Seung Jung Reporter
Editor responsible for AI Newsway, operated by ZZEM. Writes about AI, developer tools, cloud and productivity technology.
Official profiles
Seung Jung · Articles
299 articles
Developer Tools
Google's EmbeddingGemma 2 Collapses Four Models Into 567MB of Phone RAM
The 740M open model maps text, code, images, video and audio into one vector space, and ships encoders you can leave on disk
LLM & Chatbots
Mistral's 1T 'Le Chonk' Sells a Refusal Gap, Not a Leaderboard Win
Mistral Large 4 is in preview with 49 billion active parameters, and the pitch is security work that closed models decline to do
Developer Tools
Nvidia's Cheaper DGX Spark Has Half the Memory and Still Costs 25% More Than the Original
The 64GB model lands Oct. 23 at $4,999 — the same week the 128GB version went to $6,950, and the memory crunch is doing most of the work
Tech & Business
A $300M Chip Smuggling Indictment Shows the DOJ Has Settled on a New Term: 'Super Intelligence'
Greg Lui is accused of routing export-controlled Nvidia servers through Malaysia and Singapore to Chinese buyers — and the Justice Department's announcement never once says 'AI'
AI & Machine Learning
A Stratego AI Went Superhuman on 16 GPUs After a $3 Million Attempt Fell Short
Ataraxos needed 34 times fewer self-play games than DeepMind's DeepNash and beat the game's most decorated player 15-1 — the gain came from an algorithm, not a budget
AI & Machine Learning
Ai2 Open-Sources an 8B Model That Cuts Cited-Report Time to 51 Seconds
AstaBrief-8B writes a whole scientific report in one pass instead of section by section — and Ai2 says it did not lose quality doing it
Developer Tools
Apple Will Gate macOS Full Disk Access Behind 'Very Explicit User Action' — and Blames AI Agents
The permission that hands an app your mail, messages and browsing history in one click was built for backup tools. Apple says autonomous agents broke that assumption.
Developer Tools
antirez's ds4 Runs DeepSeek V4 Flash at 34.4 Tokens/s on an M5 Max, 14.4 on a DGX Spark
The MIT-licensed C engine loads only its own GGUF builds — and the reference table inverts the hardware ranking depending on whether you count prefill or generation.
Developer Tools
Pi 1.0 Ships the MCP Support Its Creator Once Called Unnecessary
Earendil folded the protocol into a sandbox called Codemode and spun long-running agents out into a separate package to keep Pi minimal
AI & Machine Learning
Opus 5.5 Cut Em Dashes by 99%. Graphite Still Counted 2,548 Tells.
A human corpus of 10,000 pre-ChatGPT articles shows the model traded one famous habit while keeping the rest of its fingerprint
Developer Tools
Cloudflare's Agent Paywall Caps Each Request, Not the Running Bill
Monetization Gateway is in closed beta, charging AI agents inside the HTTP request and settling in USDC on Base
Tech & Business
The AI Agent That Breached DIVD Left Its Reasoning in Code Comments
Two Zammad zero-days chained to root in seconds, and the Dutch bug-hunting nonprofit says the attacker's own annotations gave it away
Developer Tools
Cloudflare's First In-House Models Lead 7 of 10 Decision Benchmarks — and Ship Open
Clef and Clef-flash return calibrated probabilities instead of text, run on Workers AI's edge GPUs, and arrive with a reinforcement learning tuning service.
AI & Machine Learning
arXiv Caps Authors at Two Papers a Month as Submissions Hit 40,363
The preprint server says volunteer moderators are absorbing the cost of an AI-driven submission surge that doubled its monthly volume in two years.
LLM & Chatbots
A Cross-Chat Bug Let OpenAI's Model Decode Its Own Reasoning
OpenAI says operators pasted encrypted reasoning blobs from one conversation into another and asked the model to transcribe them. The flaw is patched; the company says the same path exists elsewhere.
AI & Machine Learning
Chinchilla Can't Price the 31% of Web Text That's AI-Written
An 800-model study finds the value of an AI-generated token flips from positive to negative depending on how much human text you already have — and proposes a scaling law that lets it change sign.
Tech & Business
ElevenLabs Doubles to $22B Without Raising New Capital
The voice AI company's new price comes from a $300 million secondary sale of employee shares, not a funding round — and it rests on an enterprise business that now supplies most of the revenue.
Developer Tools
Doubling a Dot's Task Chain More Than Doubled Its Scope-Violation Flags
OpenAI's own Dots appendix puts the moderate scope-violation flag rate at 8.6% across five intervening tasks and 19.7% across ten.
Tech & Business
Micron's $54B Quarter Comes With a Warning: Memory Gets Tighter Through 2028
Full-year revenue tripled to $133.19 billion, and the CEO says he cannot see when supply and demand rebalance.
AI & Machine Learning
Google Hands Gemini 4 Argon to Cyber Defenders With the Guardrails Off
Google's new frontier model goes first to a closed Fairwind cohort in a build with no cyber restrictions, while its output ceiling jumps from 64,000 tokens to 1 million.
Tech & Business
IT Banned OpenClaw, So OpenAI Donated an Agent Control Plane to a Foundation
OpenClaw Enterprise is MIT-licensed, vendor-neutral and pitched as 'Kubernetes for agents' — with Red Hat and NVIDIA co-developing it and the harness, model and sandbox all swappable
Developer Tools
Agents Took 300K Lines of C to a Perfect Score. The Harness Did the Hard Part.
CodeScene spent about $4,000 in tokens over three weeks — and the frame-by-frame replay check that made it safe is the piece most legacy codebases cannot reproduce
Tech & Business
The AI Rename Is Mandatory. The Safety Audits Are Not.
Trump's executive order compels every federal agency to say "Super Intelligence." The six-company accord signed hours earlier sets no audit cadence, no definition of "robust," and no consequence for ignoring it.
LLM & Chatbots
OpenAI's Dots Agents Start at $100 a Month — and Pro 200 Loses Half Its Allowance
The always-on agents run on GPT-6 Astra with their own cloud computers, but the same DevDay that launched them also added a $500 tier and cut usage on the $200 plan.
Google's EmbeddingGemma 2 Collapses Four Models Into 567MB of Phone RAM
The 740M open model maps text, code, images, video and audio into one vector space, and ships encoders you can leave on disk
Mistral's 1T 'Le Chonk' Sells a Refusal Gap, Not a Leaderboard Win
Mistral Large 4 is in preview with 49 billion active parameters, and the pitch is security work that closed models decline to do
Nvidia's Cheaper DGX Spark Has Half the Memory and Still Costs 25% More Than the Original
The 64GB model lands Oct. 23 at $4,999 — the same week the 128GB version went to $6,950, and the memory crunch is doing most of the work
A $300M Chip Smuggling Indictment Shows the DOJ Has Settled on a New Term: 'Super Intelligence'
Greg Lui is accused of routing export-controlled Nvidia servers through Malaysia and Singapore to Chinese buyers — and the Justice Department's announcement never once says 'AI'
A Stratego AI Went Superhuman on 16 GPUs After a $3 Million Attempt Fell Short
Ataraxos needed 34 times fewer self-play games than DeepMind's DeepNash and beat the game's most decorated player 15-1 — the gain came from an algorithm, not a budget
Ai2 Open-Sources an 8B Model That Cuts Cited-Report Time to 51 Seconds
AstaBrief-8B writes a whole scientific report in one pass instead of section by section — and Ai2 says it did not lose quality doing it
Apple Will Gate macOS Full Disk Access Behind 'Very Explicit User Action' — and Blames AI Agents
The permission that hands an app your mail, messages and browsing history in one click was built for backup tools. Apple says autonomous agents broke that assumption.
antirez's ds4 Runs DeepSeek V4 Flash at 34.4 Tokens/s on an M5 Max, 14.4 on a DGX Spark
The MIT-licensed C engine loads only its own GGUF builds — and the reference table inverts the hardware ranking depending on whether you count prefill or generation.
Pi 1.0 Ships the MCP Support Its Creator Once Called Unnecessary
Earendil folded the protocol into a sandbox called Codemode and spun long-running agents out into a separate package to keep Pi minimal
Opus 5.5 Cut Em Dashes by 99%. Graphite Still Counted 2,548 Tells.
A human corpus of 10,000 pre-ChatGPT articles shows the model traded one famous habit while keeping the rest of its fingerprint
Cloudflare's Agent Paywall Caps Each Request, Not the Running Bill
Monetization Gateway is in closed beta, charging AI agents inside the HTTP request and settling in USDC on Base
The AI Agent That Breached DIVD Left Its Reasoning in Code Comments
Two Zammad zero-days chained to root in seconds, and the Dutch bug-hunting nonprofit says the attacker's own annotations gave it away
Cloudflare's First In-House Models Lead 7 of 10 Decision Benchmarks — and Ship Open
Clef and Clef-flash return calibrated probabilities instead of text, run on Workers AI's edge GPUs, and arrive with a reinforcement learning tuning service.
arXiv Caps Authors at Two Papers a Month as Submissions Hit 40,363
The preprint server says volunteer moderators are absorbing the cost of an AI-driven submission surge that doubled its monthly volume in two years.
A Cross-Chat Bug Let OpenAI's Model Decode Its Own Reasoning
OpenAI says operators pasted encrypted reasoning blobs from one conversation into another and asked the model to transcribe them. The flaw is patched; the company says the same path exists elsewhere.
Chinchilla Can't Price the 31% of Web Text That's AI-Written
An 800-model study finds the value of an AI-generated token flips from positive to negative depending on how much human text you already have — and proposes a scaling law that lets it change sign.
ElevenLabs Doubles to $22B Without Raising New Capital
The voice AI company's new price comes from a $300 million secondary sale of employee shares, not a funding round — and it rests on an enterprise business that now supplies most of the revenue.
Doubling a Dot's Task Chain More Than Doubled Its Scope-Violation Flags
OpenAI's own Dots appendix puts the moderate scope-violation flag rate at 8.6% across five intervening tasks and 19.7% across ten.
Micron's $54B Quarter Comes With a Warning: Memory Gets Tighter Through 2028
Full-year revenue tripled to $133.19 billion, and the CEO says he cannot see when supply and demand rebalance.
Google Hands Gemini 4 Argon to Cyber Defenders With the Guardrails Off
Google's new frontier model goes first to a closed Fairwind cohort in a build with no cyber restrictions, while its output ceiling jumps from 64,000 tokens to 1 million.
IT Banned OpenClaw, So OpenAI Donated an Agent Control Plane to a Foundation
OpenClaw Enterprise is MIT-licensed, vendor-neutral and pitched as 'Kubernetes for agents' — with Red Hat and NVIDIA co-developing it and the harness, model and sandbox all swappable
Agents Took 300K Lines of C to a Perfect Score. The Harness Did the Hard Part.
CodeScene spent about $4,000 in tokens over three weeks — and the frame-by-frame replay check that made it safe is the piece most legacy codebases cannot reproduce
The AI Rename Is Mandatory. The Safety Audits Are Not.
Trump's executive order compels every federal agency to say "Super Intelligence." The six-company accord signed hours earlier sets no audit cadence, no definition of "robust," and no consequence for ignoring it.
OpenAI's Dots Agents Start at $100 a Month — and Pro 200 Loses Half Its Allowance
The always-on agents run on GPT-6 Astra with their own cloud computers, but the same DevDay that launched them also added a $500 tier and cut usage on the $200 plan.