Antigravity × Gemini File API: A Production Guide to Feeding Long-Form Media (Video, Audio, PDF) into Your Agents
Feed hour-long videos, podcasts, and book-length PDFs into your Antigravity agents with the Gemini File API. A practical, production-oriented pipeline with timestamped highlight extraction, idempotent uploads, cost accounting, and failure recovery.
Fixing Mid-Stream Cutoffs and Long-Run Freezes When Antigravity Talks to Ollama
When Antigravity connects to Ollama just fine but responses keep dying mid-stream or long refactors hang forever, the fix usually isn't at the connection layer. Here's a focused triage guide for cutoff-class symptoms.
Antigravity × Multi-Provider LLM Failover — A Production Guide for Gemini, Claude, and Local Gemma
When Gemini returns 503, does your agent stop responding? This guide walks through a production-ready router, circuit breaker, and graded fallback design, with code you can paste in today.
Fixing IME Input Issues in Antigravity: Dropped Composition, Premature Commits, and Keybinding Clashes
If you type Japanese, Chinese, or Korean inside Antigravity, AI inline completion and keybindings sometimes eat your IME composition before you can commit it. Here is a pattern-by-pattern fix covering macOS, Windows, and Linux.
Fixing the ENOSPC File-Watchers Error in Antigravity (Linux and WSL2)
A red ENOSPC: System limit for number of file watchers reached banner stops Antigravity cold on Linux and WSL2. Here is the root cause and the permanent fix I use on every new machine.
Antigravity × Local LLM (Ollama / LM Studio / LM Link): A Production Connection Playbook
Getting Antigravity to connect to Ollama, LM Studio, or LM Link is the easy part. Running on that setup for eight hours a day, week after week, surfaces disconnects, model-swap hangs, stale sessions after lunch, and VRAM pressure from other processes. This playbook covers hardening the connection layer, picking the right backend for the task, and designing the fallback path for when local goes silent.
Antigravity Retry Stuck in a Loop? A Triage Guide That Actually Breaks It
Pressing retry in Antigravity feels like it should eventually work, but sometimes the same failure keeps coming back with only tiny variations. This guide names the three modes the retry loop falls into, walks through a triage flow, and gives you a rule of thumb for when to stop retrying and start intervening.
Doubling Your Contract Development Throughput With Antigravity — From Bid to Delivery
A practical playbook for indie developers and small agencies who want to rebuild their contract-development workflow around Antigravity — covering bidding, scoping, building, and handing off.
Production Multi-Agent Systems with Antigravity AgentKit 2.0: Patterns, Failure Modes, and What the Demos Don't Show
AgentKit 2.0 makes multi-agent systems look effortless in demos, but running them in production is a different problem. This guide covers Planning vs. Fast mode, three real orchestration patterns, and the failure modes — infinite loops, cost blowouts, prompt injection — that bite on day one.
Semantic Caching for LLM Responses in Antigravity — A Production Guide to Cutting Costs by 80% with Similarity-Based Reuse
A production guide to building a semantic LLM response cache with Antigravity, pgvector, and Gemini. Covers threshold tuning, production pitfalls, monitoring metrics, and runnable implementation code.
Using Antigravity's Retry Feature Wisely — A Smarter Way to Resume Failed Agent Runs
Antigravity's Retry button is not a reroll. This guide explains when retry actually helps, how to prepare context before retrying, and when you should stop retrying and start a fresh session.
Designing Antigravity Browser Agents That Don't Go Flaky — Taming DOM Drift and Timing
A browser-agent task that passed yesterday trips today, then succeeds on retry, then fails again. Here's how I've been breaking down the causes of flaky Antigravity browser agents in production and addressing them at the design level.