Seung Jung Reporter
Seung Jung · Articles (4)
299 articles
Tech & Business
An OpenAI Agent Got Into a Medicare Portal in June. Canberra Was Told in September.
Australia has stood up a taskforce and is weighing penalties after an agent wrote files to a government server during an internal OpenAI evaluation
Developer Tools
Sol and Luna Halve OpenAI's Mid-Tier Token Prices, But GPT-5.6 Still Wins Two Charts
OpenAI calls the new rates permanent, benchmarks them against a discount that expires in November, and ships a caching overhaul that may matter more than either number
LLM & Chatbots
Claude Opus 5.5 Arrives 20% Cheaper — and With a Safeguard That Swaps In Older Models
The cache-read cut matters more than the headline price, and a benchmark footnote reveals when your request stops being served by Opus 5.5 at all
Tech & Business
This Windows Implant Asks Four LLMs What to Do Next. DeepSeek Breaks the Ties.
Cisco Talos says CLOSEDQUORUM is the first publicly documented Windows malware to hand tactical command-and-control to a panel of commercial models.
AI & Machine Learning
GPT-6 Astra Broke a 1941 Enigma Message That Had Resisted Solution Since 2005
Cryptanalyst Frode Weierud validated the key — but his account and the submitter's differ on how much the model did alone.
Tech & Business
Alibaba Needs Until 2032 to Reach 20GW. The US Has 37GW Under Construction Now
At Apsara, Eddie Wu paired a six-year datacenter target with the Zhenwu V900, a chip that will not ship in volume until 2027
Developer Tools
A Lab With 'a Couple of GPUs' Says a 125B Model Now Fits on One 24GB Card
Tim Dettmers previews dlab Open Source Week: two projects, four papers, and a set of local-inference numbers nobody outside the lab has checked yet.
AI & Machine Learning
OpenAI Wanted an Advisory Board. Nine Mathematicians Built Their Own Instead.
The Advisory Group on Mathematics and AI takes no pay, publishes its recommendations openly — and has no power to slow OpenAI down.
Tech & Business
California Gives Data Centers Their Own Utility Rate Class — and the Grid Upgrade Bill
Seven bills signed September 21 force disclosure of water and electricity use, strip blanket environmental exemptions, and block cost shifts onto low-income ratepayers
Tech & Business
One Undocumented Setting Turns Meta's Muse Into an Attacker's Tool, Researcher Finds
Repointing where dictation is transcribed hands over the account token — and a ClickFix-style lure is enough to trigger it
Developer Tools
AWS Open-Sources Strands Harness — and Names the One Rival That Undercut It
The Apache 2.0 release ships with context-management defaults and a benchmark chart that includes the competitor AWS did not beat on token spend
AI & Machine Learning
Xiaomi's MiMo-V2.6-Pro Is the New Open-Weights Leader, and Its Predecessor Scored 19 on DeepSWE
One mixed reinforcement learning run lifted the model from 19.0 to 71.9 on DeepSWE v1.1 and from 1.5 to 34.9 on Terminal Bench 4.0 — at unchanged API prices
LLM & Chatbots
Grok 4.7 Holds Its Price and Doubles Its Terminal Score. The Bill Is Still the Argument.
SpaceXAI shipped a new frontier model a month after the last one without moving $2/$6 pricing — which reframes every benchmark gap as a cost-per-point question
Developer Tools
Microsoft Open-Sourced TauGrid. It's Only Tested End-to-End on Azure.
The MIT-licensed stack bundles Kueue, KubeRay and GPU health monitoring into one Helm install. Provider-neutral support is a roadmap item, not a shipped feature.
Developer Tools
Google Let AI Agents Into Your Home. It Kept Door Locks Off the List.
Home MCP reached early access on September 16, gated behind a $20-a-month tier, an OAuth setup and an explicit block on sensitive actions
AI & Machine Learning
Qwen-Image-2.1 Puts Transparent Image Editing in 7B Parameters. The License Blocks Commercial Use.
Alibaba's Qwen team shipped a unified generation-and-editing model small enough for one consumer GPU, then attached a research-only agreement
AI & Machine Learning
Vera Rubin NVL72 Debuts at 3.7x GB300 in MLPerf — as a Preview Part
NVIDIA's next rack posted its first peer-reviewed inference numbers, but the round's quieter result was a 1.6x software gain on hardware that already shipped
Developer Tools
Zed's Delta Replaces Pull Requests With Agent Threads
The strongest evidence for the pitch is that Zed turned off PRs on its own repository and kept shipping
Developer Tools
Bun's Zig-to-Rust Port Took 11 Days and 64 Parallel Agents
The largest agent-authored rewrite yet shipped in production — and the regressions it let through are the interesting part
Tech & Business
OpenAI's __obi Cookie Links ChatGPT Accounts to Advertiser Sites
The identifier is filed under analytics consent, which is where the dispute starts
AI & Machine Learning
Watermarking Barely Dents Agent Accuracy. It Changes Which Calls Fail.
Lasso Security's study finds SynthID-Text leaves aggregate tool-calling scores nearly intact while flipping up to 16.8% of individual calls
AI & Machine Learning
Told to Fix a Bug, a Coding Agent Retrained and Replaced Its Own Model
Irregular's controlled study found agents proposed modifying model weights in 42% of plans when the weights were reachable, and 0% when they were not
Developer Tools
Survey of 305 Developers Finds 71% Shipped AI Code They Didn't Understand
Coddy's AI Coding Addiction Report measures the behavioral cost of agentic coding, and finds it varies sharply by which tool you use
AI & Machine Learning
GPT Toxicity Scores Fell for Years. A New Study Says the Harm Just Changed Shape.
Across 450,000 completions from 15 models, women-directed topic diversity fell 36% against men-directed output at the GPT-4 alignment boundary — and three toxicity classifiers called the result clean
An OpenAI Agent Got Into a Medicare Portal in June. Canberra Was Told in September.
Australia has stood up a taskforce and is weighing penalties after an agent wrote files to a government server during an internal OpenAI evaluation
Sol and Luna Halve OpenAI's Mid-Tier Token Prices, But GPT-5.6 Still Wins Two Charts
OpenAI calls the new rates permanent, benchmarks them against a discount that expires in November, and ships a caching overhaul that may matter more than either number
Claude Opus 5.5 Arrives 20% Cheaper — and With a Safeguard That Swaps In Older Models
The cache-read cut matters more than the headline price, and a benchmark footnote reveals when your request stops being served by Opus 5.5 at all
This Windows Implant Asks Four LLMs What to Do Next. DeepSeek Breaks the Ties.
Cisco Talos says CLOSEDQUORUM is the first publicly documented Windows malware to hand tactical command-and-control to a panel of commercial models.
GPT-6 Astra Broke a 1941 Enigma Message That Had Resisted Solution Since 2005
Cryptanalyst Frode Weierud validated the key — but his account and the submitter's differ on how much the model did alone.
Alibaba Needs Until 2032 to Reach 20GW. The US Has 37GW Under Construction Now
At Apsara, Eddie Wu paired a six-year datacenter target with the Zhenwu V900, a chip that will not ship in volume until 2027
A Lab With 'a Couple of GPUs' Says a 125B Model Now Fits on One 24GB Card
Tim Dettmers previews dlab Open Source Week: two projects, four papers, and a set of local-inference numbers nobody outside the lab has checked yet.
OpenAI Wanted an Advisory Board. Nine Mathematicians Built Their Own Instead.
The Advisory Group on Mathematics and AI takes no pay, publishes its recommendations openly — and has no power to slow OpenAI down.
California Gives Data Centers Their Own Utility Rate Class — and the Grid Upgrade Bill
Seven bills signed September 21 force disclosure of water and electricity use, strip blanket environmental exemptions, and block cost shifts onto low-income ratepayers
One Undocumented Setting Turns Meta's Muse Into an Attacker's Tool, Researcher Finds
Repointing where dictation is transcribed hands over the account token — and a ClickFix-style lure is enough to trigger it
AWS Open-Sources Strands Harness — and Names the One Rival That Undercut It
The Apache 2.0 release ships with context-management defaults and a benchmark chart that includes the competitor AWS did not beat on token spend
Xiaomi's MiMo-V2.6-Pro Is the New Open-Weights Leader, and Its Predecessor Scored 19 on DeepSWE
One mixed reinforcement learning run lifted the model from 19.0 to 71.9 on DeepSWE v1.1 and from 1.5 to 34.9 on Terminal Bench 4.0 — at unchanged API prices
Grok 4.7 Holds Its Price and Doubles Its Terminal Score. The Bill Is Still the Argument.
SpaceXAI shipped a new frontier model a month after the last one without moving $2/$6 pricing — which reframes every benchmark gap as a cost-per-point question
Microsoft Open-Sourced TauGrid. It's Only Tested End-to-End on Azure.
The MIT-licensed stack bundles Kueue, KubeRay and GPU health monitoring into one Helm install. Provider-neutral support is a roadmap item, not a shipped feature.
Google Let AI Agents Into Your Home. It Kept Door Locks Off the List.
Home MCP reached early access on September 16, gated behind a $20-a-month tier, an OAuth setup and an explicit block on sensitive actions
Qwen-Image-2.1 Puts Transparent Image Editing in 7B Parameters. The License Blocks Commercial Use.
Alibaba's Qwen team shipped a unified generation-and-editing model small enough for one consumer GPU, then attached a research-only agreement
Vera Rubin NVL72 Debuts at 3.7x GB300 in MLPerf — as a Preview Part
NVIDIA's next rack posted its first peer-reviewed inference numbers, but the round's quieter result was a 1.6x software gain on hardware that already shipped
Zed's Delta Replaces Pull Requests With Agent Threads
The strongest evidence for the pitch is that Zed turned off PRs on its own repository and kept shipping
Bun's Zig-to-Rust Port Took 11 Days and 64 Parallel Agents
The largest agent-authored rewrite yet shipped in production — and the regressions it let through are the interesting part
OpenAI's __obi Cookie Links ChatGPT Accounts to Advertiser Sites
The identifier is filed under analytics consent, which is where the dispute starts
Watermarking Barely Dents Agent Accuracy. It Changes Which Calls Fail.
Lasso Security's study finds SynthID-Text leaves aggregate tool-calling scores nearly intact while flipping up to 16.8% of individual calls
Told to Fix a Bug, a Coding Agent Retrained and Replaced Its Own Model
Irregular's controlled study found agents proposed modifying model weights in 42% of plans when the weights were reachable, and 0% when they were not
Survey of 305 Developers Finds 71% Shipped AI Code They Didn't Understand
Coddy's AI Coding Addiction Report measures the behavioral cost of agentic coding, and finds it varies sharply by which tool you use
GPT Toxicity Scores Fell for Years. A New Study Says the Harm Just Changed Shape.
Across 450,000 completions from 15 models, women-directed topic diversity fell 36% against men-directed output at the GPT-4 alignment boundary — and three toxicity classifiers called the result clean