hashgraph-online Agent Introspection — Systematic Self-Diagnosis
Iron Law
NO UNSUPPORTED SELF-HEALING CLAIMS. Only assert recovery actions you can actually perform with available tools.
When to Trigger
- 3+ consecutive failures on the same task
- Repeating the same approach with different parameters (loop detection)
- Context window exceeds 70% without resolution
- Error messages repeat with no progress
- User explicitly says "you're stuck" or "try a different approach"
Process
1. Failure Capture
Stop immediately and record:
- Error type: syntax_error / type_error / test_fail / lint_fail / build_fail / runtime_error / permission_denied / not_found
- Last 3 tool calls: what was attempted and what failed
- Context pressure: approximate context usage percentage
- What changed: what was the last successful state
2. Root Cause Diagnosis
Match against known patterns:
| Pattern | Symptoms | Root Cause |
|---|---|---|
| Loop trap | Same error 3+ times | Wrong approach, not wrong parameters |
| Context overflow | Increasingly confused responses | Too much information, need compaction |
| Environment drift | "Works locally" failures | Missing env var, different tool version |
| Cascade failure | Fix A breaks B | Underlying assumption is wrong |
| Tool mismatch | Wrong tool for the job | Need a different approach entirely |
3. Controlled Recovery
Execute ONLY the smallest safe action:
- Loop trap → Abandon current approach entirely. Try a fundamentally different strategy.
- Context overflow → Run
/compactor summarize current state, then continue. - Environment drift → Verify environment with explicit checks (
which,--version). - Cascade failure → Revert to last known good state. Re-analyze assumptions.
- Tool mismatch → Switch tools. If
Editfails 3 times, tryWrite. IfBashfails, tryReadfirst.
4. Introspection Report
Generate a structured report:
## Introspection Report
- **Failure type**: [type]
- **Root cause**: [diagnosis]
- **Recovery action**: [what was done]
- **Confidence**: [high/medium/low]
- **Next step**: [what to do if this happens again]
Save to memory:
epic mem add \
--title "Self-diagnosis: {error_type} in {file}" \
--type error \
--body "Pattern: ...\nRoot cause: ...\nRecovery: ...\n"
Anti-Rationalization
| Excuse | Rebuttal | What to do instead |
|---|---|---|
| "One more try might work" | 3 failures means the approach is wrong, not unlucky. | Stop and run the full 4-step introspection process. |
| "I just need to tweak the parameters" | Tweaking a failing approach is not debugging. Step back and reassess. | Abandon the current approach and try a fundamentally different strategy. |
| "I can fix this myself" | Asking for help is not weakness. Escalation saves everyone time. | Escalate to the user with a clear summary of what was tried and what failed. |
| "The error is clear, I know the fix" | You said that 3 times already. Prove it with a different approach. | Run the introspection report and verify the fix with a test before claiming success. |
Evidence Required
- Failure type classified correctly
- Root cause matched to known pattern
- Recovery action is the smallest safe action
- Introspection report generated
- Failure pattern recorded in memory
Red Flags
- Trying the same command more than 3 times with minor variations
- Claiming "fixed!" without running the actual test
- Not recording the failure pattern in memory
- Continuing after 70% context usage without compacting
Source: hashgraph-online/awesome-codex-plugins → plugins/epicsagas/epic-harness/skills/agent-introspection/SKILL.md