Self-improving sandboxed agent with memory and scheduling
Sandboxed agent that writes its own Python tools and remembers mistakes in JSON.

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Sandboxed agent that writes its own Python tools and remembers mistakes in JSON.
Git worktree isolation lets agents test instruction changes without breaking other sites—clever regression prevention.
Feature-packed AI agent UI, but competing against Claude Code, Cursor, and established agentic platforms.
Team-wide memory pool for agents when most tools stay siloed on one workstation.
Iteratively improves agent harnesses from 67% to 87% on tau-bench using production traces.
Agent self-reporting is clever, but the X post lacks proof or actual product details.