Latest Architecture news from Tech News
If you have ever maintained a production web scraping pipeline or an automated form-filling assistant, you know the sinking feeling of checking your l…
Over the last few months, I have been thinking about a simple but uncomfortable question: If AI tools are becoming part of our engineering workflow, h…
A renewal agent can call the CRM, email, calendar, support, document search, and contract systems. On its first run, it asks every system for everythi…
Most AI tool directories suffer from two issues: they are statically hardcoded, and they break when you search by intent instead of exact keywords. I …
AI agents are increasingly able to deploy code, modify infrastructure, query sensitive systems, and initiate financial operations. A conversational “A…
I just finished the Thoughtworks Technology Podcast episode where Ken Mugrage, Kief Morris, and Andrew Harmel-Law debrief the unconference on the futu…
An AI support demo can look finished after it answers one question and calls one API. The production tension appears later: the model has instructions…
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment The rapid adoption of AI agents and MCP (Model Context Protocol)…
MCP 2026-07-28 removes protocol-level sessions, the required initialization handshake, and Mcp-Session-Id . Before deleting those code paths, find the…
If a team wants its Claude Code agents to remember decisions and context, three tools come up: a CLAUDE.md file, Git itself, and an MCP memory server.…
I'd been shipping fixes to my MCP failure library for weeks. Every release felt solid. Then I've written one real integration test - and three "fixed"…
The architecture of modern artificial intelligence has reached a critical inflection point. For years, Large Language Models (LLMs) operated as isolat…
This is the architecture of Shibui Finance , an MCP server that gives Claude direct SQL access to 64 years of US stock market data. About 10,000 symbo…
The End of the Algorithmic Overlord: Why AI's Future Belongs to Local-First, Open Source The corporate AI walled garden is failing developers and user…
Every tool in the East Africa coordination infrastructure stack started from the same scaffold. Here's exactly how to build and publish one yourself. …
Most platform teams didn't set out to build "AI infrastructure." They already had Kong running in front of hundreds of REST services on GKE, handling …
At the end of Part One I left the notes server with a search I described as dumb, and promised to come back for it. Here is where it stands today, on …
The Model Context Protocol (MCP) has transformed how AI agents interact with local tools, filesystems, and databases. Originally built around a determ…
Why Your AI Agent Drowns in 50,000 Tokens of Tool Definitions Every time you connect an MCP server to your AI agent, you're adding thousands of tokens…
Notes from January 2026, when giving an AI agent live database access still felt reckless. Written for engineers who are about to do this, and for the…
If you are still hardcoding tool definitions, JSON schemas, and manual routing logic directly into your AI agent initialization scripts, you are build…
The last few days of the #100DaysOfSolana challenge have been some of the most exciting and humbling of my developer journey. I didn't just build anot…
Dual-Tier Memory Architecture for AI Agents: How Local Vector Search Scales to 14,726 Memories Without Pinecone Discover how a dual-tier AI memory arc…
When Your AI Code Reviewers Disagree: Inside the 'AI Debate' That Finds Hidden Bugs Discover how a new paradigm of code review automation pits two AI …
The Model Context Protocol (MCP) has completely transformed how modern Large Language Models (LLMs) and agentic runtimes discover, invoke, and interac…
Software engineering is dead. That is what they say. Partially true. Some traditional elements of the craft are genuinely hard to find now. If a model…
If you've added an MCP server to a claude_desktop_config.json or an mcp.json file this year by copy-pasting a connection string, this one's for you. T…
Cross-Harness Tool Parity: Write One Custom MCP Tool, Deploy It Everywhere Achieving true tool parity across AI coding environments is no longer a the…
Most people's experience with AI is a conversation with one assistant. ChatGPT, Claude, and similar products present one conversational partner. You a…
If you’ve been building AI agents or working with Large Language Models recently, you’ve likely hit the integration wall. Historically, connecting an …