DeepSeek Reasonix shows up as a native coding agent with aggressive caching and low cost. Before you adopt it or dismiss it, there's a more useful question: what specific problem does it actually solve in a real stack, and what reproducible experiment confirms that?
Sep 03 2026 · 9′ · Opinion · LLM · ia
Qwen3 landed with thinking mode and real improvements in code generation. But before you replace the model already running in your Ollama setup, there are technical questions you need to answer first. I answer them here without selling hype.
Aug 02 2026 · 9′ · Tutorials · TypeScript · Inferencia Local
The homelabber community is building local AI dev platforms and the discussion is genuinely interesting. I have some observations that go beyond the initial excitement — and a checklist so you can decide whether the experiment is actually worth it.
Jun 16 2026 · 9′ · Opinion · TypeScript · LLM
A municipality announces its "own" LLM and the technical community discovers it might be a merge of an existing model. My read: the real problem isn't the fraud — it's that almost nobody knows how to verify it. Here's the checklist.
Jun 15 2026 · 9′ · Opinion · LLM · open source
A 26M parameter model trained via Gemini distillation for tool calling showed up on HN and made me stop everything. Not to celebrate — to understand what real problem it points at, where the limits actually are, and whether it belongs in a stack like mine.
May 17 2026 · 8′ · Opinion · TypeScript · LLM
I've been team Ollama since day one. Last week I tried replacing it with raw llama.cpp and a minimal wrapper. What I found forced me to rethink something I thought I'd already figured out: Ollama solves UX, not infrastructure.
Apr 16 2026 · 6′ · Opinion · docker · LLM
Apple's 'accidental moat': privacy wasn't a feature — it was the Plan B nobody took seriously. I have an M3 Pro and the local inference numbers are no longer a joke. Real benchmarks inside.
Apr 13 2026 · 9′ · Reflections · ia · modelos locales
Architecture, real systems, product decisions and technical lessons. Everything reviewed with my own judgment before it ships.
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