When the few lines you quoted stop making sense in the next prompt
Antigravity 2.12.0 lets you quote part of a response into your next prompt, but the definitions those lines depend on stay behind. Here is a small script that counts what got left out, plus the widths I actually measured.
A Custom Tool That Says any_of Loses Its Constraint Without Ever Erroring
I tested ten spelling variants in custom tool parameter definitions to see which ones fail loudly and which slip through unnoticed, then measured how argument validation shifts once normalization lands.
Android 17's Local Network Permission: Inventory Every LAN Call Site Before You Hand the Fix to an Agent
Apps targeting the new API level need explicit permission to reach the local network. A grep for private IPs found 2 of my 11 LAN paths. Here is the detector that found all 11, and how I turned its output into eleven checkable tasks for an agent.
Calling Local LLMs from Antigravity — Ollama and LM Studio Integration in Practice
Running local LLMs from Antigravity via Ollama or LM Studio: a real benchmark harness, how to confirm the model is actually on the GPU, a monthly breakeven model, and a wrapper that forces JSON output.
Antigravity × Ollama: Gemma 4 in Your Editor
A hands-on guide to wiring Ollama into Antigravity so you can run Gemma 4 locally. Covers cross-OS setup, endpoint configuration, model sizing, and two measured fallback routers — including why the naive one costs 4.3x when local goes silent, and how to pick a cooldown.
Setting Up Local LLMs in Antigravity for Practical Use
Step-by-step guide to configuring local LLMs in Antigravity. Covers Ollama and LM Studio integration, recommended models, Gemma 4 local setup, and troubleshooting tips for a privacy-first development environment.
Routing Between Local Gemma and Cloud Gemini 3.5 Flash by How Easily You Can Verify the Output
When I split local and cloud work by whether it was sensitive, or by which was faster, my decisions wobbled every time. The axis that finally held was different: if the output is wrong, can I catch it cheaply and undo it cheaply? Here is a router that chooses a model from verifiability and recovery cost, with working code and a measurement ledger.
Pairing a Local LLM With Antigravity to Keep Sensitive Code Off the Cloud
Should you really let a cloud agent read code that holds your billing keys and revenue logic? For indie developers that worry is concrete. Here I pair Ollama and Gemma as a local LLM with Antigravity, routing sensitive parts to local and general parts to the cloud, with the decision rules and measurements.
Antigravity × Gemma 4 API Implementation Guide — Build from Zero with Python & TypeScript
Call Gemma 4 API from Antigravity IDE. Python & TypeScript code examples, streaming, error handling, and Next.js integration — production-ready guide.
Integrating Gemma 4 Into Antigravity — A for Offline and Air-Gapped AI Development
With Apache 2.0–licensed Gemma 4, you can now run Antigravity's agent experience inside confidential or offline projects. Here is the full implementation walkthrough — Ollama/vLLM wiring, Architect/Builder prompt tuning, and production gotchas.
Gemma 4 × Antigravity Complete Practical Guide — Local LLM, RAG, Ollama/LM Studio Integration
A practical, production-grade guide to running Antigravity with Gemma 4 — covering local LLM setup, RAG pipelines, Ollama/LM Studio integration, and fine-tuning. Includes troubleshooting and operational best practices.
Vibe Coding × Local LLMs — Offline AI Development with Foundry Local and Ollama
Describe what you want to build in plain English, and let AI write the code—no programming knowledge required. Learn how to set up offline AI development with Microsoft Foundry Local and Ollama for maximum privacy and control.