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Technical articles on production LLM systems: data integration, reliable agents, evaluation, and recovery.

AI Workflow Engines for Durable, Auditable Systems

A practical design for AI workflow engines with durable state, deterministic recovery, retries, audit trails, evals, and cost control.

Aug 17, 202612 min read
#AI workflows#durable state#retries#audit trails#evals#orchestration

Is Saying an LLM Doesn't Think Like Saying a Calculator Can't Do Numbers?

Where the calculator analogy for LLMs holds and where it breaks: what interpretability, chain-of-thought and philosophy of mind say about thinking.

Jul 2, 202616 min read
#LLM#AI Reasoning#Interpretability#Philosophy of Mind

Running a Small Language Model on an Xbox Series S

An engineering report on porting a small language model to an Xbox Series S: what runs at 71 tok/s on the Zen 2 CPU, updated with the measured GPU verdict.

Jun 26, 202614 min read
#Edge Inference#On-Device AI#ONNX Runtime#Xbox#SLM#UWP

What Bank-Grade Key Management Teaches You About Agent Eval Harnesses

Five disciplines from banking security — durable state, deterministic recovery, dual control, and audit trails — applied to LLM agent evaluation.

Apr 18, 20265 min read
#Agent Evals#Verifiable Systems#LLM Production#Banking#MCP