GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.
Muhammad Azlaan Zubair
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22 posts published so far
The Model Is Not the Architecture
Muhammad Azlaan Zubair
An Agent API Migration Is an Ownership Audit
Muhammad Azlaan Zubair
A Tool Result Is Evidence, Not Ground Truth
Muhammad Azlaan Zubair
Code Generation Is Fast. Verification Is Not.
Muhammad Azlaan Zubair
Are These Really Accidental Leaks?
Muhammad Azlaan Zubair
Benchmark the Model–Harness Pair, Not the Model
Muhammad Azlaan Zubair
Your Agent Passed the Eval. Its Retrieval Calls Still Tripled.
Muhammad Azlaan Zubair
Your AI Agent Eval Is a Production Security Boundary
Muhammad Azlaan Zubair
The Competence Debt of Agentic Coding
Muhammad Azlaan Zubair
Claude’s Intelligence Isn’t Worth $20 to Me Anymore
Muhammad Azlaan Zubair
The One Extra Click That Makes Chrome's Built-in Gemini Feel Less Intelligent
Muhammad Azlaan Zubair
I Didn’t Rebuild My Portfolio to Look Better. I Rebuilt It to Be Found
Muhammad Azlaan Zubair
AI Agents Do Not Just Need More Context. They Need a Context Budget
Muhammad Azlaan Zubair
Turning a Manual Health Insurance Process into a Reliable Digital Application Flow
Muhammad Azlaan Zubair
Building a Reliable Travel Insurance Purchase Journey
Muhammad Azlaan Zubair
Building a Recurring Logistics Operations Module
Muhammad Azlaan Zubair
Connecting a Task Platform to an Enterprise Employee Directory
Muhammad Azlaan Zubair
The Biggest Thing I Learned at a Hackathon Had Nothing to Do with AI
Muhammad Azlaan Zubair
Designing a Connected Candidate-to-Hire Workflow
Muhammad Azlaan Zubair
Frontend Is Easy… Until You Actually Build Something
Muhammad Azlaan Zubair
Is Overthinking a Red Flag? We Put AI Reasoning to the Test.
Muhammad Azlaan Zubair