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Hey IH 👋 Creators spend hours making content, then post it blind — hoping the algorithm picks it up. Most of the time, it doesn't. Not because the cont...

This is a linkpost for my Harvard Crimson op-ed for its commencement issue. I will not reproduce the whole text here, but my advice to the class of 2026 is in the following parts: My advice for the…

Nichelle Nichols' estate was awarded $13 million.

Extension for Visual Studio Code - Ask coding questions inline and get answers in the format of a Stack Overflow thread — condensed, multiple competing answers, one accepted.

A critical security update has been released for UpdraftPlus and UpdraftCentral. Learn who is affected, how to update, and how to stay protected.

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Extension for Visual Studio Code - Ask coding questions inline and get answers in the format of a Stack Overflow thread — condensed, multiple competing answers, one accepted.

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Money Manager: Cash Counter, Zakat Calculator, Age and Cow Weight Calculator

A 41 TB filesystem, two kernels that didn't know about each other, and the ~320 KB of writes that brought it all back.

Inspired by the role of sleep in biological continual learning, we introduce RVW, a trans- former architecture for online continual adaptation of pretrained models. RVW maintains a small pool of per-layer experts that grow and prune in response to distribution shift, with no replay buffer and no explicit task identifier. Applied to TinyLlama-1.1B on a 15,000- chunk six-domain stream, RVW reaches 40 average held-out PPL, substantially better than EWC (158), fine-tuning (164), and LoRA (448) on the same parameter-matched base, while preserving prior-domain performance. Threshold sweeps suggest a combinatorial encoding reading: domain knowledge appears to be carried by routing patterns across layers rather than by individual specialized experts.

Learn what agentic search is, how agentic search differs from RAG and agentic RAG, and how to combine semantic search, query tools, shell tools, and Agent Skills for context engineering.