Context Assembly for Multi-Tenant Agent Memory: Budgets, Selection, and Tool Calls with MCP
Context assembly builds the agent's prompt from memory under versioned rules, and it records every rendered memory the model saw. Companion notebook…
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The Globe: Following Your Reasoning Into Other People's Repositories
Keep the Why records why a codebase is the way it is. Decisions can cite decisions in other repositories. The Globe follows those citations outward,…
How to Add a Verification Loop to Your AI Agent in 30 Minutes
AI agent loops can produce an output, run some checks and move on without establishing that the result actually satisfies the task. The problem gets…
The Plan and the Worker: Two Open Specifications for Agent Harnesses
Every agent harness solves the same two problems, and almost every one of them solves both privately. The first problem is decomposition. A task arr…
From Clicks to Documentation: Converting D365 Task Recordings into L4 Guides
Intro : Documenting business processes in Dynamics 365 can be time-consuming. Functional consultants and process owners often need to turn Task Reco…
Test smarter with Snagly: 30 open-source QA skills for AI coding agents
If you've experimented with AI-driven testing, you've probably lived this cycle: you ask an AI agent to "test the checkout flow," and it does someth…
AgentScaffold: Memory, Peer Review, and Continuous Improvement for AI Coding Agents
An AI coding agent will never tell you it's guessing. It doesn't hedge before a wrong answer, doesn't slow down when it's about to break something t…
Why Your AI Agent's Biggest Vulnerability Isn't a Missing Firewall
(initially published at https://www.humanbound.ai/blog/why-your-ai-agents-biggest-vulnerability-isnt-a-missing-firewall ) Three incidents, one root…
From First-Run Drop-Off to First Useful Agent Run
I keep coming back to the same onboarding question: what happens in the first 10 minutes? For agent tools, that window is brutal. A developer opens…
Stop re-explaining your codebase to every AI agent — `cast-skills`
The annoying part of AI coding tools Every session, the agent forgets: your module boundaries the “every user belongs to an org” rule that lives in…
I Built a PDF Report Generator for NVIDIA SkillSpector Because AI Skills Need Better Security Reviews
A few weeks ago, I started looking more seriously at AI “skills.” Not skills in the human sense. I mean the installable skill packages used by AI co…
I Spent a Week Fixing the Wrong Skill (And Other Lessons from Evaluating an AI PR Reviewer)
TLDR The baseline model (Claude Opus, no guidance) already catches ~65% of textbook bugs. The plugin's value comes from false positive suppression a…
Your agents keep making the same mistakes. Nobody has time to fix it.
Your agents keep making the same mistakes. Nobody has time to fix it. AI coding agents are getting better at the tasks you give them direct feedback…
The 7 Ways AI Agents Fail in Production — And How to Catch Them
Every agent failure follows a pattern. Once you know the patterns, you can catch them before they do damage. I introduced harness engineering yester…
AI Agent Governance: 10 Takeaways from Engineering Leaders on Agentic Development
Agentic development starts as a productivity story, but at scale it quickly becomes a governance problem. At AI Native DevCon London, we hosted a se…
Turn Your AI Coder into a Real Software Architect
GitHub: https://github.com/sirius-zuo/architect-skills It's a set of LLM agent skills focused on software architecture analysis and review . The rep…
Beyond Account Switchers: Wrapping CLI Agents into a Fully Autonomous Factory
Here is the detailed, deep-dive article tailored for DEV.to, written in a natural, highly technical style, completely free of icons, and designed to…
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 s…
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 architect…
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 setu…
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…
Designing an Open-Source Toolkit for AI Agent Resources
I’ve been working on Agentique, a free and open-source project for sharing, packaging, and validating AI agent resources. The problem I kept running…
# 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.…
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…
The Most Important AI Skill Isn't Technical
The Most Important AI Skill Isn't Technical Since the dawn of coding there have been 10X developers, who accomplish much more than their peers. Ther…
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 qu…
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…
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 openin…
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…
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 exec…