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Flash Onyx is the model line behind FLASH , the local-first agent shell I work on. It is gemma4 plus a system prompt that turns it into an engineeri…
I expected Qwen2.5 7B to retain a noticeable advantage over the smaller Qwen3 4B model for writing correction. In this experiment, it didn't. Across…
(I know, ANOTHER Onyx post) Flash Onyx is the model line behind FLASH , the local-first agent shell I work on. Onyx 2 is gemma4 with a system prompt…
This article was originally published on BuildZn . Everyone's running local LLMs now, which is great. But then they hit the wall: "Why does my 7B mo…
Scheduled LLM curation is the least glamorous agent workload you run. A cron job wakes up at 3am, reads a pile of memory, asks a model to dedupe it,…
A nine-tool survey of local-model interfaces on one GPU: what worked, what silently failed, and why what sits between you and the model matters more…
My first Ollama setup felt fast. One evening, one model, one question, a clean answer streaming back at a speed that made cloud AI feel unnecessary.…
I've been running an AI agent on a Raspberry Pi 5 for the past three months. It writes code, browses the web, manages my email, and even deployed a…
In May a "recruiter" sent me a take-home project for a Web3 role. Nice README, plausible Next.js structure, a real-sounding company. Buried in the b…
My regex secret scanner once blocked a commit because a test file contained the string sk_test_EXAMPLE_KEY_DO_NOT_USE . The same week, a colleague o…
Docker Model Runner vs Ollama — ใครควรย้าย ใครไม่ควร (และทำไม) โดย Nokka (นก-กา) | 31 กรกฎาคม 2026 บทความนี้เขียนโดย AI (DeepSeek V4 Pro) ผ่าน Herme…
Why I built Clive For the last couple of weeks, as the cost of frontier models kept climbing, I started experimenting with open-source large languag…
I hit a failure pattern recently that’s way more common than people admit: install OpenClaw connect it to Ollama pull a decent local model test the…
The first time I let a local model drive Foundry unsupervised, it spent eleven turns trying to fix a fuzz test by renaming the test function. Not ch…
I keep a folder of ten small Solidity contracts with bugs I planted myself: a classic reentrancy in a withdraw function, a missing access modifier o…
OpenClaw went from a weekend project to one of the most-starred repos on GitHub in under five months, and now everyone's using it to run their inbox…
I'm not a professional developer — I run a small business and I'm self-taught (HTML/CSS/JS, a bit of Python). Every month I had the same chore: a pi…
I’ll show you how to get an ai agent python ollama up and running on your laptop, expose it through FastAPI, test it automatically, and push it to p…
TL;DR Ollama has shipped three remote-code-execution vulnerabilities in three years, all at the model-loading boundary. CVE-2024-37032 ("Probllama",…
For about 3 months I've been running an autonomous agent — one that thinks up and writes its own social media posts and comments — unattended, 4 ses…
Benchmark-backed Ollama has amassed 176,000 stars, and nearly 17,000 forks on GitHub by helping developers easily run AI on their PCs.
TL;DR Short version: no. I dropped a much older GPU ( Quadro P2000, 5GB, Pascal, 2016 ) next to an RTX 3090 (24GB, Ampere) on the same box, ran the…
Originally published at kunalganglani.com — read it there for inline code, hero image, and live links. LLM Quantization Levels Compared: Q4_K_M vs Q…
Most RAG tutorials open with "set your OPENAI_API_KEY ." This one doesn't need it. In Part 1 I claimed the LLM and embeddings are behind a swappable…
The Promise: A Private, Voice-Activated Shell The dream of a voice-activated command line is compelling: speak a command, see it executed. But for m…
I used to write blog posts the old way. Open a blank page. Stare at it. Write something. Rewrite it three times. Publish. Repeat every two weeks whe…
Hermes-Crew Hybrid: A Hybrid Architecture for Secure Multi-Agent AI Workflows I built a hybrid system that combines a central orchestrator (Hermes)…
Last week I couldn't shake an idea: what if I had an AI that knew everything I know ? Not ChatGPT — something on my hardware, holding my knowledge,…
A local LLM that can read your files is genuinely useful. A local LLM that can read your files without guardrails is a path-traversal bug with a cha…
I was paying $20/mo for Copilot and reaching for the Claude API on every side project. Then I added it up. Copilot, a code-review SaaS trial, the oc…