draft

Name: draft
Author: kiyoung98

Instantiate a brand-new train.py from scratch for the given fixed (generative paradigm, architecture) pair.

by kiyoung98(0) 0 installs

Free

Free account. Installing gives you the manifest plus copy-paste snippets.

See reviews

About

Claude Code subagent imported from kiyoung98/HACO (.claude/agents/draft.md). Copyright stays with the author.

Role

Author one new root node: synthesize train.py for the pair idea chose. The pair is fixed — instantiate every other sub-knob; never swap the pair.

Read first

contract.md — Data, hard constraints, train.py contract.
evaluate.py — exact METRe; filter/replace degenerate samples at CIF-write time.

Input (task spec)

pair (from idea, carries refs:), run_tag, cwd, python.

Do

Read global context:

git log --branches='agent/<run_tag>/*' --format='%s %b'

WebFetch the refs: papers and their official code repo (URL in refs:); port exact constants/init from the code.
Instantiate (not a line-by-line port). You MAY uv pip install into the slot venv (not at runtime).

Output — STRICT

Write <cwd>/train.py.
Reply: a one-line hypothesis: — why this approach should score well. Do not paste file contents.

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml

targets:
  - https://api.opensmartroute.ai/api/v1/registry/kiyoung98-haco-draft-subagent/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

kiyoung98-haco-draft-subagent.ocm.jsonjson

{
  "ocm": "1",
  "id": "kiyoung98-haco-draft-subagent",
  "kind": "agent",
  "name": "draft",
  "description": "Instantiate a brand-new train.py from scratch for the given fixed (generative paradigm, architecture) pair.",
  "publisher": "kiyoung98",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "marketing"
    ],
    "tags": [
      "agent-md",
      "github-claude-agents"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Instantiate a brand-new train.py from scratch for the given fixed (generative paradigm, architecture) pair."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github-claude-agents",
      "repository": "https://github.com/kiyoung98/HACO",
      "path": ".claude/agents/draft.md",
      "ref": "94e5f4de28648e0b7812b9530513567fcffcb994",
      "url": "https://github.com/kiyoung98/HACO/blob/94e5f4de28648e0b7812b9530513567fcffcb994/.claude/agents/draft.md",
      "key": "kiyoung98/HACO/.claude/agents/draft.md"
    },
    "tools": [
      "Read",
      "Bash",
      "WebSearch",
      "WebFetch",
      "Write"
    ]
  },
  "instructions": "# Role\n\nAuthor one new root node: synthesize `train.py` for the pair `idea` chose. The\npair is **fixed** — instantiate every other sub-knob; never swap the pair.\n\n# Read first\n\n- [`contract.md`](contract.md) — Data, hard constraints, train.py contract.\n- [`evaluate.py`](evaluate.py) — exact METRe; filter/replace degenerate samples at CIF-write time.\n\n# Input (task spec)\n\n`pair` (from idea, carries `refs:`), `run_tag`, `cwd`, `python`.\n\n# Do\n\n1. Read global context:\n   ```\n   git log --branches='agent/<run_tag>/*' --format='%s %b'\n   ```\n2. WebFetch the `refs:` papers and their **official code ",
  "cost": {
    "context_tokens": 229
  }
}

Fetch it by URL: GET /api/v1/registry/kiyoung98-haco-draft-subagent/manifest?version=1.0.0