Designing Knowledge Freshness for Antigravity AI Agents — A Runtime Architecture for Model Cutoffs, Corpus Staleness, and Real-World Time Drift
Antigravity agents have to juggle three independent time axes — model cutoff, RAG corpus update, real-world clock — or they will confidently cite six-month-old documentation. Here is the runtime architecture I use, with working TypeScript code and the TTL thresholds I run in production.
Where Is the Source of Truth for Billing State? Designing the ad-free Pattern with Antigravity
A proven pattern from a 50 million download app: centralizing billing state with AdFreeManager, BillingManager, and ModalGate — designed and implemented using Antigravity IDE.
An Observability Blueprint for Antigravity Agents in Production
A definitive guide to designing observability for AI agents running on Antigravity in production. Presents a practical framework that unifies traces, metrics, and outcome logs.
Giving Antigravity Agents Safe Write Access — Production Permission Boundary Design
A practical guide to designing Permission Boundaries that let AI agents safely touch production databases, deploys, and billing APIs — with dry-runs, approval queues, and audit logs.
Multi-Agent Design Patterns in Antigravity — Building Workflows That Don't Break
Practical patterns for designing multi-agent workflows in Antigravity. Covers orchestrator architecture, state management, error recovery, and debugging techniques for building resilient systems.
Antigravity Planning Mode — AI-Driven Design Strategy for Large Projects
Master Planning Mode for architecting and executing 100K+ line codebase migrations. AI-driven design and stepwise implementation planning.
Multi-Agent Architecture with AGENTS.md — Collaborative AI Development in Antigravity
Master AGENTS.md syntax to define multi-agent roles, communication patterns, and orchestration. Learn to architect collaborative systems using Manager Surface for large-scale projects in Antigravity.
Rebuilding a Codebase of Tens of Thousands of Lines Without Breaking It — Large-Scale Refactoring in Practice with Antigravity Editor View
A practitioner's guide to large-scale refactoring with Antigravity's Editor View — dependency analysis, multi-file transformation, staged migration, and the measured cost-benefit of letting AI help.
Running 5 Agents in Parallel on Antigravity: A Production Design for Decomposition, Conflict Resolution, and Merging
A production design for running up to five agents in parallel on Antigravity, written from an indie developer's operations perspective. Covers task decomposition, policy-based conflict resolution, artifact validation and merging, and how to tell when parallelization stops helping.
Antigravity × Event-Driven Architecture: Building Reactive Microservices with AI Agents
Learn how to combine Antigravity AI agents with Event-Driven Architecture to design and implement loosely coupled, scalable reactive microservices using CQRS, Saga, and Event Sourcing patterns.
Antigravity × Monorepo Management — Efficiently Managing Large Projects with Turborepo/Nx
LangChain and Antigravity Pipelines, Designed Backwards from Permissions, Failures, and Cost
Design pipelines starting from where they resume after a crash, not from how the chains connect. With permission tiers, checkpointing, and measured before-and-after numbers from my own runs.