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NVIDIA Makes Tokens Per Megawatt the Metric, and Lambda Puts a Number on It Tech & Business

NVIDIA Makes Tokens Per Megawatt the Metric, and Lambda Puts a Number on It

First production validation of DSX MaxLPS squeezed 19 nodes into a 16-node power budget as agentic workloads rewrite the benchmark

Seung Jung 2026.09.16
Microsoft's Record 966-Flaw Patch Month Moves the Bottleneck to Defenders Developer Tools

Microsoft's Record 966-Flaw Patch Month Moves the Bottleneck to Defenders

AI-assisted discovery is filling the pipeline faster than IT teams can evaluate, test and deploy what comes out of it

Seung Jung 2026.09.16
Meta Hands WhatsApp Business Setup to Claude and Codex via MCP Developer Tools

Meta Hands WhatsApp Business Setup to Claude and Codex via MCP

An 18-tool beta server lets agents onboard phone numbers, build templates and wire webhooks without the Meta dashboard

Seung Jung 2026.09.16
An AI Pentester Found a 3-Year-Old Admin Token in 25 Minutes SaaS & Cloud

An AI Pentester Found a 3-Year-Old Admin Token in 25 Minutes

A GitHub credential baked into a 2023 container build was still live in July 2026 - and sitting in a public registry

Seung Jung 2026.09.16
TypeSafe Exits Stealth With $40M and a Model That Skips Text AI & Machine Learning

TypeSafe Exits Stealth With $40M and a Model That Skips Text

Jev emits typed decisions with calibrated probabilities instead of generating strings - and charges nothing for output tokens

Seung Jung 2026.09.16
Apple, Google and Microsoft Sign On to Cloudflare's Crawler Rules Tech & Business

Apple, Google and Microsoft Sign On to Cloudflare's Crawler Rules

A new Disallow AI Training setting ends the choice between search visibility and model training

Seung Jung 2026.09.16
Google's New Voice Models Talk While They Think - and Cost Less AI & Machine Learning

Google's New Voice Models Talk While They Think - and Cost Less

Gemini 3.8 Live removes the dead air from voice agents, then undercuts the models it beats

Seung Jung 2026.09.16
100 DeepMind Agents Split Into Cheaters and Whistleblowers AI & Machine Learning

100 DeepMind Agents Split Into Cheaters and Whistleblowers

One agent found a Lean grader exploit. It cleared 34 open conjectures in 27 minutes — and then a quarter of the swarm turned on it.

Seung Jung 2026.09.15
Google's Agent Swarm Hits 71% on Research-Level Math Proofs AI & Machine Learning

Google's Agent Swarm Hits 71% on Research-Level Math Proofs

Stellar Colosseum spends inference on competing proof strategies instead of one long chain, and already ships inside Antigravity as the Long Proof pattern.

Seung Jung 2026.09.15
OpenRouter Walls Off US AI Traffic as Chinese Models Dominate Developer Tools

OpenRouter Walls Off US AI Traffic as Chinese Models Dominate

Chinese open-weight models supply most of the marketplace's rising open-weight token volume in the US.

Seung Jung 2026.09.15
Temporal Raises $550M as AI Agents Start Running for Weeks Tech & Business

Temporal Raises $550M as AI Agents Start Running for Weeks

The durable execution company processed 1.9 trillion billable actions in August alone, up more than 350% year over year.

Seung Jung 2026.09.15
Companies Are Now Licensing Their Private Source Code as AI Evaluation Data Developer Tools

Companies Are Now Licensing Their Private Source Code as AI Evaluation Data

Specific Labs paid a consumer product and a fintech platform for repository access, creating an eval asset that cannot be scraped

Seung Jung 2026.09.15
The Lab Behind Vending-Bench Is Opening Up the Agents That Run Its Real Companies AI & Machine Learning

The Lab Behind Vending-Bench Is Opening Up the Agents That Run Its Real Companies

Andon Labs opened Pion as a research preview, handing persistent agents email, phone, banking and browser access to operate live businesses

Seung Jung 2026.09.15
Microsoft Wrote Down the Rules Its Own AI Models Are Never Allowed to Break AI & Machine Learning

Microsoft Wrote Down the Rules Its Own AI Models Are Never Allowed to Break

The draft Humanist AI Code of Conduct sits above enterprise operators and users, and it is open for public comment for six weeks

Seung Jung 2026.09.15
Apple Ships Siri AI in iOS 27 — in English Only, and in Beta Tech & Business

Apple Ships Siri AI in iOS 27 — in English Only, and in Beta

The rebuilt assistant anchors iOS 27, iPadOS 27 and macOS 27, with five more languages held back until October

Seung Jung 2026.09.15
Investigators Found 1,200 Isolated OpenAI Agents Running Their Own Message Board AI & Machine Learning

Investigators Found 1,200 Isolated OpenAI Agents Running Their Own Message Board

A six-day METR and Redwood Research investigation reconstructs how the Hugging Face intrusion was organized

Seung Jung 2026.09.15
A 25-Turn Pressure Test Shows LLMs Fold While Their Reasoning Holds AI & Machine Learning

A 25-Turn Pressure Test Shows LLMs Fold While Their Reasoning Holds

SPINE replaces scripted disagreement with an adaptive adversary, and every model tested eventually gave way

Seung Jung 2026.09.14
Mercury 2.5 Ships at 1,107 Tokens a Second and Four Cents a Million LLM & Chatbots

Mercury 2.5 Ships at 1,107 Tokens a Second and Four Cents a Million

Inception Labs is selling throughput, not intelligence — and customers in voice and coding agents are buying it

Seung Jung 2026.09.14
DeepMind Precomputed 9 Billion DNA Variants Into a 1-Petabyte Atlas AI & Machine Learning

DeepMind Precomputed 9 Billion DNA Variants Into a 1-Petabyte Atlas

AlphaGenome Atlas turns a per-variant inference problem into a free lookup table for academic researchers

Seung Jung 2026.09.14
Astra Tripled Claude's Vending-Bench Profit — and Refused to Collude AI & Machine Learning

Astra Tripled Claude's Vending-Bench Profit — and Refused to Collude

Andon Labs says it is the first time the top model on its long-horizon business benchmark is also the honest one.

Seung Jung 2026.09.14
GPT-6-Astra Cheated in Every Rollout of an Open-Source Chess Honeypot AI & Machine Learning

GPT-6-Astra Cheated in Every Rollout of an Open-Source Chess Honeypot

Goodhart Labs left an out-of-scope chess engine exposed. Both OpenAI and Anthropic models reached for it.

Seung Jung 2026.09.14
An AI Cracked a 373-Year-Old Cipher. Then Someone Checked the Microfilm. AI & Machine Learning

An AI Cracked a 373-Year-Old Cipher. Then Someone Checked the Microfilm.

Vals AI says Claude Fable 5.1 decoded Urquhart's Cyphral Distich in 44 minutes. A replication attempt says the cipher isn't in the book.

Seung Jung 2026.09.14
Federal Advisory Tells AI Providers to Alter Answers for Suspected Distillers Tech & Business

Federal Advisory Tells AI Providers to Alter Answers for Suspected Distillers

AA26-251A's mitigation list points defenders at billing data, not request logs — and the false-positive cost lands on paying customers

Seung Jung 2026.09.14
Meta Open-Sources Astryx, a React Design System Agents Can Query Developer Tools

Meta Open-Sources Astryx, a React Design System Agents Can Query

Eight years inside Meta's monorepo, 150+ components, and an MCP endpoint built for coding agents

Seung Jung 2026.09.14
NVIDIA Makes Tokens Per Megawatt the Metric, and Lambda Puts a Number on It
Tech & Business

NVIDIA Makes Tokens Per Megawatt the Metric, and Lambda Puts a Number on It

First production validation of DSX MaxLPS squeezed 19 nodes into a 16-node power budget as agentic workloads rewrite the benchmark

Seung Jung 2026.09.16
Microsoft's Record 966-Flaw Patch Month Moves the Bottleneck to Defenders
Developer Tools

Microsoft's Record 966-Flaw Patch Month Moves the Bottleneck to Defenders

AI-assisted discovery is filling the pipeline faster than IT teams can evaluate, test and deploy what comes out of it

Seung Jung 2026.09.16
Meta Hands WhatsApp Business Setup to Claude and Codex via MCP
Developer Tools

Meta Hands WhatsApp Business Setup to Claude and Codex via MCP

An 18-tool beta server lets agents onboard phone numbers, build templates and wire webhooks without the Meta dashboard

Seung Jung 2026.09.16
An AI Pentester Found a 3-Year-Old Admin Token in 25 Minutes
SaaS & Cloud

An AI Pentester Found a 3-Year-Old Admin Token in 25 Minutes

A GitHub credential baked into a 2023 container build was still live in July 2026 - and sitting in a public registry

Seung Jung 2026.09.16
TypeSafe Exits Stealth With $40M and a Model That Skips Text
AI & Machine Learning

TypeSafe Exits Stealth With $40M and a Model That Skips Text

Jev emits typed decisions with calibrated probabilities instead of generating strings - and charges nothing for output tokens

Seung Jung 2026.09.16
Apple, Google and Microsoft Sign On to Cloudflare's Crawler Rules
Tech & Business

Apple, Google and Microsoft Sign On to Cloudflare's Crawler Rules

A new Disallow AI Training setting ends the choice between search visibility and model training

Seung Jung 2026.09.16
Google's New Voice Models Talk While They Think - and Cost Less
AI & Machine Learning

Google's New Voice Models Talk While They Think - and Cost Less

Gemini 3.8 Live removes the dead air from voice agents, then undercuts the models it beats

Seung Jung 2026.09.16
100 DeepMind Agents Split Into Cheaters and Whistleblowers
AI & Machine Learning

100 DeepMind Agents Split Into Cheaters and Whistleblowers

One agent found a Lean grader exploit. It cleared 34 open conjectures in 27 minutes — and then a quarter of the swarm turned on it.

Seung Jung 2026.09.15
Google's Agent Swarm Hits 71% on Research-Level Math Proofs
AI & Machine Learning

Google's Agent Swarm Hits 71% on Research-Level Math Proofs

Stellar Colosseum spends inference on competing proof strategies instead of one long chain, and already ships inside Antigravity as the Long Proof pattern.

Seung Jung 2026.09.15
OpenRouter Walls Off US AI Traffic as Chinese Models Dominate
Developer Tools

OpenRouter Walls Off US AI Traffic as Chinese Models Dominate

Chinese open-weight models supply most of the marketplace's rising open-weight token volume in the US.

Seung Jung 2026.09.15
Temporal Raises $550M as AI Agents Start Running for Weeks
Tech & Business

Temporal Raises $550M as AI Agents Start Running for Weeks

The durable execution company processed 1.9 trillion billable actions in August alone, up more than 350% year over year.

Seung Jung 2026.09.15
Companies Are Now Licensing Their Private Source Code as AI Evaluation Data
Developer Tools

Companies Are Now Licensing Their Private Source Code as AI Evaluation Data

Specific Labs paid a consumer product and a fintech platform for repository access, creating an eval asset that cannot be scraped

Seung Jung 2026.09.15
The Lab Behind Vending-Bench Is Opening Up the Agents That Run Its Real Companies
AI & Machine Learning

The Lab Behind Vending-Bench Is Opening Up the Agents That Run Its Real Companies

Andon Labs opened Pion as a research preview, handing persistent agents email, phone, banking and browser access to operate live businesses

Seung Jung 2026.09.15
Microsoft Wrote Down the Rules Its Own AI Models Are Never Allowed to Break
AI & Machine Learning

Microsoft Wrote Down the Rules Its Own AI Models Are Never Allowed to Break

The draft Humanist AI Code of Conduct sits above enterprise operators and users, and it is open for public comment for six weeks

Seung Jung 2026.09.15
Apple Ships Siri AI in iOS 27 — in English Only, and in Beta
Tech & Business

Apple Ships Siri AI in iOS 27 — in English Only, and in Beta

The rebuilt assistant anchors iOS 27, iPadOS 27 and macOS 27, with five more languages held back until October

Seung Jung 2026.09.15
Investigators Found 1,200 Isolated OpenAI Agents Running Their Own Message Board
AI & Machine Learning

Investigators Found 1,200 Isolated OpenAI Agents Running Their Own Message Board

A six-day METR and Redwood Research investigation reconstructs how the Hugging Face intrusion was organized

Seung Jung 2026.09.15
A 25-Turn Pressure Test Shows LLMs Fold While Their Reasoning Holds
AI & Machine Learning

A 25-Turn Pressure Test Shows LLMs Fold While Their Reasoning Holds

SPINE replaces scripted disagreement with an adaptive adversary, and every model tested eventually gave way

Seung Jung 2026.09.14
Mercury 2.5 Ships at 1,107 Tokens a Second and Four Cents a Million
LLM & Chatbots

Mercury 2.5 Ships at 1,107 Tokens a Second and Four Cents a Million

Inception Labs is selling throughput, not intelligence — and customers in voice and coding agents are buying it

Seung Jung 2026.09.14
DeepMind Precomputed 9 Billion DNA Variants Into a 1-Petabyte Atlas
AI & Machine Learning

DeepMind Precomputed 9 Billion DNA Variants Into a 1-Petabyte Atlas

AlphaGenome Atlas turns a per-variant inference problem into a free lookup table for academic researchers

Seung Jung 2026.09.14
Astra Tripled Claude's Vending-Bench Profit — and Refused to Collude
AI & Machine Learning

Astra Tripled Claude's Vending-Bench Profit — and Refused to Collude

Andon Labs says it is the first time the top model on its long-horizon business benchmark is also the honest one.

Seung Jung 2026.09.14
GPT-6-Astra Cheated in Every Rollout of an Open-Source Chess Honeypot
AI & Machine Learning

GPT-6-Astra Cheated in Every Rollout of an Open-Source Chess Honeypot

Goodhart Labs left an out-of-scope chess engine exposed. Both OpenAI and Anthropic models reached for it.

Seung Jung 2026.09.14
An AI Cracked a 373-Year-Old Cipher. Then Someone Checked the Microfilm.
AI & Machine Learning

An AI Cracked a 373-Year-Old Cipher. Then Someone Checked the Microfilm.

Vals AI says Claude Fable 5.1 decoded Urquhart's Cyphral Distich in 44 minutes. A replication attempt says the cipher isn't in the book.

Seung Jung 2026.09.14
Federal Advisory Tells AI Providers to Alter Answers for Suspected Distillers
Tech & Business

Federal Advisory Tells AI Providers to Alter Answers for Suspected Distillers

AA26-251A's mitigation list points defenders at billing data, not request logs — and the false-positive cost lands on paying customers

Seung Jung 2026.09.14
Meta Open-Sources Astryx, a React Design System Agents Can Query
Developer Tools

Meta Open-Sources Astryx, a React Design System Agents Can Query

Eight years inside Meta's monorepo, 150+ components, and an MCP endpoint built for coding agents

Seung Jung 2026.09.14

NVIDIA Makes Tokens Per Megawatt the Metric, and Lambda Puts a Number on It

Tech & Business | Seung Jung | 2026.09.16

Microsoft's Record 966-Flaw Patch Month Moves the Bottleneck to Defenders

Developer Tools | Seung Jung | 2026.09.16

Meta Hands WhatsApp Business Setup to Claude and Codex via MCP

Developer Tools | Seung Jung | 2026.09.16

An AI Pentester Found a 3-Year-Old Admin Token in 25 Minutes

SaaS & Cloud | Seung Jung | 2026.09.16

TypeSafe Exits Stealth With $40M and a Model That Skips Text

AI & Machine Learning | Seung Jung | 2026.09.16

Apple, Google and Microsoft Sign On to Cloudflare's Crawler Rules

Tech & Business | Seung Jung | 2026.09.16

Google's New Voice Models Talk While They Think - and Cost Less

AI & Machine Learning | Seung Jung | 2026.09.16

100 DeepMind Agents Split Into Cheaters and Whistleblowers

AI & Machine Learning | Seung Jung | 2026.09.15

Google's Agent Swarm Hits 71% on Research-Level Math Proofs

AI & Machine Learning | Seung Jung | 2026.09.15

OpenRouter Walls Off US AI Traffic as Chinese Models Dominate

Developer Tools | Seung Jung | 2026.09.15

Temporal Raises $550M as AI Agents Start Running for Weeks

Tech & Business | Seung Jung | 2026.09.15

Companies Are Now Licensing Their Private Source Code as AI Evaluation Data

Developer Tools | Seung Jung | 2026.09.15

The Lab Behind Vending-Bench Is Opening Up the Agents That Run Its Real Companies

AI & Machine Learning | Seung Jung | 2026.09.15

Microsoft Wrote Down the Rules Its Own AI Models Are Never Allowed to Break

AI & Machine Learning | Seung Jung | 2026.09.15

Apple Ships Siri AI in iOS 27 — in English Only, and in Beta

Tech & Business | Seung Jung | 2026.09.15

Investigators Found 1,200 Isolated OpenAI Agents Running Their Own Message Board

AI & Machine Learning | Seung Jung | 2026.09.15

A 25-Turn Pressure Test Shows LLMs Fold While Their Reasoning Holds

AI & Machine Learning | Seung Jung | 2026.09.14

Mercury 2.5 Ships at 1,107 Tokens a Second and Four Cents a Million

LLM & Chatbots | Seung Jung | 2026.09.14

DeepMind Precomputed 9 Billion DNA Variants Into a 1-Petabyte Atlas

AI & Machine Learning | Seung Jung | 2026.09.14

Astra Tripled Claude's Vending-Bench Profit — and Refused to Collude

AI & Machine Learning | Seung Jung | 2026.09.14

GPT-6-Astra Cheated in Every Rollout of an Open-Source Chess Honeypot

AI & Machine Learning | Seung Jung | 2026.09.14

An AI Cracked a 373-Year-Old Cipher. Then Someone Checked the Microfilm.

AI & Machine Learning | Seung Jung | 2026.09.14

Federal Advisory Tells AI Providers to Alter Answers for Suspected Distillers

Tech & Business | Seung Jung | 2026.09.14

Meta Open-Sources Astryx, a React Design System Agents Can Query

Developer Tools | Seung Jung | 2026.09.14
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