From a single session of 3 implementation rounds + finalize (verdict: COMPLETE; every round closed as ADVANCED; no thrashing; finalize applied 6 low-risk simplifications). The full sanitized report has more context; below are the substantive suggestions.
1. Reviewer-quoted plan items can outlive their usefulness
Round 1's review flagged two "gaps" against verbatim plan commitments. One was a metric that was simply unmeasurable on the system under test. The other was a malformed evidence artifact from a mid-round shortcut. Both flags were technically correct against plan text but had near-zero substantive bearing on what the round actually proved with a stronger substitute. The session would have closed in two rounds if the reviewer had been permitted to mark "plan item retired with substitute evidence of equal or greater strength" rather than re-listing it as a gap.
Suggestion: add a reviewer verdict tier for plan-item-superseded-by-substitute so that a clearly-stronger replacement (with documented justification + a lesson capturing the incompatibility) does not generate a new gap that requires a clean-up round. Still flag it for visibility, but not as a gap requiring action.
2. Pivots discovered mid-round deserve a formal "plan amendment" step
Round 1 began committed to one verification tool and ended having used a different one because the original was incompatible with the distributed nature of the system. The pivot was correct and was documented as a durable lesson. But the plan text and round success criteria were never amended to reflect the substitution — which is exactly why Round 2's contract spent effort labeling the omission and pointing back at the substitute.
Suggestion: when an in-round pivot retires a plan-stated tool or metric, the round's contract or summary should append a small "plan amendment" block (1–2 sentences + pointer to the durable lesson). Next reviewer reads the amendment alongside the plan instead of measuring execution against stale text. Turns one-shot pivot decisions into permanent plan deltas without requiring a re-plan.
3. User-introduced mid-round questions should be classified before being answered
A user follow-up question landed mid-Round-2, was answered inline, and uncovered an unexpected side effect of the control mechanism itself. The investigation was thorough and the finding is genuinely valuable. But the side effect was only partially explained, and now lives as a queued follow-up that the session closed without resolving. The current implicit "always answer inline" default creates quiet contract drift and a tendency to leave investigations at "hypothesis logged" stage.
Suggestion: introduce a lightweight "scope decision" gate for mid-round user questions. Options: (a) answer within the round and accept the contract is being extended (with explicit success criteria for the answer), (b) queue as a separate round, (c) decline as out-of-scope.
4. Evidence-file integrity deserves a per-round checklist item
Round 1's evidence artifact was the output of a manual one-off command mistaken for the committed tool's output. The committed tool was correct; the artifact was wrong. The reviewer caught it; Round 2 fixed it by re-running the committed tool. The fix was mechanical but cost a whole round.
Suggestion: add a generic "all evidence files were produced by committed scripts, not ad-hoc shell history" check to the standard round-summary template. Even a one-line attestation per evidence file ("regenerated by [committed tool] at [time]") catches this at write-time rather than review-time.
5. Plan-template lesson channel
Round 0 data demonstrated that the plan's headline classifier oversimplified the phenomenon, and a better classifier was proposed in the findings document. The improved classifier was correctly queued for next plan generation. Good discipline — it prevented mid-session goalpost movement. However, if such lessons sit in a session's queued list, they may not propagate to plan-template generation, and the next planning pass may unknowingly reproduce the same weakness.
Suggestion: formalize a "plan-template lesson" channel separate from per-session bitlesson stream. Lessons that show "the plan's own evaluation criterion was methodologically weak" should propagate forward to template generation.
6 (preservation, not change) Right-sized finalize restraint
The finalize pass applied six low-risk simplifications with a clear "considered and skipped" list of three larger refactors that were not worth churn. The session demonstrates the methodology can correctly distinguish "apply" from "skip" on simplification candidates.
Suggestion: encourage "considered and skipped" enumeration as a template requirement, not just an emergent practice. It documents the agent's judgment and prevents reviewers from re-raising the same skipped suggestions in subsequent sessions.
No project-specific information in this report. Generated from RLCR loop completion analysis.
From a single session of 3 implementation rounds + finalize (verdict: COMPLETE; every round closed as ADVANCED; no thrashing; finalize applied 6 low-risk simplifications). The full sanitized report has more context; below are the substantive suggestions.
1. Reviewer-quoted plan items can outlive their usefulness
Round 1's review flagged two "gaps" against verbatim plan commitments. One was a metric that was simply unmeasurable on the system under test. The other was a malformed evidence artifact from a mid-round shortcut. Both flags were technically correct against plan text but had near-zero substantive bearing on what the round actually proved with a stronger substitute. The session would have closed in two rounds if the reviewer had been permitted to mark "plan item retired with substitute evidence of equal or greater strength" rather than re-listing it as a gap.
Suggestion: add a reviewer verdict tier for
plan-item-superseded-by-substituteso that a clearly-stronger replacement (with documented justification + a lesson capturing the incompatibility) does not generate a new gap that requires a clean-up round. Still flag it for visibility, but not as agaprequiring action.2. Pivots discovered mid-round deserve a formal "plan amendment" step
Round 1 began committed to one verification tool and ended having used a different one because the original was incompatible with the distributed nature of the system. The pivot was correct and was documented as a durable lesson. But the plan text and round success criteria were never amended to reflect the substitution — which is exactly why Round 2's contract spent effort labeling the omission and pointing back at the substitute.
Suggestion: when an in-round pivot retires a plan-stated tool or metric, the round's contract or summary should append a small "plan amendment" block (1–2 sentences + pointer to the durable lesson). Next reviewer reads the amendment alongside the plan instead of measuring execution against stale text. Turns one-shot pivot decisions into permanent plan deltas without requiring a re-plan.
3. User-introduced mid-round questions should be classified before being answered
A user follow-up question landed mid-Round-2, was answered inline, and uncovered an unexpected side effect of the control mechanism itself. The investigation was thorough and the finding is genuinely valuable. But the side effect was only partially explained, and now lives as a queued follow-up that the session closed without resolving. The current implicit "always answer inline" default creates quiet contract drift and a tendency to leave investigations at "hypothesis logged" stage.
Suggestion: introduce a lightweight "scope decision" gate for mid-round user questions. Options: (a) answer within the round and accept the contract is being extended (with explicit success criteria for the answer), (b) queue as a separate round, (c) decline as out-of-scope.
4. Evidence-file integrity deserves a per-round checklist item
Round 1's evidence artifact was the output of a manual one-off command mistaken for the committed tool's output. The committed tool was correct; the artifact was wrong. The reviewer caught it; Round 2 fixed it by re-running the committed tool. The fix was mechanical but cost a whole round.
Suggestion: add a generic "all evidence files were produced by committed scripts, not ad-hoc shell history" check to the standard round-summary template. Even a one-line attestation per evidence file ("regenerated by [committed tool] at [time]") catches this at write-time rather than review-time.
5. Plan-template lesson channel
Round 0 data demonstrated that the plan's headline classifier oversimplified the phenomenon, and a better classifier was proposed in the findings document. The improved classifier was correctly queued for next plan generation. Good discipline — it prevented mid-session goalpost movement. However, if such lessons sit in a session's queued list, they may not propagate to plan-template generation, and the next planning pass may unknowingly reproduce the same weakness.
Suggestion: formalize a "plan-template lesson" channel separate from per-session bitlesson stream. Lessons that show "the plan's own evaluation criterion was methodologically weak" should propagate forward to template generation.
6 (preservation, not change) Right-sized finalize restraint
The finalize pass applied six low-risk simplifications with a clear "considered and skipped" list of three larger refactors that were not worth churn. The session demonstrates the methodology can correctly distinguish "apply" from "skip" on simplification candidates.
Suggestion: encourage "considered and skipped" enumeration as a template requirement, not just an emergent practice. It documents the agent's judgment and prevents reviewers from re-raising the same skipped suggestions in subsequent sessions.
No project-specific information in this report. Generated from RLCR loop completion analysis.