What we build with, who we work with

Systems that plan, use tools, and complete focused tasks.

Large language models for natural-language reasoning.

Goal-oriented workflows with context and tool use.

Developer assistance for writing, reviewing, and debugging code.

Multiple specialized agents working together with shared context.

Local AI Models — Ollama

Run capable models locally with private, offline-first inference.

Cloud AI

Claude, OpenAI, and other cloud model providers.

Retrieve relevant context before generating a grounded response.

Store and search embeddings for semantic retrieval.

Break source material into useful context-sized pieces.

Rank and retrieve results by meaning, not just keywords.

Constrain and validate model behavior for safe, reliable output.