Complete Implementation Planning System

Implementation plans: generate - edit - execute

Human-in-the-loop governance with file-by-file granularity for safe AI-assisted development

Intelligent Generation

Full file content loading (no truncation). Smart directory trees. Multi-model support with project configs.

Monaco Editor

VS Code's editor with XML syntax highlighting. Real-time editing with auto-save to database.

Terminal Execution

Execute plans directly in integrated terminal. Copy steps or full plans. Voice transcription support.

Human-in-the-Loop Governance

Team leads and stakeholders retain full control to review, edit, and approve every aspect of implementation plans before any code changes begin. This ensures all development efforts align with corporate product requirements, team workflows, and business objectives.

Review Before Execution

Every AI-generated plan opens in Monaco editor for thorough review. No autonomous execution—you see and approve every proposed change.

Edit & Modify Plans

Full editing capabilities with VS Code features. Adjust approaches, add constraints, remove risky steps. The plan is yours to perfect.

Approve & Transmit

When satisfied, securely transmit the approved plan to your chosen coding agent or assigned developer. Full audit trail maintained.

File-by-File Granularity for Maximum Safety

Plans break down development tasks with exact file paths corresponding to your project's repository structure. This granularity makes the impact of changes crystal clear and prevents regressions, bugs, and unintended modifications that can occur with autonomous coding agents.

Exact File Paths

Every step specifies exact file paths from your repository. No ambiguity about which files will be modified, created, or deleted.

src/components/auth/LoginForm.tsx
src/api/handlers/user_handlers.rs
server/migrations/add_mfa_columns.sql

Prevent Regressions

See exactly which legacy code will be touched. Identify potential breaking changes before they happen. Confident adoption of AI coding agents.

  • Clear impact assessment
  • Breaking change detection
  • Legacy code protection

AI-Powered Plan Generation with Full Context

Full Context Loading

Unlike other systems, we load complete file contents. No preemptive truncation - just smart warnings.

  • Complete file content, no truncation
  • Parallel file loading for speed
  • Token warnings at >100k tokens
  • Smart directory tree generation

Multi-Model Architecture

Choose from multiple AI models with project-specific configurations and temperature settings.

  • GPT-5, Claude Sonnet 4, Gemini 2.5 Pro
  • Project-specific model settings
  • Real-time token estimation
  • Context window validation

Real-Time Streaming

Watch plans generate in real-time with live progress bars and streaming content updates.

  • Live streaming with progress bars
  • Real-time syntax highlighting
  • Token count updates during generation
  • Background job status tracking

Structured XML Format

Plans use structured XML with numbered steps, enabling programmatic manipulation and extraction.

  • <step number="X"> organization
  • Title and description per step
  • File operations tracking
  • Step-by-step extraction support

Professional Editing & Execution

Monaco Editor Integration

Full VS Code editor experience. Not a text area - a professional code editor with all features.

  • XML syntax highlighting
  • Find & replace with regex
  • Multi-cursor editing
  • Auto-save to database

Integrated Terminal Execution

Execute plans directly in persistent terminal sessions. Voice input, health monitoring, full control.

  • Persistent terminal sessions
  • Voice transcription input
  • Copy plan/steps to terminal
  • Session health monitoring

Configurable Copy Button System

Server-Configured Buttons

Dynamic copy buttons configured server-side with template placeholders.

Button: "Parallel Claude Agents"
Template: "{{IMPLEMENTATION_PLAN}}"
+ Custom instructions...

Smart Step Extraction

Copy individual steps or full plans with automatic content extraction.

Copy Step 3
Copy All Steps
Copy with Instructions

The Complete Planning Workflow

1

AI File Discovery

Smart file finder identifies relevant files. Select root directories for focused context. No truncation.

2

Multi-Model Generation

Run models multiple times (3x GPT-5, 2x Gemini). Each run surfaces complementary implementation details. Real-time streaming with progress tracking.

3

Edit in Monaco

Professional editing with VS Code features. Add steps, modify approaches, restructure plans.

4

Architectural Synthesis

Merge multiple plans with custom instructions. SOLID principle resolution, source traceability.

5

Execute in Terminal

Run your plan in integrated terminal. Voice commands, persistent sessions, real results.

Guides for your IDE plan mode

Codex CLI planning workflow

Pre-plan Codex runs with file discovery, multi-model merges, and approval modes.

Open the Codex CLI planning workflow guide

Claude Code planning workflow

Enhance Claude Code's native Plan Mode with multi-model synthesis and file discovery.

Open the Claude Code planning workflow guide

Cursor plan workflow

Give Cursor Composer full architectural awareness, including WSL-safe execution.

Open the Cursor plan workflow guide

Under the Hood

No Truncation Policy

Full file content loaded. Warns at >100k tokens but doesn't truncate. You get complete context.

Database Persistence

Plans stored with metadata, cost tracking, and full prompt history. Everything is auditable.

Template System

Server-side prompts with project overrides. Unified prompt processor with smart placeholders.

Experience Safe, Human-Controlled AI Development

From AI-powered generation to human review to controlled execution. This is how corporate teams adopt AI coding agents confidently—with human-in-the-loop governance, file-by-file granularity, and full control at every step.