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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.
Accelerating AI Agent Development with Gemma 4
A practical guide to building AI agents with Google's Gemma 4. Covers model size selection, function calling, structured JSON output, multimodal agents, and parallel tool execution with working code.
Antigravity Multi-Agent Design: 7 Common Pitfalls and How to Fix Them
Deep dive into 7 critical multi-agent design pitfalls: context sharing failures, loop detection misconfiguration, timeout issues, race conditions, credit inefficiency, error propagation, and async debugging. Includes observability patterns and production-ready templates.
Antigravity Multi-Agent Orchestration Guide: From Communication Errors to Production
Complete guide to designing and implementing multi-agent systems with Antigravity. Covers architecture patterns, communication error troubleshooting, and production stability.
Building Multi-Agent Collaboration Systems in Antigravity: From Design to Production
A comprehensive guide to designing and implementing multi-agent collaboration systems in Antigravity. Covers architecture patterns, agent communication, error recovery, state management, and production monitoring.
AgentKit 2.0 Multi-Agent Collaboration Failures: Complete Recovery Guide
Diagnose and recover from AgentKit 2.0 multi-agent failures—deadlocks, orchestrator loops, silent sub-agent failures, and context contamination. Includes production-ready code for fault-tolerant agent system design.
Antigravity Agent Not Following Instructions: How to Fix Task Misunderstandings
When your Antigravity agent misunderstands instructions or drifts off-task, the fix is usually in how instructions are structured—not in the code. Learn agents.md design, task granularity, and context management to keep your agent on track.
Building a Multi-Agent System in Antigravity
One agent trying to do everything hits a ceiling. Designing and implementing multi-agent systems on Antigravity's Manager Surface: role delegation, three architectural patterns, and pairing with Gemma 4.
Antigravity × Gemma 4: Building Production AI Agents with Local LLMs
A complete guide to running Gemma 4 in Antigravity and building production-grade AI agents. Covers model selection, Ollama setup, AgentKit 2.0 integration, and multi-agent scaling.
Antigravity AgentKit 2.0 Runtime Errors: Complete Troubleshooting Guide — tool_call Failures, Infinite Loops, and Context Overflow
A comprehensive guide to diagnosing and fixing AgentKit 2.0 runtime errors in production: tool_call failures, infinite loop detection, context window overflow, parallel agent sync errors, and graceful degradation patterns — all with working code.
Antigravity Agent Output Validation Errors: A Practical Fix Guide
Fix Antigravity agent output validation errors systematically: format failures, quality issues, and consistency problems across multi-agent runs — with prompt design, auto-repair patterns, self-checking, and consensus aggregation.
Antigravity Multi-Agent Systems for Solo Founders: Automating 5 Business Functions
A practical blueprint for solo founders using Antigravity's multi-agent capabilities to automate content creation, customer support, analytics, social media, and development. Real system designs from operators who've doubled revenue while cutting work hours.