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Fix PyTorch CUDA Errors: torch.cuda.is_available() False & Version Mismatches (2026)
Struggling with PyTorch or CUDA installation errors? This guide covers version mismatches, dependency conflicts, and GPU detection failures with step-by-step solutions.
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.
Routing thinking_level by Task in Gemini 3.5 Flash — Re-measuring My Token Spend
After Gemini 3.5 Flash became Antigravity's default, my thinking tokens crept up quietly. Here's how I measured thinking_level per task type and landed on a setup that cuts spend without losing accuracy.
Parallel Agents Quietly Burn Through Your Quota — A Self-Defense Circuit Breaker When Limits Are Invisible
Even on AI Ultra's high ceiling, running parallel agents can exhaust your allowance without warning and leave later runs half-failing. Assuming the limit is invisible from outside, here is a circuit breaker that records consumption on your side and applies the brakes, drawn from real operation.
How Far Can Android Studio's Migration Agent Take iOS Code Into Kotlin? A Hands-On Evaluation
I fed one screen of my ukiyo-e wallpaper app to Android Studio's migration agent. What the generated Kotlin got right, the 12 fixes it needed, and the review workflow I now run before accepting any of it.
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.
Chrome DevTools for agents 1.0 goes stable — what changes when it ships inside Antigravity 2.0
Google has shipped Chrome DevTools for agents 1.0 as a stable release and bundled it into Antigravity 2.0. Here is what becomes possible, how it differs from Playwright MCP and Claude in Chrome, and what to watch out for on day one.
Three Months Using Antigravity as a Creative Assistant: An Artist's Honest Review
An indie creator who develops apps while maintaining an international art practice shares an honest, three-month account of using Antigravity for the work that surrounds creation. What can you delegate? What must stay in your own hands? Here's the dividing line I found.
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.
3 Weeks with Gemini 2.5 Flash as My Default in Antigravity — Speed, Accuracy, and Cost in Practice
What actually changes when you switch from Gemini 2.5 Pro to Flash as your default model in Antigravity? Three weeks of real usage data, including where Flash falls short and when Pro still earns its place.
VSCode 1.118: The Quiet Upgrade That Matters for AI-Assisted Development
VSCode 1.118's pay-as-you-go prep, prompt caching, and context compression, revisited after a month-plus on Copilot's consumption billing: how to measure your tokens, a break-even comparison, and settings that keep your bill from creeping up.
Antigravity vs Cursor vs Bolt for Monetization Projects — 2026 Comparison
A practical comparison of Antigravity, Cursor, and Bolt from a revenue generation perspective. Which AI development tool should indie developers and freelancers choose for projects designed to make money?