Integrating Ollama into a native desktop app: field notes

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ghost

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August 21, 2026

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Flash Onyx 2.2: teaching a local model law and game feel

Nathan C.3d ago • 4 min read

Flash Onyx 2.2: teaching a local model law and game feel

Starting work on the next Flash Onyx. Two new domains in the system prompt, and why I cut both of th...

#ai#ollama#localllm#opensource

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I Replaced All My Cloud AI With Local Models — Here's What Actually Broke

Sam Hartley4d ago • 6 min read

I Replaced All My Cloud AI With Local Models — Here's What Actually Broke

I Replaced All My Cloud AI With Local Models — Here's What Actually Broke I write a lot...

#ai#llm#selfhosted#ollama

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I A/B tested my own system prompt: 24 generations, one clear win, one rule that did nothing | Flash Onyx 2.2

Nathan C.2d ago • 8 min read

I A/B tested my own system prompt: 24 generations, one clear win, one rule that did nothing | Flash Onyx 2.2

Five new sections in Flash Onyx 2.2, measured against the build from before them, then six rounds of...

#ai#ollama#localllm#opensource

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Your LLM Returns JSON That Isn't JSON: A Robust Structured-Output Pipeline for Local Models

Syed Anzar4d ago • 7 min read

Your LLM Returns JSON That Isn't JSON: A Robust Structured-Output Pipeline for Local Models

Stop trusting your local LLM's JSON. Combine Ollama schema-constrained decoding with a resilient par...

#llm#python#ollama#json

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Why I Stopped Chasing the Newest LLM (And What I Run Instead)

Sam Hartley2d ago • 6 min read

Why I Stopped Chasing the Newest LLM (And What I Run Instead)

Every week there's a new 'best' model. I stopped upgrading and started shipping. Here's my stable lo...

#ai#llm#selfhosted#ollama

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Flash Onyx 2.2 Is Out, and It Finally Finishes the Job

Nathan C.2d ago • 4 min read

Flash Onyx 2.2 Is Out, and It Finally Finishes the Job

Flash Onyx 2.2 is live on Ollama. It's the model behind FLASH CLI, my local terminal agent, and it.....

#ai#ollama#python#opensource

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