Muhammad Azlaan Zubair (@mdazlaanzubair)

Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.

I called Jev a glorified, high-speed classifier. Then I did the thing controversial posts usually skip: I tried to prove myself wrong. I went through TypeSafe’s launch material, LangChain’s harness

2Sep 25 · 16 min readletinix.hashnode.dev

Does Size Matter? Bigger AI Isn’t Always Better

Does size matter? There. I asked it. Humanity has spent an unreasonable amount of time arguing about this question, so naturally we eventually gave the problem to artificial intelligence. Except now w

7Sep 19 · 13 min readletinix.hashnode.dev

GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.

I would let GPT-6 Astra do more work. I would not let GPT-6 Astra decide what it is allowed to do. That distinction is more interesting to me than most of the benchmark numbers in OpenAI's launch. Op

Sep 7 · 10 min readletinix.hashnode.dev

The Model Is Not the Architecture

The most visible AI product is a chat box. The most instructive AI systems often have no chat box at all. Look across Google DeepMind's work on algorithms, quantum error correction, robotics, and hist

Sep 5 · 6 min readletinix.hashnode.dev

An Agent API Migration Is an Ownership Audit

An API migration can compile, return the expected text, and still be wrong. That is the real risk in moving from OpenAI's Assistants API to Responses. The old objects do not map to new objects without

Sep 1 · 7 min readletinix.hashnode.dev

Muhammad Azlaan Zubair

About

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Muhammad Azlaan Zubair's blogs

Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.

Does Size Matter? Bigger AI Isn’t Always Better

GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.

The Model Is Not the Architecture

An Agent API Migration Is an Ownership Audit

Muhammad Azlaan Zubair

About

Available for

Muhammad Azlaan Zubair's blogs

Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.

Does Size Matter? Bigger AI Isn’t Always Better

GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.

The Model Is Not the Architecture

An Agent API Migration Is an Ownership Audit

Muhammad Azlaan Zubair

About

Available for

Muhammad Azlaan Zubair's blogs

Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.

Does Size Matter? Bigger AI Isn’t Always Better

GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.

The Model Is Not the Architecture

An Agent API Migration Is an Ownership Audit

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Muhammad Azlaan Zubair

About

Available for

Muhammad Azlaan Zubair's blogs

Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.

Does Size Matter? Bigger AI Isn’t Always Better

GPT-6 Astra Is More Aligned. I Still Wouldn’t Trust It With More Autonomy.

The Model Is Not the Architecture

An Agent API Migration Is an Ownership Audit