AI Reliability
How to evaluate AI agents and RAG systems before production breaks them
The failure modes, evaluation flywheel, and release gates that separate a convincing demo from an AI workflow your team can safely operate.
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Technical notes for teams shipping AI that has to work.
Buyer-intent explainers, implementation patterns, and practical failure analysis — not AI news.
Production AI
An AI agents roadmap for financial services teams
A practical sequence for moving from brittle chatbots to grounded, auditable agents in banks and insurers — workflows first, retrieval you can defend, and metrics tied to real operations.
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Topiax Brief #2 — compliance-friendly retrieval patterns
How we structure corpora, access control, and logging so legal and compliance can sign off without turning every deploy into a committee meeting.
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Topiax Brief #1 — what shipped AI actually measures
The handful of metrics that separate a pilot from something your COO will defend — throughput, quality, rework, and escalation — with a simple hierarchy you can adopt in one sprint.
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