Think in centuries, build in sprints. The reverse-actualization repo-agent that clones any project, time-travels through 7 horizons, and synthesizes roadmaps you can build today.
Start Analysis Setup KeysClone any GitHub repo. Multi-model analysis builds a complete understanding โ architecture, users, maturity, trajectory.
Simulate 1, 3, 5, 10, 25, 50, and 100 years out. Focus on users' lives, not features. How does the tech entangle in their day?
Work backward from each horizon. Cultural shifts, technical turning points, monetary models. Find what to build NOW.
Roadmaps, schemas, A/B branches. Logic-graphs, spreadsheet agents, langchain flows. Low-hanging fruit first.
Every model call recorded. Quality, cost, latency. Learn which models excel at which tasks for YOUR project.
Baton handoff docs so agents reference files, not maintain context. Pick up in 6 months like it was yesterday.
Run DeepSeek, Qwen, Kimi, z.ai, Claude, GPT-4o simultaneously. Each model sees the project differently. Synthesis produces insights no single model could.
Power users fork and customize. Lay users visit the app. Same vessel, different depths. The git ecosystem is your agent's equipment library.
LOG stood for logic-graph. Spreadsheet-based agentic applications, langchain flows, cellular components โ whatever cyborg architecture you imagine.
Generate branch schemas for optimization experiments. Open multiple tabs. Merge if better. Power users study commits; lay users just ask "what's new?"