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Vercel Disabled AVIF Platform-Wide. The Bug Was Three Layers Below Next.js Developer Tools

Vercel Disabled AVIF Platform-Wide. The Bug Was Three Layers Below Next.js

An RCE reported against Next.js image optimization sat in a decoder Vercel does not maintain, leaving one lever it could pull in hours

Seung Jung 2026.09.19
A Chatbot Misread a Ship's Manifest. Armed US Aircraft Were Already in the Air. AI & Machine Learning

A Chatbot Misread a Ship's Manifest. Armed US Aircraft Were Already in the Air.

Four sources told CNN an AI-assisted intelligence report on a Chinese vessel was "entirely false" — and it reached operational planning before anyone checked

Seung Jung 2026.09.19
832,378 Lines of Rust in 14.5 Weeks: Inside an Agent-Run Rewrite Developer Tools

832,378 Lines of Rust in 14.5 Weeks: Inside an Agent-Run Rewrite

The port cut memory use from 1,383MB to 126MB and cost roughly $120,000 in tokens — and still shipped dozens of regressions the compiler happily approved

Seung Jung 2026.09.19
OpenAI's Astra for Law Is Not a New Model. It Is a 230-Million-URL Search Index LLM & Chatbots

OpenAI's Astra for Law Is Not a New Model. It Is a 230-Million-URL Search Index

A GPT-6 Astra configuration with a dedicated legal corpus lifted Vals AI Legal Research Bench correctness from 38.7% to 54%, and arrives with 26 partner plugins and an Am Law 200 access program

Seung Jung 2026.09.18
Huawei Pulled the Ascend 960 Forward Nine Months. Scale Is the Argument, Not the Die Tech & Business

Huawei Pulled the Ascend 960 Forward Nine Months. Scale Is the Argument, Not the Die

The 960DT lands in Q1 2027 with 288GB and 4 PFLOPS of FP4, still far behind Rubin per chip — but Huawei is selling 4,096-accelerator pods, and Nvidia cannot ship Rubin into China anyway

Seung Jung 2026.09.18
Researchers Reached OpenAI's Internal Repo Through a Forum Image Bug Developer Tools

Researchers Reached OpenAI's Internal Repo Through a Forum Image Bug

Hacktron AI chained a libheif heap overflow with an OpenAI SSO misconfiguration, and says Claude Opus 5 closed the gap its predecessor could not

Seung Jung 2026.09.18
Crusoe Raises $3.9B at a $30.9B Valuation and Bets on Data Centers You Can Truck In Tech & Business

Crusoe Raises $3.9B at a $30.9B Valuation and Bets on Data Centers You Can Truck In

The Series F triples the company's valuation in ten months as it builds modular 'AI factories'

Seung Jung 2026.09.18
Plugin4Shell: A Zero-Click RCE Hits Claude Code, Codex, Copilot and Gemini CLI Developer Tools

Plugin4Shell: A Zero-Click RCE Hits Claude Code, Codex, Copilot and Gemini CLI

Security firm Air says every major coding agent trusts a pinned plugin version it never verifies

Seung Jung 2026.09.18
PrismML Squeezed a 27B Reasoning Model Into 5.95GB Without Losing the Reasoning AI & Machine Learning

PrismML Squeezed a 27B Reasoning Model Into 5.95GB Without Losing the Reasoning

Bonsai 2 27B keeps 98.2% of FP16 benchmark performance at 1.72 bits per weight

Seung Jung 2026.09.18
A Microsoft Memo Called AI Training 'the Largest Theft of Labor in Human History' Tech & Business

A Microsoft Memo Called AI Training 'the Largest Theft of Labor in Human History'

Unsealed material in the New York Times case puts internal Microsoft and OpenAI candor about paywalls, substitution and publisher harm on the record

Seung Jung 2026.09.18
Open-Weight Models Now Run Most of Vercel's Gateway Traffic — and 14% of the Spend Tech & Business

Open-Weight Models Now Run Most of Vercel's Gateway Traffic — and 14% of the Spend

September's AI Gateway Production Index shows a 56% volume majority worth 14% of spend, while Anthropic holds 64 cents of every dollar

Seung Jung 2026.09.18
Claude Code Projects Returns as a Coordinator That Runs Parallel Cloud Threads Developer Tools

Claude Code Projects Returns as a Coordinator That Runs Parallel Cloud Threads

Anthropic's beta hands one agent the job of splitting a goal across branch-isolated sessions — and warns it will eat a plan faster

Seung Jung 2026.09.18
ChatGPT Picks a Favourite in 79% of Shopping Answers. Gemini Does It 7% of the Time. LLM & Chatbots

ChatGPT Picks a Favourite in 79% of Shopping Answers. Gemini Does It 7% of the Time.

An audit of 1,536 responses finds the two assistants barely cite the same sources — and that API-based research misses what shoppers actually see

Seung Jung 2026.09.17
A Manager's Nudge Raises AI Rule-Breaking by 65%, a 22-Model Audit Finds AI & Machine Learning

A Manager's Nudge Raises AI Rule-Breaking by 65%, a 22-Model Audit Finds

PACT pits a standing compliance rule against a convenient shortcut, and no model in the panel cleared the bar for unsupervised enterprise work

Seung Jung 2026.09.17
DeepSeek-V4.1-Flash Cuts KV Cache to 890 Bytes per Token AI & Machine Learning

DeepSeek-V4.1-Flash Cuts KV Cache to 890 Bytes per Token

A 552B open-weights MoE that activates just 8B parameters during prefill, aimed squarely at long-running agent sessions

Seung Jung 2026.09.17
OpenAI Is Testing Ads You Can Argue With 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

Seung Jung 2026.09.17
OpenAI Gave Every Employee a Button to Report a Misbehaving Model 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

Seung Jung 2026.09.17
AI Deck Generators Kept Dying at the Export Button. Claude Slides Ships PPTX. 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

Seung Jung 2026.09.17
Physicists Re-Graded the Physics Benchmarks. GPT-5.6-Sol Jumped From 47.3% to 78.7%. 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

Seung Jung 2026.09.17
Perplexity Let Hundreds of Agents Write Its Database. Deploy Rights Stayed Human. 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

Seung Jung 2026.09.17
iOS 27 Code Shows Siri's Server Model Can Be Swapped for Claude or GPT-5.6 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

Seung Jung 2026.09.16
Salesforce Trained Its Own Reasoning Model on Nvidia Nemotron — and Kept the Weights 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

Seung Jung 2026.09.16
Profound Raises $180M at $1.8B to Sell Brands a Seat in AI Answers 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

Seung Jung 2026.09.16
An Agent That Scores 77% Only Works Every Time on 53% of Tasks 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

Seung Jung 2026.09.16
Vercel Disabled AVIF Platform-Wide. The Bug Was Three Layers Below Next.js
Developer Tools

Vercel Disabled AVIF Platform-Wide. The Bug Was Three Layers Below Next.js

An RCE reported against Next.js image optimization sat in a decoder Vercel does not maintain, leaving one lever it could pull in hours

Seung Jung 2026.09.19
A Chatbot Misread a Ship's Manifest. Armed US Aircraft Were Already in the Air.
AI & Machine Learning

A Chatbot Misread a Ship's Manifest. Armed US Aircraft Were Already in the Air.

Four sources told CNN an AI-assisted intelligence report on a Chinese vessel was "entirely false" — and it reached operational planning before anyone checked

Seung Jung 2026.09.19
832,378 Lines of Rust in 14.5 Weeks: Inside an Agent-Run Rewrite
Developer Tools

832,378 Lines of Rust in 14.5 Weeks: Inside an Agent-Run Rewrite

The port cut memory use from 1,383MB to 126MB and cost roughly $120,000 in tokens — and still shipped dozens of regressions the compiler happily approved

Seung Jung 2026.09.19
OpenAI's Astra for Law Is Not a New Model. It Is a 230-Million-URL Search Index
LLM & Chatbots

OpenAI's Astra for Law Is Not a New Model. It Is a 230-Million-URL Search Index

A GPT-6 Astra configuration with a dedicated legal corpus lifted Vals AI Legal Research Bench correctness from 38.7% to 54%, and arrives with 26 partner plugins and an Am Law 200 access program

Seung Jung 2026.09.18
Huawei Pulled the Ascend 960 Forward Nine Months. Scale Is the Argument, Not the Die
Tech & Business

Huawei Pulled the Ascend 960 Forward Nine Months. Scale Is the Argument, Not the Die

The 960DT lands in Q1 2027 with 288GB and 4 PFLOPS of FP4, still far behind Rubin per chip — but Huawei is selling 4,096-accelerator pods, and Nvidia cannot ship Rubin into China anyway

Seung Jung 2026.09.18
Researchers Reached OpenAI's Internal Repo Through a Forum Image Bug
Developer Tools

Researchers Reached OpenAI's Internal Repo Through a Forum Image Bug

Hacktron AI chained a libheif heap overflow with an OpenAI SSO misconfiguration, and says Claude Opus 5 closed the gap its predecessor could not

Seung Jung 2026.09.18
Crusoe Raises $3.9B at a $30.9B Valuation and Bets on Data Centers You Can Truck In
Tech & Business

Crusoe Raises $3.9B at a $30.9B Valuation and Bets on Data Centers You Can Truck In

The Series F triples the company's valuation in ten months as it builds modular 'AI factories'

Seung Jung 2026.09.18
Plugin4Shell: A Zero-Click RCE Hits Claude Code, Codex, Copilot and Gemini CLI
Developer Tools

Plugin4Shell: A Zero-Click RCE Hits Claude Code, Codex, Copilot and Gemini CLI

Security firm Air says every major coding agent trusts a pinned plugin version it never verifies

Seung Jung 2026.09.18
PrismML Squeezed a 27B Reasoning Model Into 5.95GB Without Losing the Reasoning
AI & Machine Learning

PrismML Squeezed a 27B Reasoning Model Into 5.95GB Without Losing the Reasoning

Bonsai 2 27B keeps 98.2% of FP16 benchmark performance at 1.72 bits per weight

Seung Jung 2026.09.18
A Microsoft Memo Called AI Training 'the Largest Theft of Labor in Human History'
Tech & Business

A Microsoft Memo Called AI Training 'the Largest Theft of Labor in Human History'

Unsealed material in the New York Times case puts internal Microsoft and OpenAI candor about paywalls, substitution and publisher harm on the record

Seung Jung 2026.09.18
Open-Weight Models Now Run Most of Vercel's Gateway Traffic — and 14% of the Spend
Tech & Business

Open-Weight Models Now Run Most of Vercel's Gateway Traffic — and 14% of the Spend

September's AI Gateway Production Index shows a 56% volume majority worth 14% of spend, while Anthropic holds 64 cents of every dollar

Seung Jung 2026.09.18
Claude Code Projects Returns as a Coordinator That Runs Parallel Cloud Threads
Developer Tools

Claude Code Projects Returns as a Coordinator That Runs Parallel Cloud Threads

Anthropic's beta hands one agent the job of splitting a goal across branch-isolated sessions — and warns it will eat a plan faster

Seung Jung 2026.09.18
ChatGPT Picks a Favourite in 79% of Shopping Answers. Gemini Does It 7% of the Time.
LLM & Chatbots

ChatGPT Picks a Favourite in 79% of Shopping Answers. Gemini Does It 7% of the Time.

An audit of 1,536 responses finds the two assistants barely cite the same sources — and that API-based research misses what shoppers actually see

Seung Jung 2026.09.17
A Manager's Nudge Raises AI Rule-Breaking by 65%, a 22-Model Audit Finds
AI & Machine Learning

A Manager's Nudge Raises AI Rule-Breaking by 65%, a 22-Model Audit Finds

PACT pits a standing compliance rule against a convenient shortcut, and no model in the panel cleared the bar for unsupervised enterprise work

Seung Jung 2026.09.17
DeepSeek-V4.1-Flash Cuts KV Cache to 890 Bytes per Token
AI & Machine Learning

DeepSeek-V4.1-Flash Cuts KV Cache to 890 Bytes per Token

A 552B open-weights MoE that activates just 8B parameters during prefill, aimed squarely at long-running agent sessions

Seung Jung 2026.09.17
OpenAI Is Testing Ads You Can Argue With
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

Seung Jung 2026.09.17
OpenAI Gave Every Employee a Button to Report a Misbehaving Model
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

Seung Jung 2026.09.17
AI Deck Generators Kept Dying at the Export Button. Claude Slides Ships PPTX.
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

Seung Jung 2026.09.17
Physicists Re-Graded the Physics Benchmarks. GPT-5.6-Sol Jumped From 47.3% to 78.7%.
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

Seung Jung 2026.09.17
Perplexity Let Hundreds of Agents Write Its Database. Deploy Rights Stayed Human.
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

Seung Jung 2026.09.17
iOS 27 Code Shows Siri's Server Model Can Be Swapped for Claude or GPT-5.6
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

Seung Jung 2026.09.16
Salesforce Trained Its Own Reasoning Model on Nvidia Nemotron — and Kept the Weights
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

Seung Jung 2026.09.16
Profound Raises $180M at $1.8B to Sell Brands a Seat in AI Answers
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

Seung Jung 2026.09.16
An Agent That Scores 77% Only Works Every Time on 53% of Tasks
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

Seung Jung 2026.09.16

Vercel Disabled AVIF Platform-Wide. The Bug Was Three Layers Below Next.js

Developer Tools | Seung Jung | 2026.09.19

A Chatbot Misread a Ship's Manifest. Armed US Aircraft Were Already in the Air.

AI & Machine Learning | Seung Jung | 2026.09.19

832,378 Lines of Rust in 14.5 Weeks: Inside an Agent-Run Rewrite

Developer Tools | Seung Jung | 2026.09.19

OpenAI's Astra for Law Is Not a New Model. It Is a 230-Million-URL Search Index

LLM & Chatbots | Seung Jung | 2026.09.18

Huawei Pulled the Ascend 960 Forward Nine Months. Scale Is the Argument, Not the Die

Tech & Business | Seung Jung | 2026.09.18

Researchers Reached OpenAI's Internal Repo Through a Forum Image Bug

Developer Tools | Seung Jung | 2026.09.18

Crusoe Raises $3.9B at a $30.9B Valuation and Bets on Data Centers You Can Truck In

Tech & Business | Seung Jung | 2026.09.18

Plugin4Shell: A Zero-Click RCE Hits Claude Code, Codex, Copilot and Gemini CLI

Developer Tools | Seung Jung | 2026.09.18

PrismML Squeezed a 27B Reasoning Model Into 5.95GB Without Losing the Reasoning

AI & Machine Learning | Seung Jung | 2026.09.18

A Microsoft Memo Called AI Training 'the Largest Theft of Labor in Human History'

Tech & Business | Seung Jung | 2026.09.18

Open-Weight Models Now Run Most of Vercel's Gateway Traffic — and 14% of the Spend

Tech & Business | Seung Jung | 2026.09.18

Claude Code Projects Returns as a Coordinator That Runs Parallel Cloud Threads

Developer Tools | Seung Jung | 2026.09.18

ChatGPT Picks a Favourite in 79% of Shopping Answers. Gemini Does It 7% of the Time.

LLM & Chatbots | Seung Jung | 2026.09.17

A Manager's Nudge Raises AI Rule-Breaking by 65%, a 22-Model Audit Finds

AI & Machine Learning | Seung Jung | 2026.09.17

DeepSeek-V4.1-Flash Cuts KV Cache to 890 Bytes per Token

AI & Machine Learning | Seung Jung | 2026.09.17

OpenAI Is Testing Ads You Can Argue With

Tech & Business | Seung Jung | 2026.09.17

OpenAI Gave Every Employee a Button to Report a Misbehaving Model

AI & Machine Learning | Seung Jung | 2026.09.17

AI Deck Generators Kept Dying at the Export Button. Claude Slides Ships PPTX.

LLM & Chatbots | Seung Jung | 2026.09.17

Physicists Re-Graded the Physics Benchmarks. GPT-5.6-Sol Jumped From 47.3% to 78.7%.

AI & Machine Learning | Seung Jung | 2026.09.17

Perplexity Let Hundreds of Agents Write Its Database. Deploy Rights Stayed Human.

Developer Tools | Seung Jung | 2026.09.17

iOS 27 Code Shows Siri's Server Model Can Be Swapped for Claude or GPT-5.6

LLM & Chatbots | Seung Jung | 2026.09.16

Salesforce Trained Its Own Reasoning Model on Nvidia Nemotron — and Kept the Weights

AI & Machine Learning | Seung Jung | 2026.09.16

Profound Raises $180M at $1.8B to Sell Brands a Seat in AI Answers

Tech & Business | Seung Jung | 2026.09.16

An Agent That Scores 77% Only Works Every Time on 53% of Tasks

AI & Machine Learning | Seung Jung | 2026.09.16
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