A practitioner's hypothesis on why deliberate reasoning has to be elicited — and why that makes long-horizon control harder than it looks
A C++ snapshot parser, NATS pipeline, and browser heatmap for limit order books
The filter-refine pattern behind RAG, speculative decoding, CPU branch prediction, and a string search library
When Union-Find beats HashSet and why access patterns determine algorithm choice
Event handling, idempotency, and recovery strategies for CDC consumers
Why Atlas shared tiers fail for CDC and how to configure a production-ready pipeline