A standalone agent harness in Rust: a provider-agnostic loop, MCP tools, a path jail and prompt-injection interlock, sandboxed shell, scheduled...
A standalone agent harness in Rust: a provider-agnostic loop, MCP tools, a path jail and prompt-injection interlock, sandboxed shell, scheduled triggers, and an eval rig that grades the trace.

A self-updating knowledge graph for your projects — external memory for AI agents.

Notion – A Windows desktop tool for enhanced AI features, template packs, and database management to boost productivity in 2026.
Kotlin Multiplatform semantic cache for LLM calls: eleven guards against false cache hits, measured on blind corpora, coroutine-first.
Annotate AI outputs in bulk and apply all revisions in a single pass to improve efficiency and maintain consistency.