2d ago · 7 min read · Nous Research's Atropos RL framework runs ~1,000 task-specific verifiers. Two of those categories are Schema Adherence and Tool Use — not as a shared bucket labeled "function calling," but as separate, explicitly trained behaviors. I wired Hermes 4 4...
Join discussion2d ago · 9 min read · Hermes 4 405B hit 96.3% on MATH-500 when it launched on August 26, 2025. That number got copy-pasted into every coverage headline within 24 hours. Most of those headlines missed the actual story. I've been running Hermes 4 on OpenRouter at $1/M input...
Join discussion6d ago · 2 min read · How much context are you actually saving? ContextZip tracks it. $ contextzip gain Today: 42,891 chars saved (23 commands) This week: 287,432 chars saved (156 commands) All time: 1,247,891 chars saved (892 commands) Every command that runs throu...
Join discussionApr 7 · 2 min read · You renamed an interface property. TypeScript reports the error in every file that uses it. 40 files, 40 identical error messages: src/components/Header.tsx(12,5): error TS2339: Property 'userName' does not exist on type 'User'. src/components/Sideba...
Join discussionMar 19 · 5 min read · I burned through my Claude Code context window three times in one session. The third time, I snapped. I was debugging a Node.js app. Claude ran npm install, and 150 lines of deprecated warnings flooded my context. Then a stacktrace — 30 lines of node...
NNube commentedMar 19 · 4 min read · I don't write Rust. I can read it well enough to catch obvious bugs, but I've never typed impl or fn main() from scratch. Yet I shipped a 40-module Rust CLI with 1,056 tests in 3 weeks. Claude Code wrote every line of Rust. I wrote prompts, reviewed ...
Join discussionMar 19 · 3 min read · My Claude Code session died mid-debug. Not because the problem was hard — because npm install dumped 150 lines of deprecated warnings into the context window. That's the real cost of context waste. It's not about money (though tokens aren't free). It...
Join discussionMar 15 · 2 min read · When people hear “prompt engineering,” they think “how to ask AI better questions.” Wrong lens. That’s the chatbot user’s perspective. When you’re building a service on top of an API, prompting is programming the model’s behavior. I’m working on a Ko...
Join discussionMar 15 · 2 min read · When people hear “prompt engineering,” they think “how to ask AI better questions.” Wrong lens. That’s the chatbot user’s perspective. When you’re building a service on top of an API, prompting is programming the model’s behavior. I’m working on a Ko...
Join discussionMar 15 · 2 min read · “Which model is the best?” The question itself is amateur. The answer is always “depends on the task.” Pros mix. I’m building a Korean fortune-telling app (saju — four-pillar astrology) and a real estate analysis service as side projects. I’ve been t...
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