Building specialist AI agents for professional deliverables.

March 15, 2026

We introduce a structured handoff protocol that preserves business context across agent boundaries. Our approach reduces context degradation by 84% compared to naive chaining, enabling multi-step workflows where downstream agents receive the full semantic payload of upstream outputs without manual re-prompting.

February 28, 2026

We benchmark 10 domain-specialist agents against leading general-purpose models on a suite of 96 business deliverable tasks. Specialist agents produce outputs rated 2.3x higher on domain accuracy and 1.8x higher on format compliance, while requiring 60% fewer revision cycles from users.

January 12, 2026

We present a method for encoding structured business profiles — industry, audience, voice, goals — into dense context embeddings that condition agent outputs. Our approach eliminates the need for per-request context injection and produces outputs that users rate as 'sounds like someone who knows my business' 91% of the time.