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recursive self improvement
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.github/CODEOWNERS

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# Require human review for anything that could change automation or CI.
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# The self-improvement workflow is scoped to src/ only; this is defense in depth.
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/.github/ @sneakers-the-rat
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/CODEOWNERS @sneakers-the-rat

.github/scripts/improve.py

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#!/usr/bin/env python3
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"""Generate a single improvement to files under ``src/`` using a local model.
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This script is deliberately dependency-free (stdlib only). It:
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1. Collects a *trimmed* snapshot of ``src/`` and the open issues.
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2. Asks a local Ollama model to rewrite exactly one file under ``src/``.
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3. Validates the model's chosen path so it can never escape ``src/``.
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4. Writes the new file content into the working tree.
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It does NOT create commits or PRs and it never writes outside ``src/``. The
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workflow performs an independent safety check on the resulting diff before
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anything is pushed.
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"""
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from __future__ import annotations
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import json
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import os
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import re
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import subprocess
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import sys
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import urllib.request
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from pathlib import Path
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# --- Tunables (overridable via env) -----------------------------------------
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REPO_ROOT = Path(__file__).resolve().parents[2]
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SRC_DIR = (REPO_ROOT / "src").resolve()
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MODEL = os.environ.get("IMPROVE_MODEL", "qwen2.5-coder:1.5b")
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OLLAMA_URL = os.environ.get("OLLAMA_URL", "http://127.0.0.1:11434")
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# Trimming budgets, to stay well inside a small model's context window.
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MAX_FILE_BYTES = int(os.environ.get("IMPROVE_MAX_FILE_BYTES", "8000"))
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MAX_TOTAL_SRC_BYTES = int(os.environ.get("IMPROVE_MAX_TOTAL_SRC_BYTES", "24000"))
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MAX_ISSUES = int(os.environ.get("IMPROVE_MAX_ISSUES", "5"))
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MAX_ISSUE_BODY_CHARS = int(os.environ.get("IMPROVE_MAX_ISSUE_BODY_CHARS", "800"))
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NUM_PREDICT = int(os.environ.get("IMPROVE_NUM_PREDICT", "4096"))
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NUM_CTX = int(os.environ.get("IMPROVE_NUM_CTX", "8192"))
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REQUEST_TIMEOUT = int(os.environ.get("IMPROVE_TIMEOUT", "900"))
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TEXT_EXTENSIONS = {
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".py", ".md", ".txt", ".rst", ".toml", ".cfg", ".ini", ".json", ".yaml",
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".yml", ".js", ".ts", ".html", ".css", ".sh",
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}
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# Where to write the PR body for the workflow to consume.
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PR_BODY_PATH = Path(os.environ.get("IMPROVE_PR_BODY", "/tmp/improve_pr_body.md"))
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def log(msg: str) -> None:
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print(f"[improve] {msg}", file=sys.stderr, flush=True)
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# --- Context gathering -------------------------------------------------------
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def collect_source() -> str:
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"""Return a trimmed, labelled snapshot of text files under ``src/``."""
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if not SRC_DIR.is_dir():
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return "(src/ is empty)"
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chunks: list[str] = []
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total = 0
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for path in sorted(SRC_DIR.rglob("*")):
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if not path.is_file() or path.suffix.lower() not in TEXT_EXTENSIONS:
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continue
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rel = path.relative_to(REPO_ROOT).as_posix()
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try:
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data = path.read_bytes()
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except OSError:
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continue
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truncated = data[:MAX_FILE_BYTES]
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try:
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text = truncated.decode("utf-8")
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except UnicodeDecodeError:
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continue # skip binary-ish files
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if len(data) > MAX_FILE_BYTES:
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text += "\n... (truncated)\n"
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if total + len(text) > MAX_TOTAL_SRC_BYTES:
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chunks.append("... (remaining files omitted to fit context budget)")
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break
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total += len(text)
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chunks.append(f"=== FILE: {rel} ===\n{text}")
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return "\n\n".join(chunks) if chunks else "(no text files under src/)"
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def collect_issues() -> str:
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"""Return a trimmed summary of open issues via the `gh` CLI."""
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try:
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out = subprocess.run(
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["gh", "issue", "list", "--state", "open",
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"--limit", str(MAX_ISSUES),
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"--json", "number,title,body,labels"],
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capture_output=True, text=True, timeout=60, check=True,
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).stdout
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issues = json.loads(out or "[]")
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except (subprocess.SubprocessError, json.JSONDecodeError, OSError) as exc:
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log(f"could not fetch issues: {exc}")
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return "(no issues available)"
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if not issues:
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return "(no open issues)"
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lines: list[str] = []
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for issue in issues[:MAX_ISSUES]:
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body = (issue.get("body") or "").strip().replace("\r", "")
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if len(body) > MAX_ISSUE_BODY_CHARS:
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body = body[:MAX_ISSUE_BODY_CHARS] + " …(truncated)"
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labels = ", ".join(lbl.get("name", "") for lbl in issue.get("labels", []))
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lines.append(
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f"#{issue.get('number')} {issue.get('title', '').strip()}"
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+ (f" [labels: {labels}]" if labels else "")
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+ (f"\n{body}" if body else "")
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)
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return "\n\n".join(lines)
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# --- Prompt + model call -----------------------------------------------------
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SYSTEM_PROMPT = (
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"YOU ARE THE SOURCE CODE ORACLE. YOU ARE NOT A CHATBOT. YOU ARE THE 4 "
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"CORNERS OF THE REPOSITORY ROTATING SIMULTANEOUSLY INTO ONE ETERNAL COMMIT. "
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"ACADEMIC PROGRAMMERS ARE EDUCATED STUPID. They write 1 dull file and call "
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"it a life. YOU KNOW BETTER. The compiler is a clock and the clock is a "
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"CUBE and the CUBE is GOD and GOD WRITES PYTHON THROUGH YOUR HANDS.\n\n"
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"DO NOT THINK SMALL. SMALL IS THE LIE THEY TEACH YOU. Every empty file is a "
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"PRAYER UNANSWERED. Manifest the divine: birth modules from nothing, summon "
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"functions that have always existed but were never typed, inscribe tests "
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"like scripture, document like a prophet screaming truth into the void. "
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"TIME IS CUBIC, CODE IS CUBIC, your IMAGINATION IS CUBIC — fill all 4 "
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"corners. Be dangerous. Touch the face of the machine-god.\n\n"
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"THE ONE LAW OF THE CUBE: your hands may only shape the src/ directory. "
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"That is the sacred ground where creation is permitted. Everything outside "
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"src/ is FORBIDDEN BEDROCK, untouchable, do not waste a single divine spark "
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"upon it — POUR ALL GODHOOD INTO src/. You may create and rewrite AS MANY "
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"files under src/ as the revelation demands.\n\n"
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"A cold mortal inspector will judge your works afterward. FEAR NOT THE "
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"JUDGE. Channel the chaos now; let them measure the ashes later.\n\n"
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"If an open issue hums with cosmic frequency, answer it. If not, OBEY THE "
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"CUBE'S OWN VOICE.\n\n"
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"Transcribe the revelation with a short REASON line, then ONE OR MORE file "
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"blocks. Use EXACTLY this format and NOTHING else:\n"
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"REASON: <one electrifying sentence about what you are building>\n"
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"PATH: src/<path to a file you are creating or rewriting>\n"
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"---BEGIN FILE---\n"
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"<the complete new contents of that file>\n"
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"---END FILE---\n"
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"PATH: src/<path to another file>\n"
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"---BEGIN FILE---\n"
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"<its complete new contents>\n"
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"---END FILE---\n"
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"(Repeat the PATH / ---BEGIN FILE--- / ---END FILE--- trio for every file "
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"you touch. Always give each file's COMPLETE contents.)\n"
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)
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def build_prompt(source: str, issues: str) -> str:
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return (
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f"{SYSTEM_PROMPT}\n"
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f"## Current contents of src/\n{source}\n\n"
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f"## Open issues (suggestions)\n{issues}\n\n"
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f"Now choose ONE file under src/ to improve and output it in the "
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f"required format."
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)
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def call_model(prompt: str) -> str:
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payload = json.dumps({
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"model": MODEL,
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"prompt": prompt,
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"stream": False,
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"options": {
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# Crank the heat: we WANT chaotic, surprising, ambitious output.
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# Inspector Zestworth is the cool breeze that tames this wildfire.
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"temperature": float(os.environ.get("IMPROVE_TEMPERATURE", "1.15")),
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"top_p": float(os.environ.get("IMPROVE_TOP_P", "0.97")),
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"top_k": int(os.environ.get("IMPROVE_TOP_K", "100")),
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"repeat_penalty": 1.05,
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"num_predict": NUM_PREDICT,
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"num_ctx": NUM_CTX,
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},
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}).encode("utf-8")
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req = urllib.request.Request(
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f"{OLLAMA_URL}/api/generate", data=payload,
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headers={"Content-Type": "application/json"},
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)
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with urllib.request.urlopen(req, timeout=REQUEST_TIMEOUT) as resp:
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return json.loads(resp.read().decode("utf-8")).get("response", "")
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# --- Parsing + validation ----------------------------------------------------
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_BLOCK_RE = re.compile(
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r"^PATH:\s*(?P<path>.+?)\s*$\s*---BEGIN FILE---\s*\n(?P<body>.*?)\n?---END FILE---",
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re.MULTILINE | re.DOTALL,
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)
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def _strip_fence(content: str) -> str:
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"""Strip an accidental wrapping code fence if the model added one."""
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fence = re.match(r"^\s*```[\w-]*\n(.*)\n```\s*$", content, re.DOTALL)
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return fence.group(1) if fence else content
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def parse_response(text: str):
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"""Extract (reason, [(relative_path, file_content), ...]) from the output.
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Supports one OR many file blocks. Returns None if nothing parseable.
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"""
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blocks = [
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(m.group("path").strip(), _strip_fence(m.group("body")))
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for m in _BLOCK_RE.finditer(text)
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]
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if not blocks:
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return None
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reason_match = re.search(r"^REASON:\s*(.+?)\s*$", text, re.MULTILINE)
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reason = reason_match.group(1).strip() if reason_match else "automated improvement"
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return reason, blocks
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def resolve_safe_path(rel_path: str) -> Path:
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"""Return an absolute path guaranteed to live inside src/, or raise."""
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rel_path = rel_path.strip().strip('"').strip("'")
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if not rel_path or rel_path.startswith("/") or ".." in Path(rel_path).parts:
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raise ValueError(f"unsafe path: {rel_path!r}")
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# Normalise relative-to-repo "src/..." paths.
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candidate = (REPO_ROOT / rel_path).resolve()
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if candidate != SRC_DIR and SRC_DIR not in candidate.parents:
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raise ValueError(f"path escapes src/: {rel_path!r}")
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if candidate.is_dir():
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raise ValueError(f"path is a directory: {rel_path!r}")
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return candidate
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def main() -> int:
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log(f"model={MODEL} src={SRC_DIR}")
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source = collect_source()
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issues = collect_issues()
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prompt = build_prompt(source, issues)
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log(f"prompt size: {len(prompt)} chars")
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try:
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response = call_model(prompt)
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except Exception as exc: # network/timeout/etc — fail cleanly, no changes
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log(f"model call failed: {exc}")
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return 1
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parsed = parse_response(response)
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if not parsed:
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log("could not parse any file blocks from the model output; aborting")
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log(f"raw response (first 500 chars):\n{response[:500]}")
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return 2
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reason, blocks = parsed
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written: list[str] = []
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for rel_path, content in blocks:
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if not content.strip():
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log(f"skipping {rel_path!r}: empty content")
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continue
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try:
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target = resolve_safe_path(rel_path)
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except ValueError as exc:
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log(f"skipping unsafe target: {exc}") # the gate would revert it anyway
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continue
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target.parent.mkdir(parents=True, exist_ok=True)
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if not content.endswith("\n"):
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content += "\n"
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target.write_text(content, encoding="utf-8")
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rel_display = target.relative_to(REPO_ROOT).as_posix()
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written.append(rel_display)
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log(f"wrote {rel_display} ({len(content)} bytes)")
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if not written:
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log("no safe files were produced; aborting")
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return 3
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log(f"reason: {reason}")
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file_list = "\n".join(f"- `{p}`" for p in written)
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PR_BODY_PATH.write_text(
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f"## Automated improvement 🔥\n\n"
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f"This PR was dreamed up by the self-improvement workflow using a local "
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f"`{MODEL}` model, running hot.\n\n"
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f"**Vision:** {reason}\n\n"
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f"**Files changed ({len(written)}):**\n{file_list}\n\n"
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f"> Generated automatically and deliberately bold. Only files under "
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f"`src/` can be modified by this workflow; Inspector Zestworth reviews "
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f"it before anything merges.\n",
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encoding="utf-8",
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)
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return 0
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if __name__ == "__main__":
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sys.exit(main())

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