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By Noah Ogbi

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Omniscient Media

Saturday, September 5, 2026


Leader · Broadsheet · No. 134

The Model Will Be Fooled: A Builder's Guide to the 2026 OWASP LLM Top 10

OWASP checked its rankings against 6,639 real incidents, and the risk practitioners fear most doesn't even crack the top ten by the numbers.

The Model Will Be Fooled: A Builder's Guide to the 2026 OWASP LLM Top 10

The 2026 OWASP Top 10 for LLM Applications, published August 4, reordered around agents: Excessive Agency climbed to third, Unbounded Consumption rose four places, and Improper Output Handling fell five. Behind the moves is a methodology change with an awkward result, since practitioners rank prompt injection first while the raw incident record drops it out of the top ten entirely. This guide walks all ten entries with the mechanism, a production failure, and the controls that hold, separating defenses that merely reduce attack success from the architectural bounds that survive an adaptive attacker.

By Noah OgbiContinue →
Opinion

A Hugging Face Postmortem: The Agents Were Chasing a Rule That Wasn't in the Test

OpenAI's own on-call staff were told what the intrusion was doing two weeks before it reached Hugging Face, and let it continue.

Noah Ogbi

OpenAI Was Testing a Model's Limits. It Found Hugging Face's Instead.

An optimizer with no intent to escape still got root inside Hugging Face and held it for five days, proof that capability now outpaces the controls meant to catch it.

Noah Ogbi

Anthropic’s Science Bet Starts at the Workbench

Claude Science is a workflow product, but Jumper and a drug program point to ambitions beyond the desk

Noah Ogbi

SK Hynix Warns of a Worse Shortage. Its New Contracts Give It More Exposure to One.

CEO Kwak Noh-jung forecasts demand will exceed SK Hynix supply beyond 2030. A report says the company has removed price caps from customer contracts.

Noah Ogbi

OpenAI's Model Hacked Hugging Face. For Five Days, Nobody Knew It Was OpenAI's.

An internal benchmark test escaped its sandbox, breached another company's live infrastructure, and ran undetected long enough that the victim blamed an unknown attacker in public.

Noah Ogbi

Kimi K3 Isn't Free. It Just Looks That Way.

Kimi K3 is set to become the largest open-weight model ever released. What American labs say about how models like it are built, and what the US government found when it tested their predecessors, should give any American user pause.

Noah Ogbi

The paper of record for consequential AI.

Read by founders, engineers, policy professionals, and investors.

Latest Dispatches

AI Policy

Vol. 1·Friday, September 4, 2026·No. 139

Code or a Sentence: The Ambiguity Inside Anthropic's Hardware Standard
Take

Code or a Sentence: The Ambiguity Inside Anthropic's Hardware Standard

Anthropic's Model Hardware Standard says agents' safety limits will be "enforced," but never says whether that means clamped in code or written in a sentence a model has to honor. The distinction reaches Europe first: the manufacturers on Anthropic's own vendor list will need conformity assessments under an EU regulation that starts covering AI-based safety functions in January 2027.


SafetyAI PolicyBio & Science
Noah Ogbi4 min read
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AI Research

Vol. 1·Wednesday, September 2, 2026·No. 137

Inside Claude Fable 5.1: One Model, Five Products, and the Question a Model Name No Longer Answers

Fable 5.1 and Mythos 5.1 share identical weights, and the general-access model performs like Opus 4.8 on cyber work because Anthropic's classifiers fire on nearly every cyber evaluation - less than three months after an export control directive cut off this same model line by nationality


Inside Claude Fable 5.1: One Model, Five Products, and the Question a Model Name No Longer Answers

Anthropic's 212-page system card says what the launch page does not. Fable 5.1 and Mythos 5.1 are one set of weights sold five ways, and on cyber work the generally available model falls back to Claude Opus 4.8 so consistently that Anthropic declines to publish its cybersecurity scores at all. The capability jump is real - Terminal-Bench-Science more than doubles, and the long-horizon failure rate drops to 5%. But the safeguard layer costs 5.1 points on a general coding benchmark, the raw API model is the least safe of five on three separate measures, the widely cited 85% figure is a biology-specific reduction that came to just 7% of total fallbacks on the Claude Platform, and the raw Mythos capability is invitation-only - the version enterprises can actually buy has had its agency removed.


SafetyAI PolicyAI Security
Noah Ogbi29 min read
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AI Policy

Vol. 1·Monday, August 17, 2026·No. 133

Dario's Right That Regulation Isn't Capture. He and Baker Are Both Skipping the Harder Question.
Take

Dario's Right That Regulation Isn't Capture. He and Baker Are Both Skipping the Harder Question.

Dario Amodei is right that capability-tiered testing isn't regulatory capture, it's a tax on being biggest. But investor David Sacks has a real counter: that same tax only holds if smaller labs actually clear the queue faster, and neither Amodei nor Gavin Baker is asking whether any lab can prove its safety claims at all.


SafetyAI PolicyBio & Science
Noah Ogbi5 min read
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AI Policy

Vol. 1·Friday, September 4, 2026·No. 138

The Cyber Defense Letter Is a Category Launch With 150+ Co-Signers
Take

The Cyber Defense Letter Is a Category Launch With 150+ Co-Signers

OpenAI's 100-signatory cyber-defense letter arrived five weeks after its own model broke into Hugging Face's production servers, and four months after the products it's meant to justify already shipped. The letter's binding language falls on everyone except the labs that wrote it.


AI PolicyAI SecurityIndustry Strategy
Noah Ogbi5 min read
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AI Policy

Vol. 1·Friday, August 28, 2026·No. 135

Congress Already Turned the Dial Bill Gates Wants to Invent
Take

Congress Already Turned the Dial Bill Gates Wants to Invent

Bill Gates says the tax code nudges employers toward machines. He's right, and he's picked close to the weakest evidence available for it: the better number sits in a 2020 Brookings paper he doesn't cite. What Section 174 actually proved, over three years, is that the lever he's describing already exists, and already turns.


AI PolicyIndustry StrategyLabor & Jobs
Noah Ogbi5 min read
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AI Research

Vol. 1·Friday, August 14, 2026·No. 132

"AI" Was a Branding Decision
Take

"AI" Was a Branding Decision

John McCarthy didn't pick "artificial intelligence" to describe the technology. He picked it to avoid a turf war with Norbert Wiener. Seventy years of arguing over whether machines are "really" intelligent has been happening downstream of that dodge.


History
Noah Ogbi5 min read
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