Moving AI out of the browser and into the operating system for context control and speed.
Browser-based AI is limited by "Chat Isolation." Your project files live on your drive, but your intelligence lives in a tab. By moving AI to the Terminal, we achieve:
Best for: High-context planning and free tier usage.
gemini chat/init to create a gemini.md file. This file acts as the "Project Charter," instructing the AI on the project's goal every time you open a session. No more re-explaining yourself.Best for: Complex coding tasks and Agent Delegation.
claude/agents to spin up sub-agents (e.g., "Research Specialist", "Code Reviewer"). Claude can delegate a task to a sub-agent to keep your main context window clean./cost to see exactly how many tokens your session has consumed.Best for: Privacy and offline work.
Best for: Integrated GitHub workflows and iterative coding.
copilotShift+Tab to have Copilot architect a solution before writing code.The Pro-Move: Using multiple intelligences on a single project state.
$ touch context.md
Create a single context.md (or keep gemini.md and claude.md synced). This allows you to:
outline.md.outline.md and critique it.All agents read from the same file system, effectively collaborating without direct API connections between them.
The terminal allows for specific "Persona Injection" via flags or config files. We recommend setting up a Review Agent.
/agent create brutal_critic
System Prompt: "You are a ruthless academic reviewer. Your goal is to find logical fallacies, weak citations, and Taylorist assumptions. Never compliment, only critique."
Run this agent against your draft (`draft.md`) to get an unvarnished analysis before human review.