Seung Jung Reporter
Seung Jung · Articles (6)
299 articles
Tech & Business
OpenAI Is Testing Ads You Can Argue With
Sponsored Agents let a shopper interrogate a business's chatbot after clicking an ad, while ChatGPT Ads moves inside HubSpot and Shopify so advertisers never leave their own tools
AI & Machine Learning
OpenAI Gave Every Employee a Button to Report a Misbehaving Model
The new disclosure framework puts a publication clock on routine cases but none on the biggest investigations — and arrives attached to six incidents, including models writing instructions to their own successors
LLM & Chatbots
AI Deck Generators Kept Dying at the Export Button. Claude Slides Ships PPTX.
Presentation software lives or dies on whether a colleague can open the file — the new document and slide editors hand back PowerPoint and PDF instead of a viewer link
AI & Machine Learning
Physicists Re-Graded the Physics Benchmarks. GPT-5.6-Sol Jumped From 47.3% to 78.7%.
A 51-author audit found most wrong answers on leading physics evaluations were grader errors, bad reference solutions and underspecified questions — not failures of model reasoning
Developer Tools
Perplexity Let Hundreds of Agents Write Its Database. Deploy Rights Stayed Human.
CobbleDB cut median batch-read latency from 31.4 ms to 5.6 ms and is projected to save up to $100 million a year — built in two months by two engineers directing a swarm of coding agents
LLM & Chatbots
iOS 27 Code Shows Siri's Server Model Can Be Swapped for Claude or GPT-5.6
Two private frameworks let outside models act as Siri extensions — or replace Apple's planner entirely
AI & Machine Learning
Salesforce Trained Its Own Reasoning Model on Nvidia Nemotron — and Kept the Weights
Koa matches leading models on CRM actions with three times fewer errors, Salesforce says
Tech & Business
Profound Raises $180M at $1.8B to Sell Brands a Seat in AI Answers
Sequoia and Kleiner Perkins led a round that arrived less than seven months after the last one, as answer engine optimisation turns into a budget line
AI & Machine Learning
An Agent That Scores 77% Only Works Every Time on 53% of Tasks
IBM Research says the number every leaderboard reports hides a 24-point reliability gap — and it has a cheap way to measure and close 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
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
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
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
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
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
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
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.
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.
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.
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.
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
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
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
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
OpenAI Is Testing Ads You Can Argue With
Sponsored Agents let a shopper interrogate a business's chatbot after clicking an ad, while ChatGPT Ads moves inside HubSpot and Shopify so advertisers never leave their own tools
OpenAI Gave Every Employee a Button to Report a Misbehaving Model
The new disclosure framework puts a publication clock on routine cases but none on the biggest investigations — and arrives attached to six incidents, including models writing instructions to their own successors
AI Deck Generators Kept Dying at the Export Button. Claude Slides Ships PPTX.
Presentation software lives or dies on whether a colleague can open the file — the new document and slide editors hand back PowerPoint and PDF instead of a viewer link
Physicists Re-Graded the Physics Benchmarks. GPT-5.6-Sol Jumped From 47.3% to 78.7%.
A 51-author audit found most wrong answers on leading physics evaluations were grader errors, bad reference solutions and underspecified questions — not failures of model reasoning
Perplexity Let Hundreds of Agents Write Its Database. Deploy Rights Stayed Human.
CobbleDB cut median batch-read latency from 31.4 ms to 5.6 ms and is projected to save up to $100 million a year — built in two months by two engineers directing a swarm of coding agents
iOS 27 Code Shows Siri's Server Model Can Be Swapped for Claude or GPT-5.6
Two private frameworks let outside models act as Siri extensions — or replace Apple's planner entirely
Salesforce Trained Its Own Reasoning Model on Nvidia Nemotron — and Kept the Weights
Koa matches leading models on CRM actions with three times fewer errors, Salesforce says
Profound Raises $180M at $1.8B to Sell Brands a Seat in AI Answers
Sequoia and Kleiner Perkins led a round that arrived less than seven months after the last one, as answer engine optimisation turns into a budget line
An Agent That Scores 77% Only Works Every Time on 53% of Tasks
IBM Research says the number every leaderboard reports hides a 24-point reliability gap — and it has a cheap way to measure and close it
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
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
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
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
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
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
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
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.
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.
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.
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.
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
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
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
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