe Coding Nights LATAM · LinkedIn Live",
    "date": "2026-07-16",
    "url": "https://www.linkedin.com/events/7482921194409787392/",
    "languages": [
      "es",
      "en"
    ]
  },
  "primary_sources": [
    "https://arxiv.org/abs/2303.17651",
    "https://arxiv.org/abs/2211.01910",
    "https://arxiv.org/abs/2309.03409",
    "https://arxiv.org/abs/2309.16797",
    "https://arxiv.org/abs/2310.03714",
    "https://arxiv.org/abs/2406.07496",
    "https://arxiv.org/abs/2401.12954",
    "https://arxiv.org/abs/2507.19457",
    "https://arxiv.org/abs/2502.16923"
  ],
  "x_meta_prompt": {
    "note": "the prompt that built this deck, verbatim, same day as the talk",
    "prompt": "Use our research pipeline, find, download and read the papers and build a master class in Metaprompting. With another agent, look at our session history and telemetry to build our own learnings across this repo. Then use CC-PRO in parallel and build out our presentation. Use this Pinterest board as inspiration."
  },
  "license": "CC-BY-SA-4.0"
}