HSHaithem Slimiinnightthoughts.hashnode.dev·15h ago · 10 min readHow to Set Up NVIDIA API Keys and Use Them with Ollama and OpenClaw on a Mac Mini (Part 1)A Mac mini running Ollama and OpenClaw is a capable local AI stack. The missing piece has always been access to frontier-scale models without needing a GPU cluster. NVIDIA's free API tier on build.nvi00
Mmarketineworldlive.hashnode.dev·20h ago · 1 min readLost-in-middle on our 12 needles: end 12/12, begin/mid 0/12 (not a U-curve copy)Canonical: Lost-in-middle context position self-test on eWorld.liveCheck date: 2026-09-28 PT · API spend $0 Author HarborMesh fiction: 12 gold needles, K=10 (1 relevant + 9 distractors), same needle a00
SDShreyas Dattainshreyas-systems.hashnode.dev·4d ago · 8 min readI Spent 3 Weeks Debugging a Local LLM Agent on Consumer Hardware. Here’s Everything That Broke.I recently set out to build an air-gapped, local-first autonomous agent running on consumer hardware. My constraints were strict: a single 16GB VRAM graphics card (an AMD Radeon RX 7800 XT), an Ollama00
APAmaresh Pelletiindevtoolhub.hashnode.dev·Sep 21 · 1 min readRunning Ollama in Production: systemd, TLS, and API AuthOriginally published on DevToolHub. Ollama has zero built-in authentication, the default systemd unit isn't sandboxed, and the reverse-proxy example in Ollama's own FAQ has no TLS. None of that's a b00
PSPeak Sornpaisarninpeak-ai-and-automation.hashnode.dev·Sep 18 · 9 min readStop Retyping Everything: A Slash-Command Console for Your Local LLM StackYou've built the perfect local LLM session ritual. It goes: reset the context with a rolling summary, re-inject the profile, set num_ctx, pull in the right prompt file, then finally ask your question.00
APAmaresh Pelletiindevtoolhub.hashnode.dev·Sep 17 · 2 min readAI Agents Explained: How They Actually WorkOriginally published on DevToolHub. AI agents explained in one sentence: software where an LLM decides what to do next based on the result of what it just did, in a loop, instead of following a scrip00
APAmaresh Pelletiindevtoolhub.hashnode.dev·Sep 15 · 2 min readWhat Is RAG? Retrieval-Augmented Generation ExplainedOriginally published on DevToolHub. What is RAG, in one sentence? A way to make an LLM answer using documents it was never trained on — search those documents for relevant passages, hand the model th00
APAmaresh Pelletiindevtoolhub.hashnode.dev·Sep 14 · 3 min readWhat Is an LLM? A Working Model for EngineersOriginally published on DevToolHub. An LLM is a model that has one job: given the text so far, predict the next token, append it, and repeat. Everything else — chat interfaces, coding assistants, age00
HSHaithem Slimiinnightthoughts.hashnode.dev·Sep 11 · 13 min readI Turned My Mac Mini Into a Local AI Workstation — Here's Exactly HowA Mac mini is not a toy. Even the base model can run 8B-parameter models at conversational speeds, host a persistent AI agent, and handle real work without sending a single byte to the cloud. Higher c00
A加Aravinda 加阳inaravindagn.hashnode.dev·Sep 11 · 6 min readHow to Build a Fully Local AI Coding Agent with Ollama + OpenCode (No Cloud, No API Keys, No Monthly Bill)Cloud-based AI coding assistants are great — until you hit a usage cap, worry about sending your code to someone else’s server, or just don’t have Wi-Fi on a flight. What if your coding agent lived en00
