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,…
Your Coding Agent Has a Builtin Task Manager, But It Shreds the Task List Every Session.
Do you need a task manager for your AI agent? It already has one. You just can’t access it. Give a coding agent something complex and watch what it…
Jev: The AI Model That Doesn’t Want to Talk — It Wants to Decide 🤯
🚨 What if the next big AI model… doesn't generate a single sentence? We've spent the last few years making LLMs better at generating . Better answer…
Build Your First GitHub Copilot Custom Agent: A Practical LoadRunner Example
Creating Custom Agents in GitHub Copilot A good Copilot conversation can solve a one-off problem. A custom agent turns that conversation into a repe…
I Connected My AI Agent to My Inbox with MCP - Here's How It Works
Consider a concrete task: triaging a support inbox. An assistant with mailbox access can search the mailbox, summarize the threads, and leave drafts…
Open Source Alternative to Claude Code and Cursor: Meet Cline
Cline is an open source, autonomous coding agent. Instead of just autocompleting the line you're typing, Cline can read your entire project, plan ou…
Claude Code Skills Worth Trying: From Vague Idea to Finished Feature
I’ve tried out a lot of Claude Code skills, and a few of them are especially useful when you combine them into a workflow. Not because they magicall…
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…
World Models: The AI That Learned to Dream Before It Could Walk
Big Ideas in AI — Part 01 Inside the race to build machines that can imagine the future, and what is still stopping them Press enter or click to vie…
The Grilling Pattern: Clarify Requirements Before They Become Code
A requirement such as “improve the approval overview” may look clear at first glance. Yet important implementation questions remain: Who should see…
Build with Gemini Event Review: Developing AI Agents with ADK and Agents CLI
I recently attended Build with Gemini Tokyo , a two-day event hosted by Google. https://cloudonair.withgoogle.com/events/build-with-gemini26q3 The e…
Agent Toolkit for AWS in Practice (1) - Claude Code
Part 1 of the series "Agent Toolkit for AWS in Practice." Agent Toolkit for AWS gives your coding agent two things it normally lacks: curated knowle…
🌟Turn Markdown into Narrated Videos with a New AI Skill
I’ve been trying out a new Skill that turns Markdown content into narrated videos — and it’s surprisingly practical. The workflow is simple. The big…
Smashing the MCP + Skill Tradeoff: More Guidance, Better Agents?
This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry . Project Overview I've been working on a Tokyo public transit M…
Skills Sprawl: When Too Much of a Good Thing Confuses Your AI Agent
Introduction In this post, we’re going to look at the problem of Skills Sprawl . What happens if you have too many skills? We’ll understand LLM deci…
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…
I made my SaaS installable by AI agents. Here's what was broken.
Two weeks ago I watched an agent run a full product launch on Waitlister, my waitlist tool. It created the waitlist, generated and published a landi…
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…
Model Routing Made My AI Agents Cheaper. It Didn't Make Them Easier to Trust.
I spent a while optimizing what my AI agents cost to run. Cheap models for routine work. Better models when the task actually needed them. That made…
LoopX: A Control Plane for AI Agents That Have to Keep Working for Days
If you have ever pointed a coding agent at a multi-day goal, you know the failure mode. It is not that the model writes a bad function. It is that o…
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…
Qwen3.8-Max Just Went GA: A Developer's Guide to Alibaba's 2.4T Model
Alibaba made Qwen3.8-Max generally available on August 3, 2026 . This is a practical rundown for developers: what the model is, what it costs, how t…
Behind the scenes: How we build, test, and scale Google Agent Skills
AI agents are only as good as the instructions and context you give them. When we launched Google Agent Skills , our goal was simple: encode Google…
Resolve Open Questions: a /qa Skill for Claude Code
By @atwellpub , GBTI Network Member . Originally published on gbti.network . Claude Code loads any markdown file at .claude/skills/<name>/SKIL…
How I Use Codex to Build Applications Without Losing Control
In 2026, there is a great deal of discussion around Agentic Coding . Every week, a new framework, orchestrator, or multi-agent system appears. To an…
Build a Support Copilot That Loads the Runbook Before It Calls a Tool
An AI support demo can look finished after it answers one question and calls one API. The production tension appears later: the model has instructio…
Skills vs MCP: How AI tools have evolved
Eighteen months ago, MCP was the thing. Every demo and chatbot connector was running on MCP under the hood. When I started seeing everyone talk abou…
garden-skills packages taste and process for AI coding agents
ConardLi's garden-skills makes a specific bet: what holds AI coding agents back is not raw capability but taste and process discipline. Each skill i…
How to structure CLAUDE.md, Skills and Agents
Hi friends Here's a tip for when you're setting up Claude Code (or any coding agent) in a real codebase, this came in clutch for me when I discovere…