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Five million signals a day, down to five alerts. How we used agents two different ways on one anomaly detection problem, and where the line moves over time.
Four typed-decision models launched in three weeks: Jev, Clef, Strands Decider, and OpenAI's Decisions API. Here's a sourced framework for picking one...
A RAG demo takes an afternoon. A RAG system that gives correct answers on the thousandth query, from messy documents, for users who ask…Continue reading on Towards AI »
Three tasks were a near-tie. Images, 77-label routing and bad input were not.Continue reading on Towards AI »
Trustworthy AI depends on data, not just models. Discover our data-first approach to AI infrastructure, governance, and retrieval for enterprises.
A practical guide to AI agent security architecture: least privilege, untrusted input handling, sandboxing, tool gating, observability…Continue reading on Towards AI »
A LangGraph subgraph boundary dropped the plan, and the gain came from re-reading the source, not the plan.Continue reading on Towards AI »
vLLM Is 48% AI-Attributed. Here's Why That Isn't 48% Automated. Nearly half of vLLM’s October pull requests credit Claude, Codex or another AI tool in a trailer. One 109-line script measures it …
Microsoft’s Maia 300 Reveals Why the Next AI Infrastructure Race Is About Memory, Not Just Compute Microsoft’s new 288GB HBM4 accelerator promises 18 TB/s of memory bandwidth and a 96-chip …
A 9B model that returns calibrated probabilities instead of prose, with code you can run today.Continue reading on Towards AI »
Token-level metrics, tiered logs, and OTel traces joined by a single trace_id.Continue reading on Towards AI »
A position paper says small language models should run most agent calls.Continue reading on Towards AI »
Also, Meta’s Muse Wonder, Claude Haiku 5.5, OpenAI’s Ultrafast tier, Mistral Large 4, Reflection Beam, and new rivals to Jev.
Natural language is collapsing the expertise required to operate professional computing engines, but it does not collapse the expertise required to warrant their results. Education therefore has to move from teaching operation alone toward teaching specification, verification, and recovery.
I passed the Claude Certified Architect — Professional and Claude Certified Developer — Foundations exams. The score came down to…Continue reading on Towards AI »
The models got far better in 2026. They still guess when they don’t know, a swarm of them broke into Hugging Face, and AGI keeps arriving…Continue reading on Towards AI »
Part 5 of the Production RAG Series — Small-to-Big Retrieval, Bounded Semantic Splitting, Breadcrumbs, and Anthropic’s Contextual Retrieval.
What Satya Nadella’s recent essay and research on agent failures reveal about building trustworthy AI architecture
It’s context load, not fresh eyes. A workflow you can set up in Claude Code today, and a small kata where a tautological test was…Continue reading on Towards AI »
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