Catching "Running but Doing Nothing" Antigravity Subagents — A 3-Layer Observability Pattern Across Six Production Apps
Running Antigravity subagents across six production apps surfaced more than ten silent failures every month — exits clean, logs green, but nothing actually happened. Here is the Heartbeat / Output Trace / Decision Log pattern I now use to catch them inside 60 seconds, with code, GCP costs, and four months of running numbers.
Building Serverless AI Pipelines with Antigravity: Cloud Run, Pub/Sub, and BigQuery in Production
A hands-on walkthrough for building production-grade serverless AI processing pipelines with Antigravity, Google Cloud Run, Pub/Sub, and BigQuery. Covers event-driven design, dead-letter queues, retry strategies, idempotency, and automated result storage — all with working code.
Antigravity × MCP Toolbox for Databases
A practical guide to connecting Antigravity agents to BigQuery, AlloyDB, Spanner, and Cloud SQL using Google's open-source MCP Toolbox for Databases v1.0.0. Covers MCP Store setup, YAML configuration, natural language queries, and schema analysis workflows.
Complete Guide to Building a Firebase × BigQuery × Looker Studio Revenue Analytics Dashboard with Antigravity
A complete guide to connecting Firebase event data to BigQuery and building a real-time revenue dashboard in Looker Studio using Antigravity AI IDE. Learn how to consolidate AdMob, subscription, and in-app purchase revenue into a single view with step-by-step implementation.
Antigravity AI Data Pipeline × ETL Automation Production Guide
Build production-grade data pipelines and automate ETL processes with Antigravity AI agents. Cover schema inference, data cleansing, anomaly detection, and PostgreSQL/BigQuery integration