External memory for AI development.
Context that persists across sessions
LLM Kanban maintains a persistent state file that survives session resets, context window limits, and model switches. The AI picks up exactly where it left off — with full history of decisions, progress, and blockers.
Backlog → In Progress → Testing → Done
Cards move through structured columns just like human Kanban. The LLM picks up a card, moves it to In Progress, implements the tasks, documents progress, and advances it to Testing — all tracked and auditable.
LLM-driven and Human-driven modes
In LLM-driven mode, AI autonomously implements and advances cards while humans review in Testing. In Human-driven mode, engineers direct work while AI handles implementation details. Both models use the same board, same workflow, same visibility.
Know exactly where AI time goes
Every card tracks estimated vs. actual time, implementation notes, and completion metadata. Teams get real data on AI productivity — not estimates. This compounds into institutional knowledge about which tasks AI handles best.
How LLM Kanban works in practice.
Create the board
Define columns (Backlog, In Progress, Testing, Done), create cards with descriptions and acceptance criteria, and set the LLM's operating instructions.
LLM picks up work
The AI reads the board state, selects the highest-priority card, moves it to In Progress, and begins implementation — documenting every decision in the card's progress log.
Human reviews in Testing
Completed work moves to Testing where engineers review, provide feedback, and either advance to Done or return to In Progress with notes. The AI reads the feedback and iterates.
Context compounds over time
As the board accumulates history — completed cards, design decisions, known patterns — the AI's effectiveness grows. New sessions start with full institutional context, not a blank slate.
Give your AI tools a memory.
60 minutes. We'll show you how LLM Kanban integrates into your existing workflow and where persistent AI context creates the most leverage for your team.
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