Blog
AI engineering insights, practical advice, and things I'm learning.
AI Agents
How to run Claude Managed Agents in self-hosted sandboxes
Learn how to deploy Claude Managed Agents using self-hosted sandboxes and MCP tunnels to securely execute tools and access private data.
Claude Managed Agents · Self Hosted Sandboxes · Mcp Tunnels
AI Agents
How to Control Agent Tool Execution via Genkit Middleware
Learn how to use Google's new Genkit Middleware to intercept model calls, implement human-in-the-loop tool approvals, and handle transient API failures.
Genkit Middleware · Agentic Workflows · Human In The Loop
AI Agents
How to Build Long-Running AI Agents With Google ADK 1.0
Google's Agent Development Kit 1.0 enables multi-day workflows that survive restarts. Learn to configure durable state machines and persistent session storage.
Google Adk · Durable Computing · State Machines
AI Agents
How to Build Multi-Agent CNC Workflows on AMD MI300X
Learn how to coordinate LangChain agents and Qwen 2.5 7B on the AMD MI300X to reduce CNC manufacturability analysis time from hours to seconds.
Amd Mi300x · Langchain · Qwen Model
AI Agents
How to Run Multi-Tenant Agents With Dynamic Workflows
Learn how to use Cloudflare Dynamic Workflows to execute durable, stateful operations for multi-tenant applications and long-running AI agents.
Cloudflare Workers · Multi Tenancy · Durable Execution
AI Agents
Google's 5-Day Vibe Coding Course Returns to Kaggle in June
Learn how to build production-ready agents and use natural language as a programming interface in Google's returning 5-day intensive course on Kaggle.
Vibe Coding · Google Kaggle · Agentic Workflows
AI Agents
How to Refactor Monolithic Agents with Google ADK
Learn how to transition monolithic prompt scripts into production-ready multi-agent pipelines using Google's Agent Development Kit and the Agent2Agent protocol.
Multi Agent Systems · Google Adk · Agent To Agent Protocol
AI Agents
Build Korean AI Agents with Nemotron Synthetic Personas
Learn how to use NVIDIA Nemotron-Personas-Korea to ground AI agents in authentic South Korean demographics, cultural norms, and honorifics.
Nvidia Nemotron · Synthetic Data · Sovereign Ai
AI Agents
Build a Multi-Agent AI Code Review System with OpenCode
Learn how Cloudflare uses specialized AI agents and OpenCode to automate security, performance, and compliance reviews across thousands of repositories.
Opencode · Automated Code Review · Ci Cd Automation
AI Agents
Build AI Agent Search with Cloudflare AI Search
Learn how to use Cloudflare AI Search to simplify RAG pipelines with hybrid vector search, automated indexing, and native MCP support for AI agents.
Cloudflare Workers · Rag Pipeline · Hybrid Search
AI Agents
How to Build Advanced AI Agents with OpenClaw v2026
Learn to master OpenClaw v2026.3.22 by configuring reasoning files, integrating ClawHub skills, and deploying secure agent sandboxes.
Openclaw · Ai Agents · Clawhub
AI Agents
How to Speed Up Regex Search for AI Agents
Learn how Cursor uses local sparse n-gram indexes to make regex search fast enough for interactive AI agent workflows.
Regex Search · Local Indexing · Sparse N Grams
AI Agents
How to Choose Between GPT-5.4 Mini and Nano for Coding Agents and High-Volume API Tasks
Learn when to use GPT-5.4 mini vs nano for coding, tool use, subagents, and cost-sensitive API workflows.
Openai · Gpt 5 4 Mini · Gpt 5 4 Nano
AI Agents
How to Add Memory to AI Agents
AI agents without memory forget everything between turns. Here's how to implement conversation buffers, sliding windows, summary memory, and vector-backed long-term recall.
Ai Agents · Memory · Conversation History
AI Agents
How to Evaluate and Test AI Agents
Evaluating AI agents requires different metrics than evaluating LLMs. Here's how to measure task completion, trajectory quality, tool-use accuracy, and regression across agent systems.
Ai Agents · Evaluation · Testing
AI Agents
How to Build Stateful AI Agents with OpenAI's Responses API Containers, Skills, and Shell
Learn how to use OpenAI's Responses API with hosted containers, shell, skills, and compaction to build long-running AI agents.
Openai · Responses Api · Ai Agents
AI Agents
Multi-Agent Systems Explained: When One Agent Isn't Enough
Multi-agent systems use specialized AI agents working together on complex tasks. Here's how they work, the main architecture patterns, and when they're worth the complexity.
Multi Agent · Ai Agents · Crewai
AI Agents
AI Agents vs Chatbots: What's the Difference?
Not every AI chatbot is an agent, and not every task needs one. Here's the real distinction between agents and chatbots, the spectrum between them, and when each makes sense.
Ai Agents · Chatbots · Ai Engineering
AI Agents
What Are AI Agents and How Do They Work?
AI agents can plan, use tools, and take action autonomously. Here's what they are, how they work under the hood, and what separates useful agents from overhyped demos.
Ai Agents · Llms · Automation