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News
When a Zero-Parameter Cache Overtakes a Transformer
26+ min ago (574+ words) The question this series exists to answer, put in a form that can be measured: a transformer sees a fixed 64-token window, a count table over the current document sees the whole document, and as documents get longer, how much…...
Decoding the LLM's 'Subconscious': Building Implicit Risk Control via NLP Semantic Parsing
1+ hour, 2+ min ago (524+ words) At 2026-09-12 01:20:47, my AI-driven crypto trading system was milliseconds away from executing a leveraged long position on NEARUSDT. The Large Language Model (LLM) had just outputted a definitive, structured JSON decision: FINAL_RULING=PROCEED. By all traditional algorithmic metrics, it was a green light....
The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path
1+ hour, 9+ min ago (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....
Recursive CTEs: How SQL Secretly Learned to Loop
1+ hour, 20+ min ago (454+ words) Ask a SQL query to find "all employees under this manager," and things get ugly fast if you don't know how many levels deep the org chart goes. A regular join handles one level. Two joins handle two levels. Nobody's…...
Implementation of Machine Learning Workflows with NVIDIA cuML, RAPIDS, GPU Benchmarking, Explainability, Clustering, and Model Inference
1+ hour, 44+ min ago (198+ words) We benchmark scikit-learn and cuML implementations of PCA, K-Means, nearest neighbors, logistic regression, random forests, and DBSCAN. We generate datasets on the GPU, synchronize CUDA operations for fair timing, and record the speedup each accelerated algorithm achieves. We also compare…...
World Models: The AI That Learned to Dream Before It Could Walk
2+ hour, 42+ min ago (546+ words) Big Ideas in AI — Part 01 Inside the race to build machines that can imagine the future,... Tagged with ai, worldmodels, agentskills, machinelearning....
I recorded my Kubernetes AI agent failing, on purpose
3+ hour, 3+ min ago (457+ words) Most demos of AI-for-infrastructure tools show a clean run. I think that is exactly backwards, and I want to explain why by walking through the thirty seconds of my own demo that a normal product video would have cut. A…...
I described 1,245 tables with an LLM and retrieval got worse
3+ hour, 50+ min ago (1126+ words) The cataloguing step is supposed to be the easy win. You have a schema whose tables are called ecm_template_link and v_pmpm, your users ask questions in English, and the gap between those two vocabularies is why retrieval misses. So you point a…...
Every text-to-SQL benchmark score you've seen was measured without access control
3+ hour, 50+ min ago (955+ words) Spider, BIRD, LiveSQLBench. If you have evaluated a text-to-SQL system in the last five years you have quoted a number from one of them. All three ask the same question: given a schema and an English question, does the system…...
The Algorithm Behind the Algorithm
1+ min ago (714+ words) Elon Musk’s five-step engineering algorithm — question requirements, delete, simplify, accelerate, automate — is a powerful antidote to accumulated …...