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.
Antigravity DevContainer Setup — Killing 'Works on My Machine' for Team Development
Once Antigravity goes multi-user, someone always says 'doesn't work on my setup.' Adding DevContainers solves this surprisingly cleanly. Here's the configuration I run and the gotchas to know.
Antigravity × Cloudflare Edge SaaS Architecture Guide: Production Patterns with D1, Workers, R2, and Workers AI
A complete production guide for building edge SaaS with Antigravity + Cloudflare D1, Workers, R2, and Workers AI. Covers real pitfalls including N+1 queries, CPU limits, and cost management.
Designing Antigravity Agent Traces That Tell You Why It Failed — Observability in Practice
Run Antigravity agents long enough and unreadable failure logs pile up fast. This piece walks span structure, attribute design, failure tagging, dashboards, cost visibility, and retry policy — backed by six months of production metrics — so you can cut post-incident debugging time in half.
When Antigravity's Workspace Indexing Won't Finish: A Field Guide to Fixing Stalled Indexes
Workspace Indexing stuck at 0%, frozen mid-progress, or marked complete but invisible to the agent? Here's a pattern-based diagnostic and repair flow that handles each cause separately.
Mastering Antigravity's Retry: How to Recover Stuck Agents Without Wasting Credits
Three Retry modes in Antigravity, how to read failure logs in 30 seconds, and a workflow that stops Retry from becoming your only fix.
Designing Antigravity Retry for Production — Idempotency, Backoff, Cost Ceilings, and Failure Triage
A production blueprint for Antigravity agent retry: idempotency, exponential backoff, token-budget ceilings, failure triage, and resumable checkpoints.
SRE for Antigravity Agents — Taming Probabilistic Systems with SLOs and Error Budgets
AI agents are probabilistic by nature, so running them in production without SRE thinking is risky. This guide applies SLIs, SLOs, and error budgets to Antigravity agents with working code, and shows why the textbook 14.4x burn-rate alert never fires on a loose SLO.
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.
A Daily LM Studio Workflow in Antigravity
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.
When Antigravity's Terminal Won't Start
When the Antigravity terminal panel won't open, stays unresponsive, or can't find your commands, the fix depends on which layer actually broke. This guide splits the symptoms into three patterns and walks through each recovery path.
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.