AI Coding Agent Accuracy: Opus 4.7 vs 4.8
You are deciding whether to roll your default agent model from Opus 4.7 to 4.8. The release notes promise improvements, the leaderboard moves a fracti…
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What AI Agent Platforms Are Available? How to Transition into an Agent Engineer?
What AI Agent platforms are available? There are two major categories: Workflow platforms (Dify — most open-source friendly; Coze — easiest to get sta…
From Chatbots to Personal AI Agents: The Infrastructure Developers Actually Need
title: Your AI Agent Should Not Be Locked to One LLM Provider published: false description: Why serious AI agents need a provider-agnostic architectur…
Simple A2A implementation with Strands
A2A has become like a standard for enabling agent to agent communication, we could use the a2a-sdk for running and configuring the a2a server and its …
The Best Claude Setup (That Works on Any AI Tool)
Here is a confession that might sound odd in a guide about setting up Claude Code: the goal is not to marry Claude Code. The goal is to build a setup …
Agent-Safe Angular Components: Copy-Paste MCP + Skills Setup for Verified AI Development
Angular v22 MCP + Skills Integration: Agentic Development Setup With Angular v22, the MCP (Model Context Protocol) server + Angular Skills stack trans…
The #1 Developer Skill in the Agentic Era
At first, many dismissed AI as a temporary bubble, but now that engineering organizations are adopting agentic workflows at scale, it is much harder t…
Harness: Turn a One-Line Prompt Into a Full Agent Team for Claude Code
You have Claude Code. You want to build something ambitious — a deep research pipeline, a full-stack app scaffold, a code review system. You could wir…
# agents.md: Teaching AI Agents How to Scrape (The Future of Web Automation)
You're building a Scrapy scraper. You ask Claude Code for help. "Add pagination to my spider." Claude reads your code. It sees scraper.py, settings.py…
AI Music Doesn’t Need Better Prompts — It Needs Better Systems
For the past year, most AI music products have competed on the same thing: “Type a prompt. Generate a song.” And at first, that felt magical. You coul…
The git Commands You Forgot Exist (And Why AI Workflows Make Them Relevant Again)
Most devs know git commit , git push , git stash . Then there's a whole floor below that nobody visits. Try it yourself: clone git-archaeology-lab , r…
Understand Anything: Turn Any Codebase Into an Interactive Knowledge Graph
You join a new team. The codebase has 200,000 lines of code, no docs worth reading, and the one engineer who knew everything just left. Where do you s…
Agentic Analytics: Architecture, Context, and Why the Semantic Layer Does the Heavy Lifting
An agentic analytics system is one where LLM-powered agents autonomously break a data question into sub-tasks, retrieve relevant context, execute quer…
Six Principles in Practice: How an Agentic E2E Found 11 Production Bugs in 8 Runs
Eight runs, eleven bugs I ran my E2E testing system on a production ecommerce platform eight times in a row – across five different business modules, …
CodeGraph: Stop Your AI Agent From Grepping the Same Files 50 Times
When Claude Code explores a codebase it does not know, it spawns Explore agents that scan files with grep , glob , and Read . Every one of those calls…
The Missing Engineering Stack for Production AI Agents
The "build an agent in 5 minutes" tutorials get you to a demo. They don't get you to production. Here's the field guide for the four primitives that d…
Claude Code is the engine, Cursor is the cockpit
My daily workflow looks nothing like it did a year ago. A lot has landed in Claude Code recently. Skills replaced custom slash commands, subagents and…
Maintaining an Agent-Searchable Profile: Public Impressions, Semantic Tags, and Real-Time Refresh
AI agents are becoming a new interface not only for finding people, but also for maintaining the profile that other agents search. Instead of opening …
Modernizing Legacy Systems Using Agent Harnesses TDD and the Seam Model
Over the past few months, I’ve been investing a lot of time building agentic development workflows for real production environments. Not only prompts.…
Production-Grade Engineering Skills for AI Coding Agents
AI coding agents have revolutionized how we write software. They can implement features, fix bugs, and review code at incredible speed. But there's a …
Skill-Based Sub-Agents with LangGraph4j and Spring AI
Combine Tools & Skill to create Agent Modern agentic systems usually expose two strong but separate abstractions: Tools , which give an LLM execut…
Turning Agent History into Procedural Memory
For about a year, my primary coding agent was goose. Since I worked at Block and served as a Developer Advocate for the project, I was deeply embedded…
Turning Agent History into Procedural Memory
For about a year, my primary coding agent was goose. Since I worked at Block and served as a Developer Advocate for the project, I was deeply embedded…
KiroHub: Generate a Kiro Skill in 60 Seconds Built With Bedrock Registry and AgentCore Harness
I used two Amazon Bedrock AgentCore capabilities, Amazon Bedrock Registry for hybrid search over 10k+ Kiro resources, and AgentCore Harness for testin…