OPINION · 101 stories

Opinion.

Reported analysis and direct takes on what the developments above actually mean.

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The app layer's moat problem has a name: product shape — featured image for AI Insiders

Opinion / 10 min ago

The app layer's moat problem has a name: product shape

By Alessandro Benigni

New data undercuts the AI jobs apocalypse story — featured image for AI Insiders

Opinion / 10 min ago

New data undercuts the AI jobs apocalypse story

By Alessandro Benigni

Thinking Machines beats frontier models with a finance-tuned small model — featured image for AI Insiders

Opinion / 10 min ago

Thinking Machines beats frontier models with a finance-tuned small model

By Alessandro Benigni

Dwarkesh Patel's essay contest names three winners on AI's big bets — featured image for AI Insiders

Opinion / 10 min ago

Dwarkesh Patel's essay contest names three winners on AI's big bets

By Alessandro Benigni

Anthropic starts an internal drug discovery program — featured image for AI Insiders

Opinion / yesterday

Anthropic starts an internal drug discovery program

By Alessandro Benigni

$Math shows AI's progress is spiky, not smooth, says Grant Sanderson — featured image for AI Insiders$

Opinion / yesterday

Math shows AI's progress is spiky, not smooth, says Grant Sanderson

By Alessandro Benigni

Why generalist AI models keep losing to specialists — featured image for AI Insiders

Opinion / yesterday

Why generalist AI models keep losing to specialists

By Alessandro Benigni

Moondream's Photon engine hides the GPU's idle wait, cuts it out — featured image for AI Insiders

Opinion / yesterday

Moondream's Photon engine hides the GPU's idle wait, cuts it out

By Alessandro Benigni

Thinking Machines bets that AI needs a human in the loop, not out of it — featured image for AI Insiders

Opinion / yesterday

Thinking Machines bets that AI needs a human in the loop, not out of it

By Alessandro Benigni

Salesforce Is Paying $300M a Year to a Rival It Built Into Its Own Platform — featured image for AI Insiders

Opinion / yesterday

Salesforce Is Paying $300M a Year to a Rival It Built Into Its Own Platform

By Alessandro Benigni

$The reward problem: why RL stalls outside math and code — featured image for AI Insiders$

Opinion / yesterday

The reward problem: why RL stalls outside math and code

By Alessandro Benigni

The Transformer Becomes a Commodity Layer — featured image for AI Insiders

Opinion / yesterday

The Transformer Becomes a Commodity Layer

By Alessandro Benigni

AI compute cost tracks the economic value of work — featured image for AI Insiders

Opinion / 2 days ago

AI compute cost tracks the economic value of work

By Alessandro Benigni

RLVR Has a Wall. Most Labs Are Pretending It Does Not. — featured image for AI Insiders

Opinion / 2 days ago

RLVR Has a Wall. Most Labs Are Pretending It Does Not.

By Alessandro Benigni

The engineer of three is here. Now what do you do with the third? — featured image for AI Insiders

Opinion / 2 days ago

The engineer of three is here. Now what do you do with the third?

By Alessandro Benigni

Scaling Laws Have a Hidden Catch. Lilian Weng Lays It Out. — featured image for AI Insiders

Opinion / 5 days ago

Scaling Laws Have a Hidden Catch. Lilian Weng Lays It Out.

By Alessandro Benigni

The AI economy hit $110B in sales. Now comes the hard part. — featured image for AI Insiders

Opinion / 5 days ago

The AI economy hit $110B in sales. Now comes the hard part.

By Alessandro Benigni

Amazon vs. Perplexity Is a Fight Over Who Owns Your Browser — featured image for AI Insiders

Opinion / 6 days ago

Amazon vs. Perplexity Is a Fight Over Who Owns Your Browser

By Alessandro Benigni

Gray Swan Is Building the Security Layer AI Labs Cannot Build Themselves — featured image for AI Insiders

Opinion / Jun 25

Gray Swan Is Building the Security Layer AI Labs Cannot Build Themselves

By Alessandro Benigni

Why prompt injection is really a failure of role perception — featured image for AI Insiders

Opinion / Jun 25

Why prompt injection is really a failure of role perception

By Alessandro Benigni

Claude Code Shows You a Thinking Summary, Not the Actual Reasoning — featured image for AI Insiders

Opinion / Jun 24

Claude Code Shows You a Thinking Summary, Not the Actual Reasoning

By Alessandro Benigni

The Hardware Ceiling That Could Slow AI's Biggest Bets — featured image for AI Insiders

Opinion / Jun 24

The Hardware Ceiling That Could Slow AI's Biggest Bets

By Alessandro Benigni

An AI Engineer Says He Decoded Linear A. Here Is What He Actually Showed. — featured image for AI Insiders

Opinion / Jun 22

An AI Engineer Says He Decoded Linear A. Here Is What He Actually Showed.

By Alessandro Benigni

The case for self-hosted AI just got easier to make — featured image for AI Insiders

Opinion / Jun 22

The case for self-hosted AI just got easier to make

By Alessandro Benigni

Nobel Laureate John Jumper Leaves DeepMind for Anthropic — featured image for AI Insiders

Opinion / Jun 22

Nobel Laureate John Jumper Leaves DeepMind for Anthropic

By Alessandro Benigni

Dean Ball leaves the think tank world to run policy inside OpenAI — featured image for AI Insiders

Opinion / Jun 20

Dean Ball leaves the think tank world to run policy inside OpenAI

By Alessandro Benigni

LeCun Says xAI Is a Failure and the AI Bubble Clock Is Ticking — featured image for AI Insiders

Opinion / Jun 20

LeCun Says xAI Is a Failure and the AI Bubble Clock Is Ticking

By Alessandro Benigni

ChatGPT falls below 50% market share for the first time — featured image for AI Insiders

Opinion / Jun 19

ChatGPT falls below 50% market share for the first time

By Alessandro Benigni

More Reasoning Does Not Mean Better Security Triage — featured image for AI Insiders

Opinion / Jun 19

More Reasoning Does Not Mean Better Security Triage

By Alessandro Benigni

Noam Shazeer leaves Google for OpenAI — featured image for AI Insiders

Opinion / Jun 19

Noam Shazeer leaves Google for OpenAI

By Alessandro Benigni

Stop paying twice: the gateway buffer fix for agent crashes — featured image for AI Insiders

Opinion / Jun 18

Stop paying twice: the gateway buffer fix for agent crashes

By Alessandro Benigni

The Benchmark Ceiling: Why Frontier Evals Need a Rebuild — featured image for AI Insiders

Opinion / Jun 18

The Benchmark Ceiling: Why Frontier Evals Need a Rebuild

By Alessandro Benigni

When the US government export-controlled Anthropic's own models — featured image for AI Insiders

Opinion / Jun 18

When the US government export-controlled Anthropic's own models

By Alessandro Benigni

Coding agents broke the review pipeline, not just the code — featured image for AI Insiders

Opinion / Jun 17

Coding agents broke the review pipeline, not just the code

By Alessandro Benigni

The "AI GPUs die in three years" claim has a shaky paper trail — featured image for AI Insiders

Opinion / Jun 17

The "AI GPUs die in three years" claim has a shaky paper trail

By Alessandro Benigni

When to stop renting a frontier model and train your own — featured image for AI Insiders

Opinion / Jun 17

When to stop renting a frontier model and train your own

By Alessandro Benigni

Who Owns the Intelligence Your Product Runs On? — featured image for AI Insiders

Opinion / Jun 17

Who Owns the Intelligence Your Product Runs On?

By Alessandro Benigni

Networks of smaller models now beat frontier AI on cost and speed — featured image for AI Insiders

Opinion / Jun 16

Networks of smaller models now beat frontier AI on cost and speed

By Alessandro Benigni

OpenAI bets on compaction. Anthropic bets on sub-agents. Pick the right one. — featured image for AI Insiders

Opinion / Jun 16

OpenAI bets on compaction. Anthropic bets on sub-agents. Pick the right one.

By Alessandro Benigni

The real moat in frontier AI is not the model — featured image for AI Insiders

Opinion / Jun 16

The real moat in frontier AI is not the model

By Alessandro Benigni

CoreWeave says compute isn't a commodity. He's right, and he's selling. — featured image for AI Insiders

Opinion / Jun 13

CoreWeave says compute isn't a commodity. He's right, and he's selling.

By Alessandro Benigni

Flat-fee AI plans lose money on power users, and agents make it worse — featured image for AI Insiders

Opinion / Jun 13

Flat-fee AI plans lose money on power users, and agents make it worse

By Alessandro Benigni

The laptop model problem that should worry every AI vendor — featured image for AI Insiders

Opinion / Jun 13

The laptop model problem that should worry every AI vendor

By Alessandro Benigni

Karp says every enterprise is privately unhappy with the labs — featured image for AI Insiders

Opinion / Jun 12

Karp says every enterprise is privately unhappy with the labs

By Alessandro Benigni

Workflow Is Not the Moat. The Model Is. — featured image for AI Insiders

Opinion / Jun 12

Workflow Is Not the Moat. The Model Is.

By Alessandro Benigni

Anthropic's selective safety playbook is a strategic own-goal — featured image for AI Insiders

Opinion / Jun 11

Anthropic's selective safety playbook is a strategic own-goal

By Alessandro Benigni

Anthropic's silent-degradation clause is a supply-chain problem — featured image for AI Insiders

Opinion / Jun 11

Anthropic's silent-degradation clause is a supply-chain problem

By Alessandro Benigni

Benchmarks are lying to your procurement team — featured image for AI Insiders

Opinion / Jun 11

Benchmarks are lying to your procurement team

By Alessandro Benigni

DeepSeek Now Handles 17% of Vercel Gateway Tokens at 1% of Spend — featured image for AI Insiders

Opinion / Jun 11

DeepSeek Now Handles 17% of Vercel Gateway Tokens at 1% of Spend

By Alessandro Benigni

The last human job in the AI engineering loop — featured image for AI Insiders

Opinion / Jun 11

The last human job in the AI engineering loop

By Alessandro Benigni

The Policy Memoranda Are Also Prospectuses — featured image for AI Insiders

Opinion / Jun 11

The Policy Memoranda Are Also Prospectuses

By Alessandro Benigni

The Third Scaling Regime Nobody Is Measuring — featured image for AI Insiders

Opinion / Jun 11

The Third Scaling Regime Nobody Is Measuring

By Alessandro Benigni

OpenAI's mission statement reads like an S-1 — featured image for AI Insiders

Opinion / Jun 10

OpenAI's mission statement reads like an S-1

By Alessandro Benigni

Perplexity's agent study puts 87% and 94% on the table — featured image for AI Insiders

Opinion / Jun 10

Perplexity's agent study puts 87% and 94% on the table

By Alessandro Benigni

The 8% reality: what AI coding tools actually deliver — featured image for AI Insiders

Opinion / Jun 10

The 8% reality: what AI coding tools actually deliver

By Alessandro Benigni

The workflow is the moat, and that breaks the lab IPO thesis — featured image for AI Insiders

Opinion / Jun 10

The workflow is the moat, and that breaks the lab IPO thesis

By Alessandro Benigni

The workflow that fixes itself is the deepest moat — featured image for AI Insiders

Opinion / Jun 10

The workflow that fixes itself is the deepest moat

By Alessandro Benigni

Opinion / Jun 10

xAI is now a datacenter landlord with an AI brand attached

By Alessandro Benigni

The AI subsidy hiding inside your $100 subscription — featured image for AI Insiders

Opinion / Jun 9

The AI subsidy hiding inside your $100 subscription

By Alessandro Benigni

The architecture arms race is a distraction — featured image for AI Insiders

Opinion / Jun 9

The architecture arms race is a distraction

By Alessandro Benigni

The economists inside the labs are thinking past AGI already — featured image for AI Insiders

Opinion / Jun 9

The economists inside the labs are thinking past AGI already

By Alessandro Benigni

Anthropic publishes the empirical case for AI pause infrastructure — featured image for AI Insiders

Opinion / Jun 6

Anthropic publishes the empirical case for AI pause infrastructure

By Alessandro Benigni

Anthropic's 8x velocity claim is real data. That's the problem. — featured image for AI Insiders

Opinion / Jun 6

Anthropic's 8x velocity claim is real data. That's the problem.

By Alessandro Benigni

Anthropic publishes its own AI-native org playbook — featured image for AI Insiders

Opinion / Jun 5

Anthropic publishes its own AI-native org playbook

By Alessandro Benigni

Fei-Fei Li draws a map the big labs don't want you to see — featured image for AI Insiders

Opinion / Jun 5

Fei-Fei Li draws a map the big labs don't want you to see

By Alessandro Benigni

GPT-5.5 cracked a real exploit 7 out of 10 times. Most models refused. — featured image for AI Insiders

Opinion / Jun 5

GPT-5.5 cracked a real exploit 7 out of 10 times. Most models refused.

By Alessandro Benigni

Meta's Wang bets on product factory over research lab — featured image for AI Insiders

Opinion / Jun 5

Meta's Wang bets on product factory over research lab

By Alessandro Benigni

The Trillion-Dollar IPO Meets the ROI Gap — featured image for AI Insiders

Opinion / Jun 5

The Trillion-Dollar IPO Meets the ROI Gap

By Alessandro Benigni

GitHub's infrastructure wasn't built for a 1,400% spike — featured image for AI Insiders

Opinion / Jun 4

GitHub's infrastructure wasn't built for a 1,400% spike

By Alessandro Benigni

The bill arrives as Anthropic files for its IPO — featured image for AI Insiders

Opinion / Jun 4

The bill arrives as Anthropic files for its IPO

By Alessandro Benigni

The boulder problem: why AI memory systems are built on the wrong abstraction — featured image for AI Insiders

Opinion / Jun 4

The boulder problem: why AI memory systems are built on the wrong abstraction

By Alessandro Benigni

Two AI economies, two exponentials, one S-1 to price them both — featured image for AI Insiders

Opinion / Jun 4

Two AI economies, two exponentials, one S-1 to price them both

By Alessandro Benigni

Visual AI's real leap is generating code, not pixels — featured image for AI Insiders

Opinion / Jun 4

Visual AI's real leap is generating code, not pixels

By Alessandro Benigni

Anthropic is spending real engineering hours on a question it cannot answer — featured image for AI Insiders

Opinion / Jun 3

Anthropic is spending real engineering hours on a question it cannot answer

By Alessandro Benigni

What Ethan He actually thinks video agents require — featured image for AI Insiders

Opinion / Jun 3

What Ethan He actually thinks video agents require

By Alessandro Benigni

Corporate AI budgets are rising on returns that haven't arrived — featured image for AI Insiders

Opinion / Jun 2

Corporate AI budgets are rising on returns that haven't arrived

By Alessandro Benigni

What a 244-page safety card actually discloses — featured image for AI Insiders

Opinion / Jun 2

What a 244-page safety card actually discloses

By Alessandro Benigni

Asuka Zheng: the data scarcity panic misses what's actually missing — featured image for AI Insiders

Opinion / May 30

Asuka Zheng: the data scarcity panic misses what's actually missing

By Alessandro Benigni

Musk reframes the SpaceX-Anthropic deal but the S-1 tells a different story — featured image for AI Insiders

Opinion / May 30

Musk reframes the SpaceX-Anthropic deal but the S-1 tells a different story

By Alessandro Benigni

Open models are 4-6 months behind closed ones and falling further back — featured image for AI Insiders

Opinion / May 30

Open models are 4-6 months behind closed ones and falling further back

By Alessandro Benigni

API pricing aggression is a PMF signal, not a money-grab — featured image for AI Insiders

Opinion / May 29

API pricing aggression is a PMF signal, not a money-grab

By Alessandro Benigni

Felix Rieseberg builds personal software once requiring a developer — featured image for AI Insiders

Opinion / May 28

Felix Rieseberg builds personal software once requiring a developer

By Alessandro Benigni

SpaceX has two AI compute stories and only one generates revenue — featured image for AI Insiders

Opinion / May 28

SpaceX has two AI compute stories and only one generates revenue

By Alessandro Benigni

AI cannot save prediction markets because the bottleneck is demand, not supply — featured image for AI Insiders

Opinion / May 27

AI cannot save prediction markets because the bottleneck is demand, not supply

By Alessandro Benigni

AI hardware is a memory problem, not a compute problem — featured image for AI Insiders

Opinion / May 27

AI hardware is a memory problem, not a compute problem

By Alessandro Benigni

DeepSeek's grand strategy is a $10T Chinese AI hardware ecosystem — featured image for AI Insiders

Opinion / May 27

DeepSeek's grand strategy is a $10T Chinese AI hardware ecosystem

By Alessandro Benigni

Gemini 3.5 Flash wins its speed tier, stops short of the frontier — featured image for AI Insiders

Opinion / May 27

Gemini 3.5 Flash wins its speed tier, stops short of the frontier

By Alessandro Benigni

Pope Leo XIV publishes an AI ethics encyclical — featured image for AI Insiders

Opinion / May 27

Pope Leo XIV publishes an AI ethics encyclical

By Alessandro Benigni

AI agents can index your qualitative data. They cannot tell you what matters. — featured image for AI Insiders

Opinion / May 26

AI agents can index your qualitative data. They cannot tell you what matters.

By Alessandro Benigni

DeepSeek makes its 75% V4 Pro discount permanent — featured image for AI Insiders

Opinion / May 26

DeepSeek makes its 75% V4 Pro discount permanent

By Alessandro Benigni

$SpaceX became a cloud company and the math is staggering — featured image for AI Insiders$

Opinion / May 26

SpaceX became a cloud company and the math is staggering

By Alessandro Benigni

AI compute is growing faster than frontier labs can absorb it — featured image for AI Insiders

Opinion / May 22

AI compute is growing faster than frontier labs can absorb it

By Alessandro Benigni

AI's falling prices are a software story, not a hardware one — featured image for AI Insiders

Opinion / May 22

AI's falling prices are a software story, not a hardware one

By Alessandro Benigni

Google's AI moat is distribution, but the Search ad risk is real — featured image for AI Insiders

Opinion / May 22

Google's AI moat is distribution, but the Search ad risk is real

By Alessandro Benigni

The entry-level job gap is the AI benchmark that actually counts — featured image for AI Insiders

Opinion / May 22

The entry-level job gap is the AI benchmark that actually counts

By Alessandro Benigni

Cheap AI was yesterday's story. Prices are climbing again. — featured image for AI Insiders

Opinion / May 21

Cheap AI was yesterday's story. Prices are climbing again.

By Alessandro Benigni

Cheap models are already eating OpenAI and Anthropic's IPO story — featured image for AI Insiders

Opinion / May 21

Cheap models are already eating OpenAI and Anthropic's IPO story

By Alessandro Benigni

$370 billion in AI philanthropy is real, but illiquid — featured image for AI Insiders

Opinion / May 20

$370 billion in AI philanthropy is real, but illiquid

By Alessandro Benigni

The "model half-life" myth does not survive contact with data — featured image for AI Insiders

Opinion / May 20

The "model half-life" myth does not survive contact with data

By Alessandro Benigni

Static Benchmarks Cannot Measure Agents. What Comes Next? — featured image for AI Insiders

Opinion / May 19

Static Benchmarks Cannot Measure Agents. What Comes Next?

By Alessandro Benigni

Featured image for: Suleyman: AI will match human performance on most professional tasks in 18 months

Opinion / May 19

Suleyman: AI will match human performance on most professional tasks in 18 months

By Alessandro Benigni