docs: map agentic ai systems research

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{
"schema": "fable.research_map.receipt.v1",
"createdAt": "2026-07-02T00:00:00.000Z",
"taskLabel": "agentic-ai-hitchhiker-research-map",
"task": "Map arXiv:2606.24937v1 into Fable's receipt-first agentic AI posture",
"source": {
"url": "https://arxiv.org/abs/2606.24937",
"pdfUrl": "https://arxiv.org/pdf/2606.24937",
"arxivId": "2606.24937",
"title": "The Hitchhiker's Guide to Agentic AI: From Foundations to Systems",
"authors": ["Haggai Roitman"],
"submitted": "2026-06-22",
"subjects": ["cs.AI", "cs.CL", "cs.IR", "cs.LG"],
"verifiedFrom": "arXiv abstract page metadata fetched during session"
},
"constraints": [
"external arXiv paper claims are advisory until locally reproduced or mapped into committed Fable receipts",
"agentic AI production/deployment discussion does not authorize Fable deploys",
"live receipt > committed receipt > memory",
"8099/deploy via git-proxy is the canonical signed/gated deploy route only",
"8098/deploy-webhook remains legacy/internal/stale for fable-agent trust",
"auto_patch_proven=false for fable-agent unless a fresh local degraded-skill recovery receipt proves otherwise",
"no deploy, external code execution, vendoring, dashboards, or new packages are included in this map"
],
"patterns": [
{
"name": "full-stack agentic systems map",
"adaptation": "Use as an advisory checklist for Fable's layers: model substrate, reasoning/alignment, RAG/memory, harness, tool use, multi-agent coordination, evaluation, and production gates."
},
{
"name": "agent harness and context management",
"adaptation": "Map only into local receipts/tests before claiming Fable capability. Agents draft; receipts prove; humans approve guarded deploy."
},
{
"name": "agent evaluation methodology",
"adaptation": "Prefer denominator-rich eval receipts with attempted, confirmed, blocked, and unknown outcomes over model-written verification claims."
},
{
"name": "MCP/A2A/tool coordination",
"adaptation": "Treat protocols as integration surfaces, not authority surfaces; CLI and receipts remain the trust boundary."
}
],
"blocked": [
"treating the paper as Fable-verified production proof",
"using paper deployment sections as deploy authorization",
"reviving stale 8098/deploy-webhook or memory-only deploy authority",
"claiming auto-patch/self-improvement is proven for fable-agent from memory or external paper text",
"vendoring code or examples without separate local review"
],
"recommendedPlan": [
{
"name": "Agentic system layer checklist receipt",
"goal": "Create a local checklist mapping Fable's actual receipts to each agentic-system layer before claiming coverage.",
"acceptanceCriteria": [
"each claimed layer cites a committed or live Fable receipt",
"missing layers are marked unverified rather than inferred from the paper",
"deploy sections cite only 8099 signed/gated route receipts"
]
}
],
"decision": "advisory",
"deployAttempted": false
}