A Minimal Autonomous Agent with Gemini — Tool-Loop Design Lessons
Building an autonomous agent from a minimal setup with the google-genai SDK's automatic function calling — plus the step limits, tool allowlists, and retry decisions learned from automating real blog operations.
Preserving Gemini 3 Thought Signatures So Multi-Turn Function Calling Doesn't Degrade
When you build function calling on Gemini 3 thinking models, reasoning quality often drops from the second turn onward. The cause is usually a dropped thought signature. Here is how to keep it and verify the effect.
Building Local Agents with Gemma 4's Function Calling
Learn how to implement private, on-premises AI agents using Gemma 4's dedicated Function Calling tokens without relying on cloud APIs.
Custom Gemini API Agent Loop Without ADK — A Complete Production Guide to Tool Calling, Memory, and Parallel Execution
Build production-grade AI agents using Gemini API directly without Google ADK. This guide covers custom agent loops, tool calling patterns, sliding window memory, parallel execution, and battle-tested error recovery strategies.
Gemini × LangChain Integration — Build RAG, Chains & Agents
Complete guide to using Gemini with LangChain. Covers ChatGoogleGenerativeAI setup, prompt chains, RAG pipelines (ChromaDB + Gemini embeddings), and ReAct agent construction.