News
Making LLM security verdicts verifiable: the evidence gate pattern
1+ hour, 11+ min ago (271+ words) Every "AI security analyst" I tried had the same flaw: a correct verdict and a confident-but-wrong one are indistinguishable on screen. In security that's not a UX nit " it's the whole problem. So I built USAP around a single rule,…...
Prompt Design AI: Master the Art of AI Communication - Prompt Hero. Ai
12+ hour, 19+ min ago (1014+ words) The foundation of effective prompt design ai starts with recognizing that AI models perform best when given clear parameters. Think of it like delegating to a highly capable but literal-minded assistant. You wouldn't tell an employee "do some work on…...
Compile Once, Run Offline: New AI Method Matches 32 B Models With a 23 MB File
1+ hour, 34+ min ago (399+ words) A team of researchers from the University of Waterloo, Cornell University, and Harvard University published a paper on July 2, 2026, proposing that a large language model need not answer every query " it can instead be used once, to compile a task's…...
Optimizing Git Performance for Large Repositories
1+ hour, 35+ min ago (367+ words) The single most effective lever on developer productivity in a large codebase is reducing the time between intent and a usable checkout; long git clone or git fetch times are measurable waste, not inevitability. The fixes live in three places…...
I Set Out to Build an Astrology AI. I Ended Up Studying Context.
4+ hour, 7+ min ago (67+ words) How building astrology software led me to context engineering. When I started this project, I thought I was building an astrology "...
langchain AI skills
4+ hour, 38+ min ago (73+ words) Upskill in AI " 16 free pathways, live workshops & bootcamps, and 50+ courses from practitioners. Plus the skills, tools, and MCP servers to practice on. " 2026 AISOLO Technologies Pvt Ltd 8 indexed skills " max 10 per page Master the Lang Chain framework for building sophisticated LLM…...
Just realized the JSON pain has been already solved thanks to github. com/kaptinlin/jsonrepair Shout out to @kaptinlin
2+ hour, 14+ min ago (20+ words) Why We Chose Go for Our AI Agent Platform (When Everyone Else Picked Python). .. Tagged with github, go, opensource, tooling....
Chunked Prefill: Why One Long Prompt Freezes Your LLM Server
2+ hour, 3+ min ago (605+ words) You ship an LLM service. p50 latency looks great. Then a user pastes a 40-page contract into the chat, and for the next 400 milliseconds every other user's tokens stop arriving. Their streams freeze, then catch up in a burst. Your dashboards…...
AI coding costs: how a local index cuts tokens by 94%
3+ hour, 39+ min ago (1076+ words) AI coding costs are dominated by input tokens, not output. AI coding costs are primarily driven by redundant input tokens, not the code your AI generates. Research shows that 90% of a typical enterprise AI bill comes from context sent to…...
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