Files
hermes-agent/website/docs/user-guide/skills/bundled/software-development/software-development-systematic-debugging.md
Teknium 289cc47631 docs: resync reference, user-guide, developer-guide, and messaging pages against code (#17738)
Broad drift audit against origin/main (b52b63396).

Reference pages (most user-visible drift):
- slash-commands: add /busy, /curator, /footer, /indicator, /redraw, /steer
  that were missing; drop non-existent /terminal-setup; fix /q footnote
  (resolves to /queue, not /quit); extend CLI-only list with all 24
  CLI-only commands in the registry
- cli-commands: add dedicated sections for hermes curator / fallback /
  hooks (new subcommands not previously documented); remove stale
  hermes honcho standalone section (the plugin registers dynamically
  via hermes memory); list curator/fallback/hooks in top-level table;
  fix completion to include fish
- toolsets-reference: document the real 52-toolset count; split browser
  vs browser-cdp; add discord / discord_admin / spotify / yuanbao;
  correct hermes-cli tool count from 36 to 38; fix misleading claim
  that hermes-homeassistant adds tools (it's identical to hermes-cli)
- tools-reference: bump tool count 55 -> 68; add 7 Spotify, 5 Yuanbao,
  2 Discord toolsets; move browser_cdp/browser_dialog to their own
  browser-cdp toolset section
- environment-variables: add 40+ user-facing HERMES_* vars that were
  undocumented (--yolo, --accept-hooks, --ignore-*, inference model
  override, agent/stream/checkpoint timeouts, OAuth trace, per-platform
  batch tuning for Telegram/Discord/Matrix/Feishu/WeCom, cron knobs,
  gateway restart/connect timeouts); dedupe the Cron Scheduler section;
  replace stale QQ_SANDBOX with QQ_PORTAL_HOST

User-guide (top level):
- cli.md: compression preserves last 20 turns, not 4 (protect_last_n: 20)
- configuration.md: display.platforms is the canonical per-platform
  override key; tool_progress_overrides is deprecated and auto-migrated
- profiles.md: model.default is the config key, not model.model
- sessions.md: CLI/TUI session IDs use 6-char hex, gateway uses 8
- checkpoints-and-rollback.md: destructive-command list now matches
  _DESTRUCTIVE_PATTERNS (adds rmdir, cp, install, dd)
- docker.md: the container runs as non-root hermes (UID 10000) via
  gosu; fix install command (uv pip); add missing --insecure on the
  dashboard compose example (required for non-loopback bind)
- security.md: systemctl danger pattern also matches 'restart'
- index.md: built-in tool count 47 -> 68
- integrations/index.md: 6 STT providers, 8 memory providers
- integrations/providers.md: drop fictional dashscope/qwen aliases

Features:
- overview.md: 9 image models (not 8), 9 TTS providers (not 5),
  8 memory providers (Supermemory was missing)
- tool-gateway.md: 9 image models
- tools.md: extend common-toolsets list with search / messaging /
  spotify / discord / debugging / safe
- fallback-providers.md: add 6 real providers from PROVIDER_REGISTRY
  (lmstudio, kimi-coding-cn, stepfun, alibaba-coding-plan,
  tencent-tokenhub, azure-foundry)
- plugins.md: Available Hooks table now includes on_session_finalize,
  on_session_reset, subagent_stop
- built-in-plugins.md: add the 7 bundled plugins the page didn't
  mention (spotify, google_meet, three image_gen providers, two
  dashboard examples)
- web-dashboard.md: add --insecure and --tui flags
- cron.md: hermes cron create takes positional schedule/prompt, not
  flags

Messaging:
- telegram.md: TELEGRAM_WEBHOOK_SECRET is now REQUIRED when
  TELEGRAM_WEBHOOK_URL is set (gateway refuses to start without it
  per GHSA-3vpc-7q5r-276h). Biggest user-visible drift in the batch.
- discord.md: HERMES_DISCORD_TEXT_BATCH_SPLIT_DELAY_SECONDS default
  is 2.0, not 0.1
- dingtalk.md: document DINGTALK_REQUIRE_MENTION /
  FREE_RESPONSE_CHATS / MENTION_PATTERNS / HOME_CHANNEL /
  ALLOW_ALL_USERS that the adapter supports
- bluebubbles.md: drop fictional BLUEBUBBLES_SEND_READ_RECEIPTS env
  var; the setting lives in platforms.bluebubbles.extra only
- qqbot.md: drop dead QQ_SANDBOX; add real QQ_PORTAL_HOST and
  QQ_GROUP_ALLOWED_USERS
- wecom-callback.md: replace 'hermes gateway start' (service-only)
  with 'hermes gateway' for first-time setup

Developer-guide:
- architecture.md: refresh tool/toolset counts (61/52), terminal
  backend count (7), line counts for run_agent.py (~13.7k), cli.py
  (~11.5k), main.py (~10.4k), setup.py (~3.5k), gateway/run.py
  (~12.2k), mcp_tool.py (~3.1k); add yuanbao adapter, bump platform
  adapter count 18 -> 20
- agent-loop.md: run_agent.py line count 10.7k -> 13.7k
- tools-runtime.md: add vercel_sandbox backend
- adding-tools.md: remove stale 'Discovery import added to
  model_tools.py' checklist item (registry auto-discovery)
- adding-platform-adapters.md: mark send_typing / get_chat_info as
  concrete base methods; only connect/disconnect/send are abstract
- acp-internals.md: ACP sessions now persist to SessionDB
  (~/.hermes/state.db); acp.run_agent call uses
  use_unstable_protocol=True
- cron-internals.md: gateway runs scheduler in a dedicated background
  thread via _start_cron_ticker, not on a maintenance cycle; locking
  is cross-process via fcntl.flock (Unix) / msvcrt.locking (Windows)
- gateway-internals.md: gateway/run.py ~12k lines
- provider-runtime.md: cron DOES support fallback (run_job reads
  fallback_providers from config)
- session-storage.md: SCHEMA_VERSION = 11 (not 9); add migrations
  10 and 11 (trigram FTS, inline-mode FTS5 re-index); add
  api_call_count column to Sessions DDL; document messages_fts_trigram
  and state_meta in the architecture tree
- context-compression-and-caching.md: remove the obsolete 'context
  pressure warnings' section (warnings were removed for causing
  models to give up early)
- context-engine-plugin.md: compress() signature now includes
  focus_topic param
- extending-the-cli.md: _build_tui_layout_children signature now
  includes model_picker_widget; add to default layout

Also fixed three pre-existing broken links/anchors the build warned
about (docker.md -> api-server.md, yuanbao.md -> cron-jobs.md and
tips#background-tasks, nix-setup.md -> #container-aware-cli).

Regenerated per-skill pages via website/scripts/generate-skill-docs.py
so catalog tables and sidebar are consistent with current SKILL.md
frontmatter.

docusaurus build: clean, no broken links or anchors.
2026-04-29 20:55:59 -07:00

385 lines
11 KiB
Markdown

---
title: "Systematic Debugging — 4-phase root cause debugging: understand bugs before fixing"
sidebar_label: "Systematic Debugging"
description: "4-phase root cause debugging: understand bugs before fixing"
---
{/* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. */}
# Systematic Debugging
4-phase root cause debugging: understand bugs before fixing.
## Skill metadata
| | |
|---|---|
| Source | Bundled (installed by default) |
| Path | `skills/software-development/systematic-debugging` |
| Version | `1.1.0` |
| Author | Hermes Agent (adapted from obra/superpowers) |
| License | MIT |
| Tags | `debugging`, `troubleshooting`, `problem-solving`, `root-cause`, `investigation` |
| Related skills | [`test-driven-development`](/docs/user-guide/skills/bundled/software-development/software-development-test-driven-development), [`writing-plans`](/docs/user-guide/skills/bundled/software-development/software-development-writing-plans), [`subagent-driven-development`](/docs/user-guide/skills/bundled/software-development/software-development-subagent-driven-development) |
## Reference: full SKILL.md
:::info
The following is the complete skill definition that Hermes loads when this skill is triggered. This is what the agent sees as instructions when the skill is active.
:::
# Systematic Debugging
## Overview
Random fixes waste time and create new bugs. Quick patches mask underlying issues.
**Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
**Violating the letter of this process is violating the spirit of debugging.**
## The Iron Law
```
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
```
If you haven't completed Phase 1, you cannot propose fixes.
## When to Use
Use for ANY technical issue:
- Test failures
- Bugs in production
- Unexpected behavior
- Performance problems
- Build failures
- Integration issues
**Use this ESPECIALLY when:**
- Under time pressure (emergencies make guessing tempting)
- "Just one quick fix" seems obvious
- You've already tried multiple fixes
- Previous fix didn't work
- You don't fully understand the issue
**Don't skip when:**
- Issue seems simple (simple bugs have root causes too)
- You're in a hurry (rushing guarantees rework)
- Someone wants it fixed NOW (systematic is faster than thrashing)
## The Four Phases
You MUST complete each phase before proceeding to the next.
---
## Phase 1: Root Cause Investigation
**BEFORE attempting ANY fix:**
### 1. Read Error Messages Carefully
- Don't skip past errors or warnings
- They often contain the exact solution
- Read stack traces completely
- Note line numbers, file paths, error codes
**Action:** Use `read_file` on the relevant source files. Use `search_files` to find the error string in the codebase.
### 2. Reproduce Consistently
- Can you trigger it reliably?
- What are the exact steps?
- Does it happen every time?
- If not reproducible → gather more data, don't guess
**Action:** Use the `terminal` tool to run the failing test or trigger the bug:
```bash
# Run specific failing test
pytest tests/test_module.py::test_name -v
# Run with verbose output
pytest tests/test_module.py -v --tb=long
```
### 3. Check Recent Changes
- What changed that could cause this?
- Git diff, recent commits
- New dependencies, config changes
**Action:**
```bash
# Recent commits
git log --oneline -10
# Uncommitted changes
git diff
# Changes in specific file
git log -p --follow src/problematic_file.py | head -100
```
### 4. Gather Evidence in Multi-Component Systems
**WHEN system has multiple components (API → service → database, CI → build → deploy):**
**BEFORE proposing fixes, add diagnostic instrumentation:**
For EACH component boundary:
- Log what data enters the component
- Log what data exits the component
- Verify environment/config propagation
- Check state at each layer
Run once to gather evidence showing WHERE it breaks.
THEN analyze evidence to identify the failing component.
THEN investigate that specific component.
### 5. Trace Data Flow
**WHEN error is deep in the call stack:**
- Where does the bad value originate?
- What called this function with the bad value?
- Keep tracing upstream until you find the source
- Fix at the source, not at the symptom
**Action:** Use `search_files` to trace references:
```python
# Find where the function is called
search_files("function_name(", path="src/", file_glob="*.py")
# Find where the variable is set
search_files("variable_name\\s*=", path="src/", file_glob="*.py")
```
### Phase 1 Completion Checklist
- [ ] Error messages fully read and understood
- [ ] Issue reproduced consistently
- [ ] Recent changes identified and reviewed
- [ ] Evidence gathered (logs, state, data flow)
- [ ] Problem isolated to specific component/code
- [ ] Root cause hypothesis formed
**STOP:** Do not proceed to Phase 2 until you understand WHY it's happening.
---
## Phase 2: Pattern Analysis
**Find the pattern before fixing:**
### 1. Find Working Examples
- Locate similar working code in the same codebase
- What works that's similar to what's broken?
**Action:** Use `search_files` to find comparable patterns:
```python
search_files("similar_pattern", path="src/", file_glob="*.py")
```
### 2. Compare Against References
- If implementing a pattern, read the reference implementation COMPLETELY
- Don't skim — read every line
- Understand the pattern fully before applying
### 3. Identify Differences
- What's different between working and broken?
- List every difference, however small
- Don't assume "that can't matter"
### 4. Understand Dependencies
- What other components does this need?
- What settings, config, environment?
- What assumptions does it make?
---
## Phase 3: Hypothesis and Testing
**Scientific method:**
### 1. Form a Single Hypothesis
- State clearly: "I think X is the root cause because Y"
- Write it down
- Be specific, not vague
### 2. Test Minimally
- Make the SMALLEST possible change to test the hypothesis
- One variable at a time
- Don't fix multiple things at once
### 3. Verify Before Continuing
- Did it work? → Phase 4
- Didn't work? → Form NEW hypothesis
- DON'T add more fixes on top
### 4. When You Don't Know
- Say "I don't understand X"
- Don't pretend to know
- Ask the user for help
- Research more
---
## Phase 4: Implementation
**Fix the root cause, not the symptom:**
### 1. Create Failing Test Case
- Simplest possible reproduction
- Automated test if possible
- MUST have before fixing
- Use the `test-driven-development` skill
### 2. Implement Single Fix
- Address the root cause identified
- ONE change at a time
- No "while I'm here" improvements
- No bundled refactoring
### 3. Verify Fix
```bash
# Run the specific regression test
pytest tests/test_module.py::test_regression -v
# Run full suite — no regressions
pytest tests/ -q
```
### 4. If Fix Doesn't Work — The Rule of Three
- **STOP.**
- Count: How many fixes have you tried?
- If < 3: Return to Phase 1, re-analyze with new information
- **If ≥ 3: STOP and question the architecture (step 5 below)**
- DON'T attempt Fix #4 without architectural discussion
### 5. If 3+ Fixes Failed: Question Architecture
**Pattern indicating an architectural problem:**
- Each fix reveals new shared state/coupling in a different place
- Fixes require "massive refactoring" to implement
- Each fix creates new symptoms elsewhere
**STOP and question fundamentals:**
- Is this pattern fundamentally sound?
- Are we "sticking with it through sheer inertia"?
- Should we refactor the architecture vs. continue fixing symptoms?
**Discuss with the user before attempting more fixes.**
This is NOT a failed hypothesis — this is a wrong architecture.
---
## Red Flags — STOP and Follow Process
If you catch yourself thinking:
- "Quick fix for now, investigate later"
- "Just try changing X and see if it works"
- "Add multiple changes, run tests"
- "Skip the test, I'll manually verify"
- "It's probably X, let me fix that"
- "I don't fully understand but this might work"
- "Pattern says X but I'll adapt it differently"
- "Here are the main problems: [lists fixes without investigation]"
- Proposing solutions before tracing data flow
- **"One more fix attempt" (when already tried 2+)**
- **Each fix reveals a new problem in a different place**
**ALL of these mean: STOP. Return to Phase 1.**
**If 3+ fixes failed:** Question the architecture (Phase 4 step 5).
## Common Rationalizations
| Excuse | Reality |
|--------|---------|
| "Issue is simple, don't need process" | Simple issues have root causes too. Process is fast for simple bugs. |
| "Emergency, no time for process" | Systematic debugging is FASTER than guess-and-check thrashing. |
| "Just try this first, then investigate" | First fix sets the pattern. Do it right from the start. |
| "I'll write test after confirming fix works" | Untested fixes don't stick. Test first proves it. |
| "Multiple fixes at once saves time" | Can't isolate what worked. Causes new bugs. |
| "Reference too long, I'll adapt the pattern" | Partial understanding guarantees bugs. Read it completely. |
| "I see the problem, let me fix it" | Seeing symptoms ≠ understanding root cause. |
| "One more fix attempt" (after 2+ failures) | 3+ failures = architectural problem. Question the pattern, don't fix again. |
## Quick Reference
| Phase | Key Activities | Success Criteria |
|-------|---------------|------------------|
| **1. Root Cause** | Read errors, reproduce, check changes, gather evidence, trace data flow | Understand WHAT and WHY |
| **2. Pattern** | Find working examples, compare, identify differences | Know what's different |
| **3. Hypothesis** | Form theory, test minimally, one variable at a time | Confirmed or new hypothesis |
| **4. Implementation** | Create regression test, fix root cause, verify | Bug resolved, all tests pass |
## Hermes Agent Integration
### Investigation Tools
Use these Hermes tools during Phase 1:
- **`search_files`** — Find error strings, trace function calls, locate patterns
- **`read_file`** — Read source code with line numbers for precise analysis
- **`terminal`** — Run tests, check git history, reproduce bugs
- **`web_search`/`web_extract`** — Research error messages, library docs
### With delegate_task
For complex multi-component debugging, dispatch investigation subagents:
```python
delegate_task(
goal="Investigate why [specific test/behavior] fails",
context="""
Follow systematic-debugging skill:
1. Read the error message carefully
2. Reproduce the issue
3. Trace the data flow to find root cause
4. Report findings — do NOT fix yet
Error: [paste full error]
File: [path to failing code]
Test command: [exact command]
""",
toolsets=['terminal', 'file']
)
```
### With test-driven-development
When fixing bugs:
1. Write a test that reproduces the bug (RED)
2. Debug systematically to find root cause
3. Fix the root cause (GREEN)
4. The test proves the fix and prevents regression
## Real-World Impact
From debugging sessions:
- Systematic approach: 15-30 minutes to fix
- Random fixes approach: 2-3 hours of thrashing
- First-time fix rate: 95% vs 40%
- New bugs introduced: Near zero vs common
**No shortcuts. No guessing. Systematic always wins.**