Blog
What we learn in production, written down for the next team facing the same problem.
What a 40+ tool agentic loop taught us about production AI
Building an AI assistant platform meant going far past chat completion: tool orchestration, long-term memory, and a security surface most teams underestimate.
Monolith to microservices, without stopping the auctions
Six years as lead engineers on a real-time used-car auction marketplace taught us how to re-architect a system that is never allowed to stop.
Compliance as a feature, not a checkpoint
The rules are written down, they rarely change, and they apply to every competitor equally. Taking a KYB platform to SOC 2 Type 1 readiness turned them into a better spec than most we are handed.
Fixed project or long-term team? One question decides
It is not about budget or trust. It comes down to whether the goal will still be the same in three months — and picking the wrong model costs months of work.
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