The frontier research arm behind SwarmX (Fugue) — where new agent capabilities are tested against real users before they ever ship.
From research paper to production swarm.
What is Our Approach? We test every capability on real users before we trust it — research, prototype, pilot, then production. Nothing earns a place in the product on promise alone.
Over 40 years developing the theoretical foundations of machine intelligence, symbolic reasoning, and universal language understanding. Holds patents behind AGI's core technology and serves as President of AGI Labs.
Sales and technology entrepreneur with 30 years building startups and new enterprise business; founder of four ventures with three successful exits.
Every claim we make is graded by its evidence — observed, founder-tested, or paper — and we say which, out loud.
Structural guarantees — sandboxing, reservations, custody — outperform warnings and confirmations at every skill level.
Quote the high end, show the meter, never fabricate — one discipline serving every audience we build for.
Novices misjudge risk irrationally; experts miss vulnerabilities confidently. Defaults have to protect both.
The same machine at different zoom levels — never three separate products that break the trust between them.
Research becomes a prototype, a prototype earns a pilot, and a pilot earns production — measured against real outcomes.
AGI Labs turns early research into production-ready capabilities. Every initiative is measured against real outcomes before it ships to customers.
Talk to our team about bringing CoherenceFirst Intelligence to your organization.
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