We solved the "AI agent black box" problem with typed tasks
augmentcode.com
augmentcode.com
The key insight: LLM attention fades after a few thousand tokens, so Tasklist carries the long-horizon plan while keeping each task within a manageable context window.
Real-time visibility means you can watch agents work, stop them mid-execution, or redirect when things go sideways. Each task emits structured events that enable analytics and future automation.