set_detect_anomaly points at the wrong layer and costs you 10x on CPU. A forward hook adds roughly 3ms per pass, names the layer that produced the NaN, and pairs with a gradient norm check that fires a step earlier.
Version 0.7.0 of the experimental AI plugin adds content classification, bulk alt text generation, and hooks for changing system instructions before results are saved. Here is what holds up, what to watch on a slow host, and what 0.8.0 has queued.
Row-wise iteration is what makes most Pandas code slow. This walks through profiling with %timeit and memory_usage, replacing iterrows with vectorized operations, cutting memory with category types, and when to move to Polars or DuckDB instead.
WordPress 7.0 ships the MCP adapter as a separate plugin and leans on reversible decisions while contributor time is short. What that changes for dependency management, plus how to register a custom ability.
Scoring models that look great on one training set often break in production. These are the four filter rules I run across stratified folds so variable selection survives data the model has never seen.
Anthropic’s subscription ban pushed me off Claude for OpenClaw. Here is the OpenRouter setup I use with Kimi-K2.5, what it costs, where it runs slower, and the GDPR problem with hosted weights.
Automating every quick question makes tasks faster and teams weaker. What the research on informal communication and AI burnout shows, plus three ways to put useful friction back into the workflow.
Version 0.8.0 of the WordPress AI plugin moves image generation out of experiments, adds a Refine from Notes experiment that applies editorial notes for you, and ships the first AI dashboard widgets.
Part 2 on summarizing a 200,000-word handbook: validating K-means clusters with UMAP and silhouette scores, picking the chunk nearest each centroid, and where the final reduce step still drops topics.
Levenshtein and Soundex break the moment a query crosses script boundaries. Notes from a sanctions screening build on byte-level transformer embeddings, ANCE hard negative mining, and where CJK still causes trouble.