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,…
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…
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…
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…
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…
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…
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…
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…
Prose in the Control Plane: Why AI Agent Frameworks Are Not Engineering (Yet)
Skill frameworks for AI coding agents are exploding in popularity. As of July 2026, Superpowers has roughly 256,000 GitHub stars, Matt Pocock's skil…
Superpowers vs Agent Skills vs Pocock: Three Philosophies of AI Coding Workflows
Every few months, a new framework appears promising to make AI coding agents write better code. Three have risen above the noise in 2025 and 2026: S…
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…
Teaching AI Agents to Time-Travel: Building a Temporal Debugging Skill
Your AI agent is confident. It points to line 42 of PaymentService.java . "There's your null pointer exception." You check. Line 42 is a comment. Th…
Make AI Agents See Your Website
AI coding agents are now part of the developer workflow. Whether we like that shift or hate it, users ask Codex, Cursor, Claude Code, GitHub Copilot…
Introduction to Agentic AI
Introduction to Agentic AI You must be hearing the term "Agentic AI" a lot and wondering what it means. In this blog, I am going to explain: What is…
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…
I Shipped an Angular v22 Book Update with a Crew of AI Agents. Here's the System
I just shipped a major update to my book Mastering Angular Signals - a brand-new Angular v22 Edition . Not a typo pass: an updated manuscript, a com…
SDLC to ADLC
Enterprise software development is undergoing a fundamental structural shift. For decades, the traditional Software Development Life Cycle (SDLC) re…
The Conspiracy Big Software Engineering Doesn't Want You to Know
Buckle up, gang — it's conspiracy theory time. I've had this theory percolating in the back of my head for a while now. It was seeded as I started l…
How context travels in a multi-agent world
Engineering teams building with AI agents have largely solved the single-agent problem. The harder challenge arrives when capabilities get split acr…
How LLMs Now Monitor and Cut Their Own Token Spend
You have seen this loop before. An agent starts a “simple” task, say scrape listings, refactor a repo, research a market, or whatever. It fails, it…
Setting up the Agent Toolkit for AWS in Kiro (and Codex, Claude Code, and Cursor)
If you've let a coding agent loose on AWS, you've watched it guess. It invents API parameters that don't exist, or hands you an S3 bucket a security…
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…