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Description
Target workflow
Daily Go Test Parallelizer (.github/workflows/daily-go-test-parallelizer.md). Selected as the highest-AIC workflow not optimized in the last 14 days. Avenger is excluded because it was optimized on 2026-10-15. The next entry, Matt Pocock Skills Reviewer, was optimized 2026-10-14, which is also inside the 14-day window.
Analysis period
7-day window ending 2026-10-23. Only 2 runs are in all-runs.json, so this audit is below the 5-run minimum. The workflow-run list shows 7 of the last 8 runs succeeded and 1 failed after about 46s. Run-level data comes from the 2 audited runs.
Cost profile
| Metric | Value |
|---|---|
| Runs audited | 2 (both success) |
| Total AIC | 107.6 |
| Avg AIC/run | 53.8 (38.5 and 69.1) |
| Raw tokens | 2.59M (avg 1.30M/run) |
| Model invocations/run | 23 and 37 |
| Rebuild factor | 16.7× and 20.4× |
| Peak input per call | 61.7k and 75.5k tokens |
| Cumulative input | 1.03M and 1.54M tokens |
| Excess rebuild tokens | 0.97M and 1.47M (about 94–95% of input) |
| Action minutes | about 14 per run |
Ranked recommendations
1. Reduce context rebuild by batching reads (~15–20 AIC/run)
About 95% of input tokens are re-sent context across 23–37 invocations. The AIC range tracks the invocation count (23 vs 37).
- Action: Add an explicit step: read all selected files in one parallel block, or with a single
bashcall such asgrep -nE 'func Test|t\.(Setenv|Chdir|Parallel)|os\.(Setenv|Chdir)|\bvar\b' <files>. Use that pre-filter to classify files, and only open the full file for candidates. - Action: Say "do not re-read edited files; verify through
git diff" to prevent repeat reads.
2. Lower the batch size or cadence (~8–12 AIC/run, or more per day)
The schedule is every 2h (about 12 runs/day) but the title, description and prompt say "daily". At 25 files per run, a single pass over the repo needs many runs, and each run costs about 54 AIC.
- Action: Either change the schedule to daily, or keep the cadence and add early exit. Once a full wrap-around yields no safe candidates, store
{"last_file":..., "no_change_streak":N}andnoopimmediately when the streak is long. - Action: Skip the run when the cache shows all files have been analyzed and no
*_test.gohas changed since the last pass.
3. Run go test ./... once, scoped (~3–6 AIC/run)
The prompt requires go test -race per package and then go test ./..., which overlaps. A repo-wide test run adds tool-output tokens and wall-clock time.
- Action: Run
go test -raceon modified packages only. Rungo test ./...only if more than one package changed. Pipe output throughtail -n 40.
4. Fix prompt ambiguity that invites extra iteration (~1–2 AIC/run)
- The "Batched analysis agent" section references a sub-agent but defines none. Replace it with a direct instruction: "Analyze the batch yourself and keep a compact JSON note".
- Move the exclusion list above "Analyze safety" so the rules are read before analysis.
Structural optimizations
None recommended. The prompt has no repeated setup prefix, and an inline sub-agent would not pay off for a single-batch analysis that depends on main-agent edits.
Caveats
- Only 2 runs are in the window, so the savings estimates are approximate. They assume invocation counts fall toward the lower run (about 23 calls).
- Recommendation 2 depends on a maintainer decision about intended cadence.
- The
failurerun 39939907542 (46s) was not analyzed.
References: §39971096234, §39955435424, §39939907542
Generated by Agentic Workflow AIC Usage Optimizer · copilot · auto · ~20 AIC · ⊞ 11K · ◷
- expires on Oct 30, 2026, 6:59 AM UTC-08:00
Activity
github-actions commentedon Oct 26, 2026
This issue is being closed as outdated. A newer issue has been created: #72130
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