Most AI-assisted development still follows the old split. A human writes the spec, a human writes the code, and the AI helps with autocomplete or generates tests at the end. AI-DLC (the AI-Driven Development Life Cycle) reverses that. The AI…
> TL;DR — I open-sourced an AWS sample that makes LLM document extraction learn from human corrections. Each QA fix is captured once and reused, so the pipeline gets more accurate and cheaper over time — with no retraining and no redeployment.
Each post made its own case. Neither one answered the question readers kept asking me: if you can only add one, which one, and what does each actually buy you against a plain LLM? So I built a small benchmark…
Moonshot AI's Kimi K3.1 Pro, a 2.8T-parameter model, is deployed on AMD Instinct MI355X GPUs with ATOM and vLLM support for multimodal AI tasks. Moonshot AI has announced the deployment of its latest multimodal AI model, Kimi K3.1 Pro, on AMD Instinct MI355X GPUs.
Most YouTube videos have a transcript, and for most of them it was written by speech recognition. That's fine for following along. For a quote in a paper, a news story or a legal note, the question is how far…
First, the honesty box: I did not run the prover. It needs a single H100, ~290 GB of host memory, and the 232 GB 4-bit Llama 4 Maverick weights. What I did run is a full shallow clone of the released repo plus a…
How Claude Code memory works: every CLAUDE.md location, auto memory and MEMORY.md, load order, size limits, compaction, and what it doesn't share with a team. Claude Code has two memory systems. CLAUDE.md files are instructions you write,…
Three Explore subagents sent out at high to find every caller of the one function you're refactoring. Until Claude Code 2.1.316, that is what a high session got you: a subagent with no effort of its own inherited the session's, unless…
Microsoft's configuration guidance describes the RunAsPPL setting and the need to verify signed LSA plug-ins. A plugin that fails under protection can affect logon, VPN, smart-card, or other authentication workflows. The failure may appear only on specific endpoints or after…
_📚 Chronicles of the Digital Archive: How Developer Communities Are Reshaping Writing in the Age of... Tagged with mlhacks, devchallenge, hackathon, artifacts. _📚 Chronicles of the Digital Archive: How Developer Communities Are Reshaping Writing in the Age of Intelligent Technology Templates let…
Model releases, benchmarks, safety, prompts, and new use cases.
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