When an Overnight Local Agent Crawls by Dawn — Keeping Ollama's Latency Flat by Working Backward from Context Length
Why each step of a long-running local agent gets heavier toward the end, how to measure it from Ollama's timing fields, and how a fixed num_ctx plus a rolling summary keep per-step latency flat.
LM Studio Not Starting or Model Won't Load? Fixes for Mac & Windows (2026)
Fix LM Studio startup failures, model loading errors, and unresponsive local API server issues on Mac and Windows with step-by-step solutions and prevention tips.
Running Antigravity Behind a Proxy — Connection Design for Corporate Networks, SSL Inspection, and Hotel Wi-Fi
Keep Antigravity working behind corporate proxies, SSL inspection, and hotel Wi-Fi: layer-by-layer diagnosis, certificate trust, NO_PROXY design, and connection profiles with a local LLM fallback.
Cutting Down 'Plausible but Wrong' RAG Answers — A Retrieval Evaluation Harness for Gemma 4 and Antigravity
Replace gut feeling with recall@5, MRR and faithfulness scores — a 30-question golden dataset and a small Python harness for evaluating a local Gemma 4 RAG stack.
Which Local-LLM Path to Keep with Antigravity: Ollama, LM Studio, or Raw Gemma 4 (Indie Judgment Notes)
After running three local-LLM paths from Antigravity in parallel, here is what I kept and what I cut, written from a one-Mac-mini indie operation.
Gemma 4 on Antigravity: Picking Q4 vs Q5 — What I Found After a Week on M2 Mac
A hands-on comparison of Gemma 4 quantization variants (Q4_K_M / Q5_K_M / Q8_0 / fp16) running locally with Antigravity on a 16GB M2 Mac, measured across speed, memory, and output quality.
How to Fix Out of Memory Errors When Using Gemma 4 in Antigravity
Getting out of memory errors when running Gemma 4 in Antigravity? This guide covers how to diagnose the issue and fix it—from switching to quantized models to tuning Ollama settings—based on real troubleshooting experience.
How to Fix LM Studio Response Cutoffs in Antigravity
When Antigravity cuts off LM Studio responses mid-stream, the culprit is usually one of four configuration issues. This guide walks through each cause and explains exactly how to fix it.
Force Gemma 4 to Stay Inside Your Schema: A Production Guide to Constrained Decoding in Antigravity with GBNF, Outlines, and vLLM
A production-grade guide to running Gemma 4 locally in Antigravity while guaranteeing schema-compliant output. Covers llama.cpp GBNF grammars, Outlines with Pydantic, and vLLM guided_json — with concrete Python code and failure-mode fallbacks.
A Daily Workflow for Using LM Studio with Antigravity — Model Selection, Wiring, and Everyday Practice
A practical guide to making LM Studio your everyday model provider inside Antigravity — how to pick a model, wire up the OpenAI-compatible server, and survive the small surprises that come with daily use.
LM Studio Not Visible to Antigravity — Diagnosing Port, CORS, and Model-Load Layers
When Antigravity can't see LM Studio's models, the fix is rarely one setting. Walk through the three layers — server port, CORS, and model visibility — and recover cleanly, with the exact commands to verify each step.
Antigravity × AgentKit 2.0 × Gemma 4: Cut API Costs by 80% with a Local Multi-Agent System in Production
A complete implementation guide to combining AgentKit 2.0 with locally-run Gemma 4, cutting cloud API costs by 80% while maintaining production-grade quality. Covers hybrid LLM routing, fault tolerance, and cost monitoring.