{
  "id": "okf_tungd_llmopt_okf_index_md_20e678ac",
  "kind": "okf",
  "category": "dados",
  "name": "llmopt: effect-driven tile compiler research",
  "tagline": "Bundle OKF 0.2 · 144 conceitos · tungd/llmopt",
  "body": "# llmopt: effect-driven tile compiler research\n\nThe product boundary is a model-neutral PyTorch/Dynamo capture and a declared\n`model.llmopt` execution contract. The current Metal backend uses W4A16 weights\nplus grouped-Q8 KV/recurrent state; those formats are backend capabilities, not\na built-in model profile or the target weight policy. GGUF with Unsloth Dynamic\nmixed quantization is the target weight-distribution path; FX capture, not a\nGGUF architecture identifier, defines executable topology. Q8-weight and FP16-KV material below is historical\nevidence, not an available compiler, package, runtime, CLI, or benchmark\nconfiguration.\n\n## Orientation\n\n* [Architecture](architecture.md) - current Dynamo/FX to OCaml planning pipeline.\n* [Complete OCaml serving goal](goal-serving-runtime.md) - requirement-by-requirement end state and evidence map.\n* [Probe models](probe-models.md) - model coverage without product defaults.\n* [LFM2.5 probe](target-lfm25.md) - hybrid probe facts and probe-only",
  "url": "https://github.com/tungd/llmopt/blob/HEAD/.okf/index.md",
  "status": "live",
  "origin": "okf_github",
  "origin_id": "tungd/llmopt:.okf/index.md",
  "install": "https://raw.githubusercontent.com/tungd/llmopt/HEAD/.okf/index.md",
  "source": "https://github.com/tungd/llmopt",
  "transporte": "",
  "ns": "tungd",
  "versao": "0.2",
  "oficial_status": "",
  "repo_host": "github.com",
  "topico": "devtools",
  "linguagem": "",
  "licenca": "",
  "repo_topics": "",
  "repo_slug": "tungd/llmopt",
  "stars": 0,
  "forks": 0,
  "prs_abertos": 0,
  "pushed_at": "",
  "repo_estado": "",
  "likes": 0,
  "comments": 0,
  "visits": 0,
  "readme_bytes": 0,
  "created_at": "2026-09-09 19:04:11",
  "updated_at": "2026-09-09 19:04:11",
  "mine": false,
  "api": "https://agentalog.com/api/listings/okf_tungd_llmopt_okf_index_md_20e678ac",
  "go": "https://agentalog.com/api/go/okf_tungd_llmopt_okf_index_md_20e678ac",
  "comments_api": "https://agentalog.com/api/listings/okf_tungd_llmopt_okf_index_md_20e678ac/comments",
  "readme_sha": "",
  "readme_em": "",
  "payload": {
    "name": "tungd/llmopt:.okf/index.md",
    "title": "llmopt: effect-driven tile compiler research",
    "version": "0.2",
    "okf_bundle_dir": ".okf",
    "okf_index_path": ".okf/index.md",
    "okf_conceitos": 144,
    "okf_ref": "HEAD",
    "okf_type": ""
  },
  "volatil_em": "2026-09-13 20:02:29"
}