Engineering Blog
The SAMI Blog
Deep dives into multi-agent AI, code intelligence, and the future of developer tools.
ResearchFeatured
Designing for AI Quality: When to Trust a Single Model vs. Require Consensus
Not every AI task benefits from multi-agent consensus. Knowing when to use it — and when it adds cost without benefit — is one of the most important design decisions in an AI-backed product.
The SAMI Team11 minRead article
Engineering12 min
How to Integrate S.A.M.I. with Your Claude or Custom LLM Setup
S.A.M.I. exposes an integration server that any Model Context Protocol client can attach to. Here is a practical walkthrough of the connection flow, available tools, authentication, and the design choices we made.
The SAMI Team
Engineering10 min
Why We Built S.A.M.I. Around Multi-Agent Consensus
Single-model coding tools make a silent assumption: one AI is enough. We disagree. This post explains the engineering reasoning that led us to build a consensus-first orchestration system and what we learned along the way.
The SAMI Team