CTAIO LABS • ENGINEERING INTELLIGENCE

AI Coding Agent Task Planner

Calibrate prompt strategy, autonomy bounds, and safety checkpoints for Claude Code, Cursor, and Aider before you burn tokens or brick production.

Senior Engineer Calibrated Claude Code • Cursor • Aider 100% Client-Side • Zero API Calls

Configure Task Parameters

Presets:
Task Complexity [Keys: 1, 2, 3]
Risk Level [Keys: 4, 5, 6]
Desired Autonomy [Keys: 7, 8, 9]
Hotkeys:
1-3 Complexity 4-6 Risk 7-9 Autonomy ⌘/Ctrl+Enter Copy Prompt ⌘/Ctrl+K Focus Task
Recommended Mode
MEDIUM SCOPE LOW RISK

Milestone-Based Plan & Implement

Autonomy Level: Implement (Industry Standard)

Optimal Configuration Scope and risk parameters are balanced for efficient execution.

Why This Mode

The proven sweet spot for agent productivity: Agent produces an actionable plan, human reviews architecture, agent executes in bounded chunks, and human verifies before committing.

Suggested Workflow

Verification Checkpoints

Coding Agent Directives

/plan Always invoke /plan first to force Claude Code to investigate dependencies before proposing file modifications.

CLAUDE.md Keep repository rules, test execution commands, and coding guidelines up-to-date in project root.

/compact Run /compact when context exceeds ~40% to preserve reasoning precision and prevent drift.

Test Tool Require Claude Code to run automated tests via bash before accepting completion.

Composer Launch Composer with Cmd+I for multi-file edits; use inline Cmd+K for isolated single-file tasks.

@Files Explicitly attach specific files via @file rather than generic full-repo context.

.cursorrules Maintain project boundaries, forbidden patterns, and import standards in .cursorrules.

Diff Audit Review each diff block independently in Composer rather than clicking "Accept All" blindly.

--architect Use aider --architect to pair an architectural reasoning model with an edit-execution model.

/test <cmd> Run /test npm test so Aider catches test breakages and re-prompts itself to repair failures.

/undo Use /undo immediately if an agent turn goes off track before errors compound in git history.

/read-only Add reference files with /read so Aider uses them for context without editing them.

Ready-To-Paste Agent Kickoff Prompt