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4 Million Responses Show Hallucination Is a Retrieval Problem

4 Million Responses Show Hallucination Is a Retrieval Problem

Frontier models store 95 to 98% of the facts they are tested on. They cannot directly recall roughly a third of them.

Hamza Baig

Hamza Baig

17 Aug 2026

20,390 Stars for a README That Talks to Your Agent Instead of You

20,390 Stars for a README That Talks to Your Agent Instead of You

The repository that topped GitHub Trending opens with an instruction aimed at your coding agent, not at you.

Hamza Baig

Hamza Baig

12 Aug 2026

It Solved 10 Open Math Problems for $2,000. Six Days Later OpenAI Paused It.

It Solved 10 Open Math Problems for $2,000. Six Days Later OpenAI Paused It.

On 1 August, OpenAI announced that an unreleased model called Astra had solved ten open problems in mathematics and theoretical computer science.

Hamza Baig

Hamza Baig

10 Aug 2026

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FreshfromtheFuture

GPT-5.6 Gets the Green Light, 88% of Organisations Had an Agent Security Incident

GPT-5.6 Gets the Green Light, 88% of Organisations Had an Agent Security Incident

The US Department of Commerce has given OpenAI the green light for a broad launch of GPT-5.6.

Hamza Baig

Hamza Baig

01 Jan 1970

Anthropic Shipped a Model That Checks Its Own Work

Anthropic Shipped a Model That Checks Its Own Work

Anthropic shipped Claude Opus 5 at half the price of its frontier model and told developers to delete their verification prompts because the model now checks its own work.

Hamza Baig

Hamza Baig

01 Jan 1970

The Headline Price Didn't Change. The Cost Per Task Went Up 2.32x.

The Headline Price Didn't Change. The Cost Per Task Went Up 2.32x.

Grok 4.6 launched at the same $2/$6 as its predecessor and completes a standard task set for 2.32 times the money. Three Google image models die today

Hamza Baig

Hamza Baig

17 Aug 2026

Thought Leadership

Hamza’scommentaryonAItrends

89% Say They Could Switch AI Providers. 58% of Those Who Tried, Couldn't.

89% Say They Could Switch AI Providers. 58% of Those Who Tried, Couldn't.

Every piece of AI advice tells you to choose carefully. I have spent six weeks documenting a market where the correct choice changed roughly every nine days.

Hamza Baig

Hamza Baig

14 Aug 2026

Humans Catch 9-26% of AI Errors: Your Human in the Loop Is a Receipt, Not a Control

Humans Catch 9-26% of AI Errors: Your Human in the Loop Is a Receipt, Not a Control

The most repeated piece of AI safety advice in business is also one of the least effective. I have watched it fail in client after client, and the research explains exactly why.

Hamza Baig

Hamza Baig

31 Jul 2026

I Don't Believe Your AI Failed. I Believe You Can't Tell — And That Is Much Worse

I Don't Believe Your AI Failed. I Believe You Can't Tell — And That Is Much Worse

Eighty percent of executives report no measurable AI ROI. Everyone reads that as a failure rate. It is not. It is a measurement rate.

Hamza Baig

Hamza Baig

24 Jul 2026