iterate（iterate 搜索）

Iterate - Autonomous Improvement Loop

Inspired by Karpathy's autoresearch: constrain scope, clarify success with one mechanical metric, loop autonomously. The agent modifies code, measures the result, keeps improvements, discards regressions, and repeats - indefinitely or for N iterations.

The power is in the constraint. One metric. One scope. One loop. Git as memory.

Preflight

Before the loop starts, do the work that makes the loop effective. Don't skip steps - this discipline is what separates a productive overnight run from a flailing one.

1. Collect Config

Five inputs. If provided inline, extract and proceed. If any are missing, ask once using AskUserQuestion with all missing fields batched together.

Bounded mode: If the user includes Iterations: N, run exactly N iterations then stop with a summary. Otherwise, loop forever until interrupted.

2. Plan

Read all in-scope files. Understand the codebase before touching anything.

• What's the current state? What's already been tried?
• What are the likely improvement vectors? Rank them.
• What are the risks? What could break?
• Form a rough strategy for the first 5-10 iterations.

3. Permissions

Check that allowed-tools cover what the loop needs. The verify and guard commands must run without permission prompts - a blocked tool at 3am kills the whole run.

• Dry-run the verify command. If it gets blocked, note which Bash(command:*) pattern is needed.
• Dry-run the guard command (if set). Same check.
• If permissions are missing, suggest specific wildcard additions for .claude/settings.local.json and ask the user to approve before starting. Reference /setperms for a full setup.

4. Tasks

Create a TaskList to track progress across iterations. This provides structure the user can check without reading the full results log.

TaskCreate: "Establish baseline" (status: in_progress)
TaskCreate: "Iteration loop - [goal]" (status: pending)
TaskCreate: "Final summary and cleanup" (status: pending)

Update task status as the loop progresses. Mark the iteration task as in_progress when the loop starts, completed when it ends.

5. Tests and Verification

Before the first iteration, make sure verification actually works:

• Run the verify command on the current state. If it fails or produces no parseable number, fix this first.
• Run the guard command (if set). If it fails on the current state, the codebase has pre-existing issues - flag to the user.
• If tests don't exist yet for the scope, consider writing them as iteration 0. Good tests make the loop more effective.

6. Baseline

Record the starting point:

1. Run verify command, extract the metric - this is iteration 0
2. Create results.tsv with the header and baseline row
3. Update the baseline task to completed
4. Confirm setup to the user, then begin the loop

Goal:      Increase test coverage to 90%
Scope:     src/**/*.ts
Verify:    npm test -- --coverage | grep "All files"
Direction: higher
Guard:     npm run typecheck
Baseline:  72.3%
Mode:      unbounded
Tasks:     3 created
Permissions: verified (all commands pre-approved)

Starting iteration loop.

The Loop

LOOP (forever, or N times):

  1. REVIEW    git log --oneline -10 + read results.tsv tail
              Know what worked, what failed, what's untried.

  2. IDEATE    Pick ONE change. Write a one-sentence description
              BEFORE touching any code. Consult git history -
              don't repeat discarded approaches.

  3. MODIFY    Make ONE atomic change to in-scope files only.
              Small, focused, explainable.

  4. COMMIT    git add <specific files> (never git add -A)
              git commit -m "experiment: <description>"
              Commit BEFORE verification. Enables clean rollback.

  5. VERIFY    Run the verify command. Extract the metric.
              If guard is set and metric improved, run guard too.

  6. DECIDE
              Improved + guard passes (or no guard) -> KEEP
              Improved + guard fails -> REVERT (git revert HEAD --no-edit)
              Same or worse                -> REVERT
              Crashed -> attempt fix (max 3 tries), else REVERT

  7. LOG       Append row to results.tsv

  8. REPEAT    Go to 1. Print a one-line status every 5 iterations.
              NEVER ask "should I continue?" - just keep going.
              If bounded and iteration N reached, print summary and stop.

Rollback

Always use git revert HEAD --no-edit (preserves the experiment in history - the agent can learn from it). If revert conflicts, fall back to git reset --hard HEAD~1.

When Stuck (5+ consecutive discards)

1. Re-read ALL in-scope files from scratch
2. Re-read the original goal
3. Review entire results.tsv for patterns
4. Try combining two previously successful changes
5. Try the opposite of what hasn't been working
6. Try something radical - architectural changes, different algorithms

Rules

1. One change per iteration. Atomic. If it breaks, you know exactly why.
2. Mechanical verification only. No "looks good." The number decides.
3. Git is memory. Commit before verify. Revert on failure. Read git log before ideating. Failed experiments stay visible in history via revert commits.
4. Simpler wins. Equal metric + less code = keep. Tiny improvement + ugly complexity = discard. Removing code for equal results is a win.
5. Never stop. Unbounded loops run until interrupted. Never ask permission to continue. The user may be asleep.
6. Read before write. Understand full context before each modification.
7. Scope is sacred. Only modify files matching the scope globs. Never touch verify/guard targets, test fixtures, or config outside scope.

Results Log

Tab-separated file: results.tsv

iteration	commit	metric	status	description
0	a1b2c3d	72.3	baseline	initial state
1	b2c3d4e	74.1	keep	add edge case tests for auth module
2	-	73.8	discard	refactor test helpers (broke coverage)
3	c3d4e5f	75.0	keep	add missing null checks in user service
4	-	0.0	crash	switched to vitest (import errors)

Status values: baseline, keep, discard, crash

Progress Output

Every 5 iterations, print a brief status:

Iteration 15: metric 81.2 (baseline 72.3, +8.9) | 6 keeps, 8 discards, 1 crash

When a bounded loop completes:

=== Iterate Complete (25/25) ===
Baseline: 72.3 -> Final: 88.7 (+16.4)
Keeps: 12 | Discards: 11 | Crashes: 2
Best iteration: #18 - add integration tests for payment flow (+3.2)

Adapting to Any Domain

The pattern is universal. Change the five inputs, not the loop.

Guard: Preventing Regressions

The guard is an optional safety net - a command that must always pass regardless of what the main metric does.

• Verify answers: "Did the metric improve?"
• Guard answers: "Did anything else break?"

If the metric improves but the guard fails, the change is reverted. The agent should note WHY the guard failed and adapt future attempts accordingly.

Common guards: npm test, tsc --noEmit, cargo check, pytest, go vet

Usage Examples

Inline config (all fields provided)

/iterate
Goal: Increase test coverage from 72% to 90%
Scope: src/**/*.ts, src/**/*.test.ts
Verify: npm test -- --coverage | grep "All files" | awk '{print $10}'
Direction: higher
Guard: tsc --noEmit
Iterations: 30

Minimal (triggers interactive setup)

/iterate
Goal: Make the API faster

Agent scans codebase for tooling, suggests scope/verify/direction, asks once, then goes.

Unbounded overnight run

/iterate
Goal: Reduce bundle size below 150KB
Scope: src/**/*.ts, webpack.config.js
Verify: npm run build 2>&1 | grep "main.js" | awk '{print $2}'
Direction: lower

Agent runs indefinitely. User interrupts in the morning. Results are in results.tsv and git history.