AI that actually ships.
Research, strategy, and implementation for teams building AI products. We help you cut through the hype and ship systems that work.
What we do
We work with teams at every stage — from "should we build this?" to "why is this breaking in production?"
Research & Analysis
Tool evaluations, architecture reviews, build-vs-buy decisions, and honest assessments of what's hype vs. what works.
Implementation
Agent systems, orchestration, sandboxing, cost optimization, and production-grade AI applications.
Advisory
Fractional AI expertise for teams without dedicated AI staff. Strategy, code review, and hands-on guidance.
Research
Opinionated analysis of AI tools, frameworks, and patterns. No fluff.
AI Coding Assistants Tier List (2026)
Cursor, Copilot, Cody, Windsurf, and the rest — ranked by someone who actually uses them daily.
Agent Frameworks Compared
LangChain, CrewAI, AutoGen, and the new wave — what works, what doesn't, and when to skip the framework entirely.
Why us
◆ Hands-on builders, not theorists
We've shipped agent orchestration systems, sandboxed execution environments, and multi-tenant AI platforms in production.
◆ Cost-conscious
We've optimized LLM workloads to cut costs 80%+ without sacrificing quality. We know where the money goes.
◆ No vendor lock-in
We're not selling you a platform. We help you build systems you own and understand.
◆ Research-driven
We publish what we learn. Our incentive is to be right, not to sell you something.
Work with us
Tell us what you're building. No sales calls — we'll reply with honest feedback and next steps if there's a fit.