ccg-latent

What problem does it solve?

Complex development tasks often involve many steps, leading to high token usage and difficulty in maintaining context and progress. This Skill provides a structured, token-efficient workflow to manage multi-phase projects, reducing costs and improving clarity.

Core Features & Use Cases

• 4-Phase Workflow: Guides you systematically through Analysis, Plan, Implementation, and Review for any development task, ensuring thoroughness and reducing oversight.
• Token Efficiency: Reduces token usage by 70-80% through hidden-state reasoning and sending only context deltas, significantly lowering operational costs.
• Structured Output: Provides clear, human-readable progress updates in your editor, making it easy to follow the AI's reasoning and actions.
• Integrated Validation: Automatically runs guard_validate and testing_run_affected after each patch, ensuring code quality and functionality throughout the implementation phase.
• Use Case: Imagine fixing a complex bug that spans multiple files. Use Latent Chain Mode to systematically analyze the problem, plan your patches, implement them with integrated validation, and review the final changes, all while minimizing token costs and ensuring a robust solution.

Quick Start

Fix the login timeout bug using Latent Chain Mode.