mirror of
https://github.com/NousResearch/hermes-agent.git
synced 2026-05-03 17:27:37 +08:00
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.
385 lines
11 KiB
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385 lines
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Markdown
---
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title: "Systematic Debugging — 4-phase root cause debugging: understand bugs before fixing"
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sidebar_label: "Systematic Debugging"
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description: "4-phase root cause debugging: understand bugs before fixing"
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---
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{/* 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. */}
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# Systematic Debugging
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4-phase root cause debugging: understand bugs before fixing.
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## Skill metadata
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|---|---|
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| Source | Bundled (installed by default) |
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| Path | `skills/software-development/systematic-debugging` |
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| Version | `1.1.0` |
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| Author | Hermes Agent (adapted from obra/superpowers) |
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| License | MIT |
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| Tags | `debugging`, `troubleshooting`, `problem-solving`, `root-cause`, `investigation` |
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| 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) |
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## Reference: full SKILL.md
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:::info
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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.
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:::
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# Systematic Debugging
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## Overview
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Random fixes waste time and create new bugs. Quick patches mask underlying issues.
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**Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
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**Violating the letter of this process is violating the spirit of debugging.**
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## The Iron Law
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```
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NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
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```
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If you haven't completed Phase 1, you cannot propose fixes.
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## When to Use
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Use for ANY technical issue:
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- Test failures
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- Bugs in production
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- Unexpected behavior
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- Performance problems
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- Build failures
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- Integration issues
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**Use this ESPECIALLY when:**
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- Under time pressure (emergencies make guessing tempting)
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- "Just one quick fix" seems obvious
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- You've already tried multiple fixes
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- Previous fix didn't work
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- You don't fully understand the issue
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**Don't skip when:**
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- Issue seems simple (simple bugs have root causes too)
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- You're in a hurry (rushing guarantees rework)
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- Someone wants it fixed NOW (systematic is faster than thrashing)
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## The Four Phases
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You MUST complete each phase before proceeding to the next.
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---
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## Phase 1: Root Cause Investigation
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**BEFORE attempting ANY fix:**
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### 1. Read Error Messages Carefully
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- Don't skip past errors or warnings
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- They often contain the exact solution
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- Read stack traces completely
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- Note line numbers, file paths, error codes
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**Action:** Use `read_file` on the relevant source files. Use `search_files` to find the error string in the codebase.
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### 2. Reproduce Consistently
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- Can you trigger it reliably?
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- What are the exact steps?
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- Does it happen every time?
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- If not reproducible → gather more data, don't guess
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**Action:** Use the `terminal` tool to run the failing test or trigger the bug:
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```bash
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# Run specific failing test
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pytest tests/test_module.py::test_name -v
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# Run with verbose output
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pytest tests/test_module.py -v --tb=long
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```
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### 3. Check Recent Changes
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- What changed that could cause this?
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- Git diff, recent commits
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- New dependencies, config changes
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**Action:**
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```bash
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# Recent commits
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git log --oneline -10
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# Uncommitted changes
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git diff
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# Changes in specific file
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git log -p --follow src/problematic_file.py | head -100
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```
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### 4. Gather Evidence in Multi-Component Systems
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**WHEN system has multiple components (API → service → database, CI → build → deploy):**
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**BEFORE proposing fixes, add diagnostic instrumentation:**
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For EACH component boundary:
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- Log what data enters the component
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- Log what data exits the component
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- Verify environment/config propagation
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- Check state at each layer
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Run once to gather evidence showing WHERE it breaks.
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THEN analyze evidence to identify the failing component.
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THEN investigate that specific component.
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### 5. Trace Data Flow
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**WHEN error is deep in the call stack:**
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- Where does the bad value originate?
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- What called this function with the bad value?
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- Keep tracing upstream until you find the source
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- Fix at the source, not at the symptom
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**Action:** Use `search_files` to trace references:
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```python
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# Find where the function is called
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search_files("function_name(", path="src/", file_glob="*.py")
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# Find where the variable is set
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search_files("variable_name\\s*=", path="src/", file_glob="*.py")
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```
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### Phase 1 Completion Checklist
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- [ ] Error messages fully read and understood
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- [ ] Issue reproduced consistently
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- [ ] Recent changes identified and reviewed
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- [ ] Evidence gathered (logs, state, data flow)
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- [ ] Problem isolated to specific component/code
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- [ ] Root cause hypothesis formed
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**STOP:** Do not proceed to Phase 2 until you understand WHY it's happening.
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---
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## Phase 2: Pattern Analysis
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**Find the pattern before fixing:**
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### 1. Find Working Examples
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- Locate similar working code in the same codebase
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- What works that's similar to what's broken?
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**Action:** Use `search_files` to find comparable patterns:
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```python
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search_files("similar_pattern", path="src/", file_glob="*.py")
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```
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### 2. Compare Against References
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- If implementing a pattern, read the reference implementation COMPLETELY
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- Don't skim — read every line
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- Understand the pattern fully before applying
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### 3. Identify Differences
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- What's different between working and broken?
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- List every difference, however small
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- Don't assume "that can't matter"
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### 4. Understand Dependencies
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- What other components does this need?
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- What settings, config, environment?
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- What assumptions does it make?
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---
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## Phase 3: Hypothesis and Testing
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**Scientific method:**
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### 1. Form a Single Hypothesis
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- State clearly: "I think X is the root cause because Y"
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- Write it down
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- Be specific, not vague
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### 2. Test Minimally
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- Make the SMALLEST possible change to test the hypothesis
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- One variable at a time
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- Don't fix multiple things at once
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### 3. Verify Before Continuing
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- Did it work? → Phase 4
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- Didn't work? → Form NEW hypothesis
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- DON'T add more fixes on top
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### 4. When You Don't Know
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- Say "I don't understand X"
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- Don't pretend to know
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- Ask the user for help
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- Research more
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---
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## Phase 4: Implementation
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**Fix the root cause, not the symptom:**
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### 1. Create Failing Test Case
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- Simplest possible reproduction
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- Automated test if possible
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- MUST have before fixing
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- Use the `test-driven-development` skill
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### 2. Implement Single Fix
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- Address the root cause identified
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- ONE change at a time
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- No "while I'm here" improvements
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- No bundled refactoring
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### 3. Verify Fix
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```bash
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# Run the specific regression test
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pytest tests/test_module.py::test_regression -v
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# Run full suite — no regressions
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pytest tests/ -q
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```
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### 4. If Fix Doesn't Work — The Rule of Three
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- **STOP.**
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- Count: How many fixes have you tried?
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- If < 3: Return to Phase 1, re-analyze with new information
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- **If ≥ 3: STOP and question the architecture (step 5 below)**
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- DON'T attempt Fix #4 without architectural discussion
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### 5. If 3+ Fixes Failed: Question Architecture
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**Pattern indicating an architectural problem:**
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- Each fix reveals new shared state/coupling in a different place
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- Fixes require "massive refactoring" to implement
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- Each fix creates new symptoms elsewhere
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**STOP and question fundamentals:**
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- Is this pattern fundamentally sound?
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- Are we "sticking with it through sheer inertia"?
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- Should we refactor the architecture vs. continue fixing symptoms?
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**Discuss with the user before attempting more fixes.**
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This is NOT a failed hypothesis — this is a wrong architecture.
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---
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## Red Flags — STOP and Follow Process
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If you catch yourself thinking:
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- "Quick fix for now, investigate later"
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- "Just try changing X and see if it works"
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- "Add multiple changes, run tests"
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- "Skip the test, I'll manually verify"
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- "It's probably X, let me fix that"
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- "I don't fully understand but this might work"
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- "Pattern says X but I'll adapt it differently"
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- "Here are the main problems: [lists fixes without investigation]"
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- Proposing solutions before tracing data flow
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- **"One more fix attempt" (when already tried 2+)**
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- **Each fix reveals a new problem in a different place**
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**ALL of these mean: STOP. Return to Phase 1.**
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**If 3+ fixes failed:** Question the architecture (Phase 4 step 5).
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## Common Rationalizations
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| Excuse | Reality |
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|--------|---------|
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| "Issue is simple, don't need process" | Simple issues have root causes too. Process is fast for simple bugs. |
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| "Emergency, no time for process" | Systematic debugging is FASTER than guess-and-check thrashing. |
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| "Just try this first, then investigate" | First fix sets the pattern. Do it right from the start. |
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| "I'll write test after confirming fix works" | Untested fixes don't stick. Test first proves it. |
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| "Multiple fixes at once saves time" | Can't isolate what worked. Causes new bugs. |
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| "Reference too long, I'll adapt the pattern" | Partial understanding guarantees bugs. Read it completely. |
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| "I see the problem, let me fix it" | Seeing symptoms ≠ understanding root cause. |
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| "One more fix attempt" (after 2+ failures) | 3+ failures = architectural problem. Question the pattern, don't fix again. |
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## Quick Reference
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| Phase | Key Activities | Success Criteria |
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|-------|---------------|------------------|
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| **1. Root Cause** | Read errors, reproduce, check changes, gather evidence, trace data flow | Understand WHAT and WHY |
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| **2. Pattern** | Find working examples, compare, identify differences | Know what's different |
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| **3. Hypothesis** | Form theory, test minimally, one variable at a time | Confirmed or new hypothesis |
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| **4. Implementation** | Create regression test, fix root cause, verify | Bug resolved, all tests pass |
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## Hermes Agent Integration
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### Investigation Tools
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Use these Hermes tools during Phase 1:
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- **`search_files`** — Find error strings, trace function calls, locate patterns
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- **`read_file`** — Read source code with line numbers for precise analysis
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- **`terminal`** — Run tests, check git history, reproduce bugs
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- **`web_search`/`web_extract`** — Research error messages, library docs
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### With delegate_task
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For complex multi-component debugging, dispatch investigation subagents:
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```python
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delegate_task(
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goal="Investigate why [specific test/behavior] fails",
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context="""
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Follow systematic-debugging skill:
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1. Read the error message carefully
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2. Reproduce the issue
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3. Trace the data flow to find root cause
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4. Report findings — do NOT fix yet
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Error: [paste full error]
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File: [path to failing code]
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Test command: [exact command]
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""",
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toolsets=['terminal', 'file']
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)
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```
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### With test-driven-development
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When fixing bugs:
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1. Write a test that reproduces the bug (RED)
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2. Debug systematically to find root cause
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3. Fix the root cause (GREEN)
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4. The test proves the fix and prevents regression
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## Real-World Impact
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From debugging sessions:
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- Systematic approach: 15-30 minutes to fix
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- Random fixes approach: 2-3 hours of thrashing
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- First-time fix rate: 95% vs 40%
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- New bugs introduced: Near zero vs common
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**No shortcuts. No guessing. Systematic always wins.**
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