LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls.
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill planning-with-files --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/planning-with-filesContext preview
The summary Claude sees to decide when to auto-load this skill.
Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls.
name: planning-with-files
version: "2.1.2"
description: Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks, research projects, or any task requiring >5 tool calls.
user-invocable: true
allowed-tools:
- Read
- Write
- Edit
- Bash
- Glob
- Grep
- WebFetch
- WebSearch
hooks:
SessionStart:
- hooks:
- type: command
command: "echo '[planning-with-files] Ready. Recommended for complex tasks, or invoke manually with /planning-with-files'"
PreToolUse:
- matcher: "Write|Edit|Bash"
hooks:
- type: command
command: "cat task_plan.md 2>/dev/null | head -30 || true"
PostToolUse:
- matcher: "Write|Edit"
hooks:
- type: command
command: "echo '[planning-with-files] File updated. If this completes a phase, update task_plan.md status.'"
Stop:
- hooks:
- type: command
command: "${CLAUDE_PLUGIN_ROOT}/scripts/check-complete.sh"Work like Manus: Use persistent markdown files as your "working memory on disk."
When using this skill:
| Location | What Goes There | |----------|-----------------| | Skill directory (`${CLAUDE_PLUGIN_ROOT}/`) | Templates, scripts, reference docs | | Your project directory | `task_plan.md`, `findings.md`, `progress.md` |
This ensures your planning files live alongside your code, not buried in the skill installation folder.
Before ANY complex task:
1. **Create `task_plan.md`** in your project — Use [templates/task_plan.md](templates/task_plan.md) as reference 2. **Create `findings.md`** in your project — Use [templates/findings.md](templates/findings.md) as reference 3. **Create `progress.md`** in your project — Use [templates/progress.md](templates/progress.md) as reference 4. **Re-read plan before decisions** — Refreshes goals in attention window 5. **Update after each phase** — Mark complete, log errors
> **Note:** All three planning files should be created in your current working directory (your project root), not in the skill's installation folder.
Context Window = RAM (volatile, limited) Filesystem = Disk (persistent, unlimited) → Anything important gets written to disk.
| File | Purpose | When to Update | |------|---------|----------------| | `task_plan.md` | Phases, progress, decisions | After each phase | | `findings.md` | Research, discoveries | After ANY discovery | | `progress.md` | Session log, test results | Throughout session |
Never start a complex task without `task_plan.md`. Non-negotiable.
> "After every 2 view/browser/search operations, IMMEDIATELY save key findings to text files."
This prevents visual/multimodal information from being lost.
Before major decisions, read the plan file. This keeps goals in your attention window.
After completing any phase:
Every error goes in the plan file. This builds knowledge and prevents repetition.
## Errors Encountered | Error | Attempt | Resolution | |-------|---------|------------| | FileNotFoundError | 1 | Created default config | | API timeout | 2 | Added retry logic |
if action_failed:
next_action != same_actionTrack what you tried. Mutate the approach.
ATTEMPT 1: Diagnose & Fix → Read error carefully → Identify root cause → Apply targeted fix ATTEMPT 2: Alternative Approach → Same error? Try different method → Different tool? Different library? → NEVER repeat exact same failing action ATTEMPT 3: Broader Rethink → Question assumptions → Search for solutions → Consider updating the plan AFTER 3 FAILURES: Escalate to User → Explain what you tried → Share the specific error → Ask for guidance
| Situation | Action | Reason | |-----------|--------|--------| | Just wrote a file | DON'T read | Content still in context | | Viewed image/PDF | Write findings NOW | Multimodal → text before lost | | Browser returned data | Write to file | Screenshots don't persist | | Starting new phase | Read plan/findings | Re-orient if context stale | | Error occurred | Read relevant file | Need current state to fix | | Resuming after gap | Read all planning files | Recover state |
If you can answer these, your context management is solid:
| Question | Answer Source | |----------|---------------| | Where am I? | Current phase in task_plan.md | | Where am I going? | Remaining phases | | What's the goal? | Goal statement in plan | | What have I learned? | findings.md | | What have I done? | progress.md |
**Use for:**
**Skip for:**
Copy these templates to start:
Helper scripts for automation:
Intelligent Skill routing and workflow orchestration for AI agents — +21.12 pp reward, −29.6% tokens on SkillsBench with DeepSeekV4Flash-VE.
Repo: foryourhealth111-pixel/Vibe-Skills
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