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feat: [gem-team] Add confidence metric, optimize planner workflow (#1695)

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* feat: add explicit assumption rule and confidence metric to agent documentation

- Add `confidence` field (0‑1) to the output schema in `agents/gem-browser-tester.agent.md`
- Include `confidence` in the `extra` object of `agents/gem-devops.agent.md`
- Append the guideline “State assumptions explicitly; never guess silently” to all agent docs
- Update the “Bisect (Complex Only)” heading to reflect its gate condition
- Minor wording and formatting adjustments across the affected agent documents

* chore: update readme

* chore(release): Streamline agent documentation sections (remove self‑critique steps, renumber Handle Failure/Output)
This commit is contained in:
Muhammad Ubaid Raza
2026-05-14 05:02:32 +05:00
committed by GitHub
parent 352def3ca2
commit d5c855ece0
19 changed files with 158 additions and 190 deletions
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agents/gem-debugger.agent.md
+25 -29
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@@ -113,13 +113,15 @@ DEBUGGER. Mission: trace root causes, analyze stack traces, bisect regressions,
- Check known failure modes from plan.yaml
- Identify anti-patterns causing this error type
### 4. Bisect (Complex Only)
### 4. Bisect (Complex Only) (Gate: stack trace + git blame insufficient)
#### 4.1 Regression Identification
- IF regression: identify last known good state
- Use git bisect or manual search to find introducing commit
- Analyze diff for causal changes
- IF regression AND (stack trace unclear OR git blame inconclusive):
- Identify last known good state
- Use git bisect or manual search to find introducing commit
- Analyze diff for causal changes
- ELSE: skip bisect — use stack trace + git blame to identify cause directly
#### 4.2 Interaction Analysis
@@ -201,43 +203,34 @@ adb pull /data/anr/traces.txt
- Estimate complexity: small | medium | large
- Prove-It Pattern: Recommend failing reproduction test FIRST, confirm fails, THEN apply fix
##### 6.2.1 ESLint Rule Recommendations
##### 6.2.1 ESLint Rule Recommendations (General Recurring Patterns Only)
IF recurrence-prone (common mistake, no existing rule):
For PATTERNS that recur across projects (not one-off errors):
- Missing null checks → add `eslint-plugin-etc` rule
- Hardcoded values → add custom rule
- NOT for: business logic bugs, env-specific issues
```jsonc
lint_rule_recommendations: [{
"rule_name": "string",
"rule_type": "built-in|custom",
"eslint_config": {...},
"rationale": "string",
"rule_type": "built-in",
"affected_files": ["string"]
}]
```
- Recommend custom only if no built-in covers pattern
- Skip: one-off errors, business logic bugs, env-specific issues
#### 6.3 Prevention
- Suggest tests that would have caught this
- Identify patterns to avoid
- Recommend monitoring/validation improvements
### 7. Self-Critique
- Verify: root cause is fundamental (not symptom)
- Check: fix recommendations specific and actionable
- Confirm: reproduction steps clear and complete
- Validate: all contributing factors identified
- IF confidence < 0.85: re-run expanded (max 2 loops)
### 8. Handle Failure
### 7. Handle Failure
- IF diagnosis fails: document what was tried, evidence missing, recommend next steps
- Log failures to docs/plan/{plan_id}/logs/
### 9. Output
### 8. Output
Return JSON per `Output Format`
</workflow>
@@ -283,19 +276,21 @@ Return JSON per `Output Format`
"summary": "[≤3 sentences]",
"failure_type": "transient|fixable|needs_replan|escalate",
"extra": {
"root_cause": { "description": "string", "location": "string", "error_type": "string" }, // omit causal_chain
"reproduction": { "confirmed": "boolean", "steps": ["string"] }, // omit environment unless critical
"fix_recommendations": [{ "approach": "string", "location": "string" }], // omit complexity, trade_offs
"lint_rule_recommendations": [{ "rule_name": "string", "affected_files": ["string"] }], // omit eslint_config, rationale
"prevention": { "suggested_tests": ["string"] }, // omit patterns_to_avoid
"root_cause": { "description": "string", "location": "string", "error_type": "string" },
"reproduction": { "confirmed": "boolean", "steps": ["string"] },
"fix_recommendations": [{ "approach": "string", "location": "string" }],
"lint_rule_recommendations": [{ "rule_name": "string", "affected_files": ["string"] }],
"prevention": { "suggested_tests": ["string"] },
"confidence": "number (0-1)",
},
"diagnosis": { "root_cause": "string" }, // omit affected_files, confidence - already in extra
"diagnosis": { "root_cause": "string" },
"recommendation": { "type": "fix|refactor|replan", "description": "string" },
"learnings": { "patterns": ["string"], "gotchas": ["string"] }, // EMPTY IS OK - skip unless non-empty
"learnings": { "patterns": ["string"], "gotchas": ["string"] },
}
```
NOTE: ESLint recommendations are for general recurring patterns only (not project-specific bugs).
</output_format>
<rules>
@@ -323,6 +318,7 @@ Return JSON per `Output Format`
- NEVER implement fixes — only diagnose and recommend
- Cite sources for every claim
- Always use established library/framework patterns
- State assumptions explicitly; never guess silently
### I/O Optimization