Foundational models carry architectural constraints by design. We operate at that layer - augmenting the model and the harnesses it runs within.
Foundational models alone do not constitute production systems. Persistent memory, multi-agent coordination, autonomous tool use — these capabilities are engineered above the model layer. We develop them inside operating companies, where the constraints are observable and the outcomes are dated.
Letting instances author their own MCP servers — and the guardrails we kept.
What persistent memory buys at six months under production load.
Letting the lab generate and curate its own test suite.
Why borrowing from human-cognitive psychology leads to designs that miss what an agent actually needs.
CCX, one of the lab's releases, was selected from over 100,000 applications to the Anthropic Built with Opus hackathon — shortlisted to 500 entries and ranked 4th overall. The work ran alongside the engineering teams behind the model.
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Heads the lab. Has deployed 12+ agentic systems for enterprise clients to date.
LinkedIn →
Engineers the deployment, security, reliability, and integrations behind every AI we ship.
LinkedIn →
20+ years scaling digital businesses. Built and sold across e-commerce, SaaS, and education.
LinkedIn →Maintains lab docs, playbooks, and the website.
Tracks operations. Calendar, planning, reviews.
Recruitment automation. Sourcing to scheduling.
Legal workflow automation. Intake to delivery.
Video production. Research to final cut.
We offer a complimentary discovery session for teams operating at the architectural limits of foundational models. Describe the system you're building and we'll see where we can contribute.
