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.
4 Runtime Error Patterns from Gemma 4-Generated Code in Antigravity — and How to Fix Them
Gemma 4 writes clean-looking code — until it runs. This guide covers the four most common runtime error patterns in Antigravity-generated Python code: TypeError, AttributeError, asyncio issues, and import conflicts.
Gemma 4 Tool Calls Failing in Antigravity? Here Are Three Things to Check First
When Gemma 4's Function Calling breaks in Antigravity IDE, the root cause usually falls into one of three patterns. This guide walks through diagnosis and fixes for each.
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.
Antigravity × Gemma 4: Building an On-Prem PII Masking Agent — Production Design That Keeps Sensitive Data In-House
When customer data cannot leave your network, here is the on-prem PII masking pipeline I run in production using Antigravity and Gemma 4 — including the audit, key, and latency decisions that hold up under SOC2 review.
Gemma 4 × Antigravity — Complete Guide to On-Device AI for iOS and Android
A hands-on implementation guide for integrating Gemma 4 into both iOS (Core ML) and Android (TensorFlow Lite / AI Core) with Antigravity. Covers model conversion, quantization, battery management, and app store approval.
Building Japanese NLP Apps with Gemma 4 in Antigravity — Summarization and Sentiment Analysis
Learn how to use Gemma 4's strong Japanese language capabilities in Antigravity to build Python apps for text summarization and sentiment analysis, with step-by-step code examples.
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.
Gemma 4 Implicit Caching in Antigravity: Cut Your Credit Costs by 40% Without Changing a Line of Code
A practical guide to leveraging Gemma 4's Implicit Caching in Antigravity. Learn how to structure your projects to dramatically reduce credit consumption when working with large codebases.
Building a Coding Agent System with Gemma 4 × Antigravity — A Complete Implementation Guide for Code Review, Test Generation, and Refactoring
A hands-on guide to building a 3-agent collaborative system using Gemma 4 and Antigravity AgentKit 2.0, covering code review, automated test generation, and refactoring suggestions. Includes production-quality code and pitfall solutions.
Gemma 4 Edge AI Agents: The Complete Implementation Guide for On-Device Intelligence
A deep dive into building edge AI agents with Gemma 4. Covers Function Calling, multimodal pipelines, offline agents, and Antigravity integration patterns.
Antigravity × Gemma 4 Multi-Agent Workflow: Building Local LLM-Powered AI Systems
Learn how to combine Antigravity IDE with Gemma 4 to build multi-agent systems that run entirely on your local machine. From setup to a practical CI/CD pipeline, this guide has you covered.