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Migrating MCP Servers from 2025-11-25 to the 2026-07-28 Spec: A Server Checklist

If your agent's custom MCP servers were built against the 2025-11-25 revision, the 2026-07-28 MCP specification update changes how every request declares its version, which fields every result must carry, and which metho...

Engr Mejba Ahmed

Nov 03, 2026

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Latest Articles

604 articles across 55 topics

Claude Code Desktop Nested Sessions: The "v2" Explained

📝 Anthropic

29 min read

Claude Code Desktop Nested Sessions: The "v2" Explained

Anthropic did not ship a new model called Claude 2.0. What went out on October 14, 2026 was a large update to the Claude Code Desktop app (t...

#AI Development #Developer Tools #News Analysis

Engr Mejba Ahmed

Oct 30, 2026

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Is Your OpenAI or Claude API Key in the Browser? Fixing NEXT_PUBLIC_ Leaks in AI-Built Next.js MVPs

📝 Vibe Design & Vibe Coding

11 min read

Is Your OpenAI or Claude API Key in the Browser? Fixing NEXT_PUBLIC_ Leaks in AI-Built Next.js MVPs

If your AI-built Next.js app calls OpenAI or Claude from a client component, your API key may be sitting in the JavaScript bundle where any...

#Next.js #Vibe Coding #Security

Engr Mejba Ahmed

Oct 28, 2026

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Claude Support Agent Handoff: Escalate to a Human With Tool Use and Stop Reasons

📝 AI Agents

12 min read

Claude Support Agent Handoff: Escalate to a Human With Tool Use and Stop Reasons

A support bot that keeps answering when it should hand the customer to a person does more damage than one that admits it is stuck. After rea...

#Customer Support Chatbot #AI Agents #Tool Calling

Engr Mejba Ahmed

Oct 27, 2026

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Fix Slow LCP on Shopify Product Pages: Load the Hero Image Right in Liquid

📝 SEO & Performance

9 min read

Fix Slow LCP on Shopify Product Pages: Load the Hero Image Right in Liquid

Your Shopify product page fails Largest Contentful Paint, and you need to know whether the main product image is responsible. After reading...

#ShopifySpeedOptimization #CoreWebVitals #Performance

Engr Mejba Ahmed

Oct 25, 2026

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RAG Prompt Injection Testing: A Canary-Token Suite for Poisoned Retrieved Documents

📝 AI & Machine Learning

10 min read

RAG Prompt Injection Testing: A Canary-Token Suite for Poisoned Retrieved Documents

Poisoned documents in your retrieval index can steer a model into leaking data or calling tools nobody authorized, and a prompt tweak or mod...

#Prompt Engineering #Testing #RAG

Engr Mejba Ahmed

Oct 23, 2026

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How to Be More Ambitious With AI (Without Going Bigger)

📝 AI Development

28 min read

How to Be More Ambitious With AI (Without Going Bigger)

If you want to know how to be more ambitious with AI, the short answer is this: stop sizing your request to the task you typed. Ask for the...

#AI Development #Claude Code #Prompt Engineering

Engr Mejba Ahmed

Oct 19, 2026

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Engineering Insights

Migrating MCP Servers from 2025-11-25 to the 2026-07-28 Spec: A Server Checklist

Latest Articles

Claude Code Desktop Nested Sessions: The "v2" Explained

Is Your OpenAI or Claude API Key in the Browser? Fixing NEXT_PUBLIC_ Leaks in AI-Built Next.js MVPs

Claude Support Agent Handoff: Escalate to a Human With Tool Use and Stop Reasons

Fix Slow LCP on Shopify Product Pages: Load the Hero Image Right in Liquid

RAG Prompt Injection Testing: A Canary-Token Suite for Poisoned Retrieved Documents

How to Be More Ambitious With AI (Without Going Bigger)

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