From MCP servers and Bedrock guardrails to AgentCore runtimes and vector retrieval — we engineer the entire production stack, then hand it back to your team running on AWS.
Production Model Context Protocol servers that let Claude, GPT and local models call your real tools — Postgres, Salesforce, internal APIs — with auth, audit, and rate-limits.
Managed runtime for autonomous agents on AWS — memory, identity, tools, traces, evals. We migrate your hand-rolled loops in 2 weeks.
Claude, Llama 3, Mistral and Titan inside your VPC. Guardrails, KMS, CloudWatch — done right.
OpenSearch Serverless, pgvector, Pinecone. p95 retrieval < 100ms or your money back.
Multi-step agents with tool selection, retries, hand-off, human-in-the-loop checkpoints.
Reusable capability packs and the eval harnesses that keep agents from regressing.
Agents and connectors your people use in the assistant they already have — Claude, Microsoft 365 Copilot, GitHub Copilot, Gemini or ChatGPT. One MCP backend with OAuth sign-in, packaged per platform: a Copilot Studio agent in your M365 tenant, a connector in Claude, a config for VS Code or Gemini CLI.
Captured trace from our lunchguide MCP server. Same wire protocol Claude uses to talk to your tools — no tokens consumed, just the JSON.
Music Roaster turns a party into songs. Guests scan a QR code and write about each other; Claude writes the lyrics, Suno sings them, and the host plays them to the room. Built and run by us.
Stories in, songs out: a guest flow with no app or account, a content check before anything is sung, lyrics with twists and clean rhymes, and a slideshow with the lyrics as subtitles.
Songs sold in packs through Stripe Checkout, credited only from signed webhooks, refunds taken back automatically.
What guests write is a seed, not a script: the prompt follows each story to a punchline, sharper with every roast level.