Ai planning-with-files

install

source · Clone the upstream repo

git clone https://github.com/wpank/ai

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/wpank/ai "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/meta/planning-with-files" ~/.claude/skills/wpank-ai-planning-with-files && rm -rf "$T"

manifest: skills/meta/planning-with-files/SKILL.md

Planning with Files

Use persistent markdown files as your "working memory on disk." Based on context engineering principles from Manus.

Installation

OpenClaw / Moltbot / Clawbot

npx clawhub@latest install planning-with-files

WHAT This Skill Does

Treats the filesystem as persistent memory to overcome context window limitations. Three files track your state:

File	Purpose	Update Frequency
`task_plan.md`	Phases, progress, decisions	After each phase
`findings.md`	Research, discoveries, decisions	After ANY discovery
`progress.md`	Session log, test results, errors	Throughout session

WHEN to Use

Use for:

Multi-step tasks (3+ steps)
Research tasks requiring web search
Building/creating projects from scratch
Tasks spanning >5 tool calls
Anything requiring organization across multiple files
Tasks where losing context would cause rework

Skip for:

Simple questions
Single-file edits
Quick lookups
Tasks completable in 1-2 actions

Keywords: complex task, multi-step, research, build project, create application, plan, organize

The Core Pattern

Context Window = RAM (volatile, limited)
Filesystem = Disk (persistent, unlimited)

→ Anything important gets written to disk.

Workflow

Phase 1: Create Planning Files

Before starting ANY complex task, create all three files in your project root:

Create
task_plan.md
— Copy from templates/task_plan.md
Create
findings.md
— Copy from templates/findings.md
Create
progress.md
— Copy from templates/progress.md

Phase 2: Execute with Discipline

Follow these rules during execution:

The 2-Action Rule:

After every 2 view/browser/search operations, IMMEDIATELY save findings to text files.

Visual/multimodal content doesn't persist — write it down before it's lost.

Read Before Decide: Before major decisions, read your plan file. This keeps goals in your attention window after many tool calls.

Update After Act: After completing any phase:

Mark phase status:
```
in_progress
```
→
```
complete
```
Log any errors encountered
Note files created/modified

Log ALL Errors: Every error goes in the plan file. This prevents repetition.

Phase 3: Handle Errors Systematically

The 3-Strike Protocol:

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

Critical:

if action_failed: next_action != same_action

Phase 4: Verify Completion

Use the 5-Question Reboot Test. If you can answer these, your context 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

Quick Reference: Read vs Write

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

Session Recovery

When starting a new session, check for previous work:

# Check if planning files exist
ls task_plan.md findings.md progress.md 2>/dev/null

# If they exist, read them all before continuing
cat task_plan.md findings.md progress.md

If planning files exist from a previous session:

Read all three files to recover context
Run
```
git diff --stat
```
to see what changed
Update planning files with any missing context
Continue from where you left off

Templates

Copy these to start:

templates/task_plan.md — Phase tracking
templates/findings.md — Research storage
templates/progress.md — Session logging

Scripts

Helper scripts for automation:

```
scripts/init-session.sh
```
— Initialize all planning files
```
scripts/check-complete.sh
```
— Verify all phases complete

References

references/manus-principles.md — Context engineering principles from Manus

Anti-Patterns

Don't	Do Instead
Use TodoWrite for persistence	Create task_plan.md file
State goals once and forget	Re-read plan before decisions
Hide errors and retry silently	Log errors to plan file
Stuff everything in context	Store large content in files
Start executing immediately	Create plan file FIRST
Repeat failed actions	Track attempts, mutate approach
Create files in skill directory	Create files in your project

NEVER Do

NEVER start a complex task without task_plan.md — this is non-negotiable
NEVER repeat a failed action exactly — track what you tried, mutate the approach
NEVER ignore errors — log every error with resolution attempts
NEVER rely on memory after >10 tool calls — re-read your plan
NEVER skip the 2-Action Rule for visual content — multimodal data gets lost
NEVER proceed past 3 failures without escalating — ask the user for help
NEVER create planning files in the skill directory — they go in your project root