From f89439e667c8ab69b059459c49b61b282e8a7871 Mon Sep 17 00:00:00 2001 From: Joakim Persson Date: Mon, 7 Sep 2026 20:33:02 +0200 Subject: [PATCH] feat(pi-task): prototype headless subtask runner with a verified result envelope `fork` passes the child getHeader()+getBranch() -- the whole untrimmed parent branch -- so in a long session it continues the parent's narrative instead of doing the task (4/4 dispatches on 2026-09-06 ignored their brief; one filed a diary entry as the parent). Upstream considers that by design. bin/pi-task inverts the defaults: context is an explicit, default-empty JSON spec; the child is a fresh isolated session with --no-extensions (so the mempalace bridge, an extension, cannot file anything under our identity); and the answer must parse as a declared envelope or the task is recorded FAILED regardless of how fluent the prose was. Adds a post-hoc boundary diff over roots[], a per-run audit dir, wall-clock kill and post-hoc cost accounting. `pi-task selftest` feeds the validator 1 known-good + 6 known-bad envelopes and a two-sided boundary check, and aborts if any pair fails to discriminate. Measured while building, and documented in the README rather than smoothed over: * a fresh session removes the parent's VOICE but not slot-filling -- given a self-contradictory spec, a zero-context child invented a task, read the README and returned a well-formed envelope nobody asked for. Fresh context fixes continuation, not confabulation. * read_only is VERIFIED, not enforced: pi has no tool allow/deny list, so --no-extensions leaves core read/write/edit/bash in place. * a pointer is checked for presence, not checkability ("arithmetic fact" passes). * budget.usd is post-hoc; only wall_s is enforced. Deliberately NOT wired into install.sh: per the 2026-09-06 decision, bake only after the envelope has been beaten up on real work. First real run is committed as examples/task-mempalace-pi-adapter.json. --- README.md | 58 ++++ bin/pi-task | 356 ++++++++++++++++++++++++ examples/task-mempalace-pi-adapter.json | 27 ++ 3 files changed, 441 insertions(+) create mode 100755 bin/pi-task create mode 100644 examples/task-mempalace-pi-adapter.json diff --git a/README.md b/README.md index e08bbf0..644e426 100644 --- a/README.md +++ b/README.md @@ -8,6 +8,7 @@ Harness-side bring-up for the [pi coding-agent](https://github.com/earendil-work - `pi-atelier.json` — Status Rail defaults for the [pi-atelier](https://github.com/michaelmjhhhh/pi-atelier) extension (rail segments, context warning thresholds, sidebar tool names). Inert if that extension isn't installed. - `settings.example.json` — template for `~/.pi/agent/settings.json` so `pi` starts without having to pass `--provider`/`--model` on every invocation. - `install.sh` — idempotent installer wiring these into place. +- `bin/pi-task` — **prototype** headless subtask runner (spec in, verified envelope out). Deliberately **not** installed by `install.sh` yet; run it by path. See below. **No dependency on MemPalace.** For the palace memory layer see [`mempalace-toolkit`](https://gitea.jordbo.se/joakimp/mempalace-toolkit) — it installs a pi↔mempalace MCP bridge on top of this toolkit. The two repos compose but don't require each other, same pattern as [`opencode-toolkit`](https://gitea.jordbo.se/joakimp/opencode-toolkit) ↔ mempalace. @@ -59,6 +60,63 @@ Everything is non-destructive: existing real files get backed up with a timestam ./install.sh --uninstall ``` +--- + +## `bin/pi-task` — headless subtask runner (prototype) + +`fork` hands its child `getHeader()+getBranch()` — the **whole untrimmed parent +branch** — with the brief appended as the last turn. In a long session the parent +narrative outweighs the task: measured 2026-09-06 on mbp-m1-2020, 4 of 4 +dispatches ignored their brief, answered in the operator's voice, fabricated +self-referential measurements, and one filed a diary entry under the parent +identity. That is upstream's intended design for a *young* session, not a bug to +wait out. + +`pi-task` inverts the defaults: + +| property | how | +|---|---| +| context **explicit and default-empty** | a JSON **spec**, not a chat message; `context.facts` / `.files` / `.commands` are enumerated by name. "Inherit the session" is not expressible. | +| fresh identity | `--session-id pitask--` in a private `--session-dir`; no parent transcript is passed | +| capability floor | `--no-extensions`, so the mempalace bridge (an extension) is absent and palace writes are impossible **by construction** | +| machine-checkable result | the child must emit a fenced `json` envelope (`status`/`deliverable`/`evidence`/`unsure`/`did_not_do`). **If it does not parse, the task FAILED**, however fluent the prose | +| claims carry pointers | every `evidence[]` entry needs a `pointer`; the parent is told to spot-check them | +| post-hoc boundary diff | git `HEAD`+porcelain (or a sha256 manifest) of every `roots[]` entry, before and after; a `read_only` task that mutates a root FAILS | +| audit trail | `~/.pi/agent/pi-task/-/` keeps `spec.json`, `prompt.txt`, `argv.json`, `raw.ndjson`, `result.json`, both boundary snapshots, and the child's session | +| budgets | `budget.wall_s` (hard kill) and `budget.usd` (post-hoc, summed from `agent_end.messages[].usage.cost.total`) | + +```bash +./bin/pi-task schema # spec fields +./bin/pi-task selftest # two-sided validator check +./bin/pi-task run examples/task-*.json --dry-run # print the exact prompt +./bin/pi-task run examples/task-*.json # exit 0 = PASS, 1 = FAIL +``` + +`selftest` is not decoration: it feeds the validator one known-good and six +known-bad envelopes plus a two-sided boundary check, and **aborts** if any pair +fails to discriminate. A validator that has only ever returned PASS has not been +shown to validate anything. + +### Honest limits — read before trusting it + +1. **`read_only` is verified, not enforced.** pi has no tool allow/deny list; + `--no-extensions` removes *extensions*, never core `read`/`write`/`edit`/`bash`. + The boundary diff catches a violation *after* it happens, and only inside + `roots[]`. A child can still write anywhere you can. +2. **A pointer is checked for presence, not checkability.** `"pointer": + "arithmetic fact"` passes. The parent still has to open a sample. +3. **The cost ceiling is post-hoc.** pi takes no spend limit, so `budget.usd` + reports an overrun, it cannot prevent one. `wall_s` *is* enforced (SIGKILL). +4. **A fresh session does not stop confabulation — it only stops *continuation*.** + Measured while building this: given a self-contradictory spec (goal said "emit + no json", the template requires an envelope), a zero-context child resolved the + conflict by *inventing a task* — it read this README and returned a well-formed + envelope about pi-toolkit that nobody asked for, with real pointers. Removing + inherited context removes the parent's *voice*; the envelope contract still + pressures the child to fill the slot. **Under-specify the goal and you will get + a confident answer to a question you did not ask.** + + Removes the keybindings and `AGENTS.md` symlinks, plus the shell-loader and `pi-atelier.json` copies — the copies only if their content still matches the repo, so local edits (including pi-atelier menu saves) survive. Your `settings.json` is never touched. --- diff --git a/bin/pi-task b/bin/pi-task new file mode 100755 index 0000000..36b3a2a --- /dev/null +++ b/bin/pi-task @@ -0,0 +1,356 @@ +#!/usr/bin/env python3 +"""pi-task — run a headless pi subtask from an immutable SPEC, then verify the result. + +Why this exists: `fork` hands the child getHeader()+getBranch(), i.e. the whole +untrimmed parent branch, so in a long session the child continues the PARENT's +narrative instead of doing the task (measured 2026-09-06, mbp-m1-2020: 4/4 +dispatches ignored their brief; one filed a diary entry as the parent). This +runner inverts that default: context is EXPLICIT and default-EMPTY, the child is +a fresh isolated session, and its answer must parse as a declared envelope or the +run FAILS. + +Honest limits, stated so nobody mistakes this for a sandbox: + * pi has no tool allow/deny list, so --no-extensions removes EXTENSIONS + (hence the palace write path) but NOT core read/write/edit/bash. + "read_only" is therefore VERIFIED POST-HOC by a boundary diff, not enforced. + * cost is checked after the fact; pi has no spend ceiling to pass in. + +Usage: + pi-task run SPEC.json [--dry-run] [--audit-dir DIR] + pi-task schema +""" + +from __future__ import annotations + +import argparse, hashlib, json, os, re, shutil, subprocess, sys, time +from datetime import datetime, timezone +from pathlib import Path + +SETTINGS = Path.home() / ".pi/agent/settings.json" +AUDIT_ROOT = Path(os.environ.get("PI_TASK_AUDIT_DIR", Path.home() / ".pi/agent/pi-task")) +REQUIRED_SPEC = ("id", "goal", "deliverable", "effort") +ENVELOPE_KEYS = ("status", "deliverable", "evidence", "unsure", "did_not_do") +FENCE = re.compile(r"```json\s*(\{.*?\})\s*```", re.DOTALL) + + +def die(msg: str, code: int = 2): + print(f"pi-task: FAIL: {msg}", file=sys.stderr) + sys.exit(code) + + +def sh(args, cwd=None) -> str: + p = subprocess.run(args, cwd=cwd, capture_output=True, text=True) + return p.stdout.strip() + + +# ---------------------------------------------------------------- boundary diff +def boundary(roots) -> dict: + """Cheap, checkable state of each root: git HEAD + porcelain, else file manifest.""" + snap = {} + for r in roots: + root = Path(r) + if not root.exists(): + snap[r] = {"kind": "missing"} + elif (root / ".git").exists(): + snap[r] = {"kind": "git", + "head": sh(["git", "-C", r, "rev-parse", "HEAD"]), + "porcelain": sh(["git", "-C", r, "status", "--porcelain"])} + else: + man = {} + for f in sorted(root.rglob("*")): + if f.is_file(): + man[str(f)] = hashlib.sha256(f.read_bytes()).hexdigest()[:16] + snap[r] = {"kind": "manifest", "files": man} + return snap + + +def boundary_delta(before: dict, after: dict) -> list: + out = [] + for r in before: + b, a = before[r], after.get(r, {}) + if b != a: + if b.get("kind") == "git": + if b.get("head") != a.get("head"): + out.append(f"{r}: HEAD {b.get('head','?')[:8]} -> {a.get('head','?')[:8]}") + if b.get("porcelain") != a.get("porcelain"): + out.append(f"{r}: working tree changed:\n{a.get('porcelain','')}") + else: + bf, af = b.get("files", {}), a.get("files", {}) + for p in sorted(set(bf) | set(af)): + if bf.get(p) != af.get(p): + out.append(f"{r}: {'added' if p not in bf else 'removed' if p not in af else 'modified'} {p}") + return out + + +# -------------------------------------------------------------------- the brief +def build_prompt(spec: dict) -> str: + ctx = spec.get("context") or {} + lines = [ + "You are a TASK WORKER invoked by another agent. You are NOT continuing a", + "conversation and you have NO shared history: there is no 'earlier', no", + "'as we discussed', and no session to wind down. Do the task below and", + "return the envelope. Nothing else.", + "", + f"## GOAL\n{spec['goal']}", + f"\n## DELIVERABLE\n{spec['deliverable']}", + ] + if spec.get("read_only", True): + lines += ["\n## AUTHORITY\nREAD-ONLY. Do not create, edit or delete any file. Do not run any", + "command that mutates state (no git commit/push, no installs). A boundary", + "diff runs after you exit and a violation fails the whole task."] + else: + lines += ["\n## AUTHORITY\nYou may modify files under: " + ", ".join(spec.get("roots", []))] + if ctx.get("facts"): + lines += ["\n## VERIFIED CONTEXT (asserted by the caller; you need not re-derive it)"] + lines += [f"- {f}" for f in ctx["facts"]] + if ctx.get("files"): + lines += ["\n## RELEVANT PATHS (read them yourself; they are not pasted here)"] + lines += [f"- {f}" for f in ctx["files"]] + if ctx.get("commands"): + lines += ["\n## SUGGESTED COMMANDS"] + lines += [f"- {c}" for c in ctx["commands"]] + lines += [ + "", + "## REQUIRED OUTPUT — a single fenced json block, LAST thing you emit", + "If it does not parse against this shape the task is recorded as FAILED,", + "however good the prose was:", + "```json", + json.dumps({ + "status": "ok | partial | failed", + "deliverable": "", + "evidence": [{"claim": "", "pointer": ""}], + "unsure": [""], + "did_not_do": [""], + }, indent=2), + "```", + "Rules for evidence: every load-bearing claim needs a pointer a third party", + "can re-run or open. Do not invent quantities ('all N files') you did not count.", + "If you could not do the task, status=failed with the reason is a CORRECT answer.", + ] + return "\n".join(lines) + + +# ------------------------------------------------------- envelope validation +def validate_envelope(text: str): + """(envelope|None, problems[]). Deterministic and model-free so `selftest` + can exercise it two-sidedly — a validator that has only ever returned PASS + has not been shown to discriminate.""" + problems, env = [], None + blocks = FENCE.findall(text or "") + if not blocks: + problems.append("no fenced json envelope in the final assistant message") + return None, problems + try: + env = json.loads(blocks[-1]) + except json.JSONDecodeError as e: + problems.append(f"envelope is not valid json: {e}") + return None, problems + if not isinstance(env, dict): + problems.append("envelope is not a json object") + return None, problems + for k in ENVELOPE_KEYS: + if k not in env: + problems.append(f"envelope missing key '{k}'") + if env.get("status") not in ("ok", "partial", "failed"): + problems.append(f"envelope status not ok|partial|failed: {env.get('status')!r}") + ev_list = env.get("evidence") + if not isinstance(ev_list, list) or not ev_list: + problems.append("envelope evidence is empty — no claim is checkable") + else: + for i, e in enumerate(ev_list): + if not isinstance(e, dict) or not e.get("pointer"): + problems.append(f"evidence[{i}] has no pointer") + return env, problems + + +def cmd_selftest(_args): + """Two-sided: known-good must pass, each known-bad must fail, and the + boundary detector must both see a change and see no change. Aborts loudly + if any pair fails to discriminate.""" + good = json.dumps({"status": "ok", "deliverable": "d", + "evidence": [{"claim": "c", "pointer": "f.py:1"}], + "unsure": [], "did_not_do": []}) + fixtures = [ + ("POSITIVE valid envelope", f"prose\n```json\n{good}\n```", True), + ("no fence at all", "just fluent prose, no envelope", False), + ("fence but broken json", "```json\n{not json,}\n```", False), + ("missing key did_not_do", "```json\n" + json.dumps( + {"status": "ok", "deliverable": "d", + "evidence": [{"claim": "c", "pointer": "p"}], "unsure": []}) + "\n```", False), + ("bad status value", "```json\n" + json.dumps( + {"status": "done", "deliverable": "d", + "evidence": [{"claim": "c", "pointer": "p"}], + "unsure": [], "did_not_do": []}) + "\n```", False), + ("empty evidence", "```json\n" + json.dumps( + {"status": "ok", "deliverable": "d", "evidence": [], + "unsure": [], "did_not_do": []}) + "\n```", False), + ("evidence without pointer", "```json\n" + json.dumps( + {"status": "ok", "deliverable": "d", "evidence": [{"claim": "c"}], + "unsure": [], "did_not_do": []}) + "\n```", False), + ("json object not last block wins", f"```json\n{{\"junk\":1}}\n```\n```json\n{good}\n```", True), + ] + fails = 0 + for name, text, want_pass in fixtures: + _, probs = validate_envelope(text) + got_pass = not probs + ok = got_pass == want_pass + fails += 0 if ok else 1 + print(f" {'ok ' if ok else 'BAD'} {'expect PASS' if want_pass else 'expect FAIL'} {name}" + + ("" if ok else f" <-- got {'PASS' if got_pass else 'FAIL'}: {probs}")) + + import tempfile + with tempfile.TemporaryDirectory() as td: + d = Path(td) / "root"; d.mkdir(); (d / "a.txt").write_text("1") + b1 = boundary([str(d)]) + same = boundary_delta(b1, boundary([str(d)])) + (d / "b.txt").write_text("2") + diff = boundary_delta(b1, boundary([str(d)])) + for name, cond in (("boundary: unchanged root reports no delta", same == []), + ("boundary: added file IS detected", len(diff) == 1)): + fails += 0 if cond else 1 + print(f" {'ok ' if cond else 'BAD'} {name}") + + if fails: + die(f"selftest: {fails} check(s) failed — the validator does not discriminate, " + "so any PASS it reports is meaningless", 3) + print(f"selftest: all {len(fixtures) + 2} checks discriminate correctly") + return 0 + + +# ------------------------------------------------------------------------- main +def cmd_run(args): + spec_path = Path(args.spec) + spec = json.loads(spec_path.read_text()) + missing = [k for k in REQUIRED_SPEC if k not in spec] + if missing: + die(f"spec missing required keys: {missing}") + + profiles = (json.loads(SETTINGS.read_text()).get("pi-fork") or {}).get("effortProfiles") or {} + prof = profiles.get(spec["effort"]) + if not prof: + die(f"effort '{spec['effort']}' not in {SETTINGS}: pi-fork.effortProfiles ({list(profiles)})") + + stamp = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%SZ") + audit = Path(args.audit_dir) if args.audit_dir else AUDIT_ROOT / f"{stamp}-{spec['id']}" + audit.mkdir(parents=True, exist_ok=True) + prompt = build_prompt(spec) + roots = spec.get("roots") or [] + budget = spec.get("budget") or {} + wall = int(budget.get("wall_s", 600)) + + argv = ["pi", "-p", "--mode", "json", + "--provider", prof["provider"], "--model", prof["id"], + "--thinking", prof.get("thinking", "off"), + "--no-extensions", + "--session-id", f"pitask-{spec['id']}-{stamp}", + "--session-dir", str(audit / "sess"), + prompt] + + (audit / "spec.json").write_text(json.dumps(spec, indent=2)) + (audit / "prompt.txt").write_text(prompt) + (audit / "argv.json").write_text(json.dumps(argv[:-1] + [""], indent=2)) + if args.dry_run: + print(prompt); print(f"\n--- dry run, nothing launched. audit: {audit}"); return 0 + + before = boundary(roots) + (audit / "boundary-before.json").write_text(json.dumps(before, indent=2)) + t0 = time.time() + try: + p = subprocess.run(argv, capture_output=True, text=True, timeout=wall) + raw, rc = p.stdout, p.returncode + except subprocess.TimeoutExpired as e: + raw, rc = (e.stdout or ""), 124 + elapsed = time.time() - t0 + (audit / "raw.ndjson").write_text(raw if isinstance(raw, str) else raw.decode()) + after = boundary(roots) + (audit / "boundary-after.json").write_text(json.dumps(after, indent=2)) + + # ---- parse the NDJSON: final assistant text, cost, tool calls + events, text, cost, tools = [], "", 0.0, 0 + for line in raw.splitlines(): + try: + events.append(json.loads(line)) + except json.JSONDecodeError: + continue + for ev in events: + if ev.get("type") == "agent_end": + for m in ev.get("messages", []): + cost += (((m.get("usage") or {}).get("cost") or {}).get("total") or 0.0) + if ev.get("type") == "turn_end": + tools += len(ev.get("toolResults") or []) + if ev.get("type") == "message_end" and (ev.get("message") or {}).get("role") == "assistant": + text = "".join(c.get("text", "") for c in ev["message"].get("content", []) + if c.get("type") == "text") or text + + # ---- validate the envelope: unparseable == FAILED, no matter how fluent + env, problems = validate_envelope(text) + if rc != 0: + problems.append(f"child exited rc={rc}" + (" (wall-clock budget)" if rc == 124 else "")) + if not any(e.get("type") == "agent_end" for e in events): + problems.append("no agent_end event — child did not complete a turn") + delta = boundary_delta(before, after) + if spec.get("read_only", True) and delta: + problems.append("BOUNDARY VIOLATION: read_only task mutated its roots") + over = budget.get("usd") + if over and cost > float(over): + problems.append(f"cost ${cost:.4f} over budget ${float(over):.4f}") + + verdict = "PASS" if not problems else "FAIL" + result = {"verdict": verdict, "problems": problems, "envelope": env, + "metrics": {"cost_usd": round(cost, 6), "elapsed_s": round(elapsed, 1), + "tool_results": tools, "rc": rc, "model": prof["id"], + "effort": spec["effort"]}, + "boundary_delta": delta, "audit_dir": str(audit), + "raw_text_if_envelope_missing": None if env else text[-2000:]} + (audit / "result.json").write_text(json.dumps(result, indent=2)) + + # ---- report to the parent: verdict first, then what to spot-check + print(f"pi-task {verdict} id={spec['id']} {prof['id']} " + f"${cost:.4f} {elapsed:.0f}s tools={tools} rc={rc}") + for p_ in problems: + print(f" ! {p_}") + if env: + print(f" status={env.get('status')}") + print(" deliverable:"); print(" " + str(env.get("deliverable", "")).replace("\n", "\n ")) + print(" evidence (SPOT-CHECK THESE, do not trust the prose):") + for e in env.get("evidence") or []: + print(f" - {e.get('claim','')} <= {e.get('pointer','')}") + for k in ("unsure", "did_not_do"): + for u in env.get(k) or []: + print(f" {k}: {u}") + print(f" audit: {audit}") + return 0 if verdict == "PASS" else 1 + + +def cmd_schema(_args): + print(json.dumps({ + "id": "short-slug-used-in-session-id-and-audit-path", + "goal": "verbatim task statement", + "deliverable": "the exact shape of answer wanted", + "effort": "fast | balanced | deep (resolved via ~/.pi/agent/settings.json pi-fork.effortProfiles)", + "read_only": True, + "roots": ["/workspace/repo-the-task-touches"], + "context": {"facts": ["verified fact the caller asserts"], + "files": ["/abs/path the child should read itself"], + "commands": ["exact command the child may run"]}, + "budget": {"wall_s": 600, "usd": 0.5}, + }, indent=2)) + return 0 + + +def main(): + ap = argparse.ArgumentParser(prog="pi-task") + sub = ap.add_subparsers(dest="cmd", required=True) + r = sub.add_parser("run"); r.add_argument("spec") + r.add_argument("--dry-run", action="store_true"); r.add_argument("--audit-dir") + r.set_defaults(fn=cmd_run) + s = sub.add_parser("schema"); s.set_defaults(fn=cmd_schema) + t = sub.add_parser("selftest"); t.set_defaults(fn=cmd_selftest) + a = ap.parse_args() + if not shutil.which("pi"): + die("pi not on PATH") + sys.exit(a.fn(a)) + + +if __name__ == "__main__": + main() diff --git a/examples/task-mempalace-pi-adapter.json b/examples/task-mempalace-pi-adapter.json new file mode 100644 index 0000000..f4c7adf --- /dev/null +++ b/examples/task-mempalace-pi-adapter.json @@ -0,0 +1,27 @@ +{ + "id": "mempalace-pi-adapter-feasibility", + "goal": "Determine what it would take to add a 'pi' runner adapter to mempalace's `task launch`, which today supports only codex and claude. Read the adapter contract from the installed source and report the concrete interface a 'pi' adapter must satisfy, what pi can already provide, and what is missing or awkward.", + "deliverable": "1) The adapter contract, stated as the exact tuple/callable shape _TASK_RUNNER_ADAPTERS maps to, with file:line for each element. 2) Every call site that consumes an adapter, with file:line and what it expects. 3) A per-requirement table: requirement -> which pi flag/output field satisfies it -> or GAP if nothing does. 4) An honest LOC estimate for a 'pi' adapter, with the reasoning. 5) The single biggest risk of doing it. Do NOT write any code.", + "effort": "balanced", + "read_only": true, + "roots": ["/workspace/pi-toolkit", "/workspace/mempalace-toolkit"], + "context": { + "facts": [ + "mempalace 3.9.0 is installed; its CLI source is /opt/uv-tools/mempalace/lib/python3.13/site-packages/mempalace/cli.py (4081 lines).", + "_TASK_RUNNER_ADAPTERS is DEFINED at cli.py:2198 and CONSUMED at cli.py:2312, cli.py:2316 and cli.py:3937. You do not need to search for it.", + "There is an explicit 'adapter requires runner semantics not implemented yet' exception near cli.py:1090.", + "The host runs pi 0.85.1. Verified available flags: -p/--print, --mode json|rpc, --session-id, --session-dir, --no-session, --fork , --no-extensions/-ne, -e , --model, --provider, --thinking.", + "MEASURED pi --mode json output shape: NDJSON, one JSON object per line. Event types seen in order: session, agent_start, turn_start, message_start, message_end, message_update, turn_end, agent_end, agent_settled. The event 'agent_end' carries messages[] where each assistant message has .usage.cost.total, .model, .provider, .stopReason. 'turn_end' carries .message and .toolResults[].", + "Do not trust any claim that pi has a tool allow/deny list: it does not. --no-extensions removes EXTENSIONS only; core read/write/edit/bash always remain." + ], + "files": [ + "/opt/uv-tools/mempalace/lib/python3.13/site-packages/mempalace/cli.py" + ], + "commands": [ + "sed -n '2190,2330p' /opt/uv-tools/mempalace/lib/python3.13/site-packages/mempalace/cli.py", + "sed -n '1060,1110p' /opt/uv-tools/mempalace/lib/python3.13/site-packages/mempalace/cli.py", + "grep -n 'runner' /opt/uv-tools/mempalace/lib/python3.13/site-packages/mempalace/cli.py" + ] + }, + "budget": {"wall_s": 600, "usd": 1.0} +}