
Drop in any model. Get a harness. Offline-first CLI + TUI that detects model type, runs the right harness, serves HTTP, and scaffolds plugins — for...
Drop in any model. Get a harness. Offline-first CLI + TUI that detects model type, runs the right harness, serves HTTP, and scaffolds plugins — for tabular, embeddings, LLMs, vision, diffusion, computer use, and more.

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.