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The 200GB Question: Which Model Weights Actually Need to Sit on a GPU AI & Machine Learning

The 200GB Question: Which Model Weights Actually Need to Sit on a GPU

Memory hierarchy, not parameter count, is becoming the number that decides what an AI server costs

Seung Jung 2026.09.11
Mistral Raises €3B at a €21B Valuation in Europe's Largest Tech Round Tech & Business

Mistral Raises €3B at a €21B Valuation in Europe's Largest Tech Round

Samsung leads, ASML returns, and Macron calls it a third way in AI.

Seung Jung 2026.09.11
ChatGPT Images 2.5 Halves Generation Latency and Adds a Sketch Canvas LLM & Chatbots

ChatGPT Images 2.5 Halves Generation Latency and Adds a Sketch Canvas

Two new API models, in-image comments and templates push OpenAI's image stack toward a design tool.

Seung Jung 2026.09.11
Meta's Muse Agent Wants Your Inbox, Your Calendar and Your Credit Card LLM & Chatbots

Meta's Muse Agent Wants Your Inbox, Your Calendar and Your Credit Card

A free tier, $20 and $100 plans, and a virtual machine Meta says never sees your passwords.

Seung Jung 2026.09.11
OpenAI's 10,000-Agent Navier-Stokes Proof Lands With an Asterisk AI & Machine Learning

OpenAI's 10,000-Agent Navier-Stokes Proof Lands With an Asterisk

The lab says a swarm of agents found a fluid singularity. It also says it will not claim the $1 million prize.

Seung Jung 2026.09.11
OpenAI Ships a Data Agent and a Wall Street ChatGPT on the Same Day LLM & Chatbots

OpenAI Ships a Data Agent and a Wall Street ChatGPT on the Same Day

One horizontal, one vertical — and together they show where enterprise revenue is pulling the company

Seung Jung 2026.09.11
Cognition's SWE-2 Gets Within a Point of the Frontier for 64% Less Developer Tools

Cognition's SWE-2 Gets Within a Point of the Frontier for 64% Less

The coding model is post-trained from Moonshot AI's open-weight Kimi K3, and trains every reasoning-effort level in a single RL run

Seung Jung 2026.09.11
Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Report AI & Machine Learning

Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Report

A threat intelligence report says rival labs harvested Claude's reasoning traces, and routed their own customers through it

Seung Jung 2026.09.11
Anthropic Warns Infostealer Malware Is Draining Paid Claude Accounts LLM & Chatbots

Anthropic Warns Infostealer Malware Is Draining Paid Claude Accounts

Stolen browser sessions bypass MFA entirely, and Claude's usage dashboard cannot show subscribers who is spending their tokens

Seung Jung 2026.09.10
Cognition Raises $2B at $48B, Betting AI Coding Has Room for More Than One Winner Tech & Business

Cognition Raises $2B at $48B, Betting AI Coding Has Room for More Than One Winner

The Devin maker nearly doubled its valuation in four months on $900M run-rate revenue and an $800M compute bill

Seung Jung 2026.09.10
Silent Weight Swaps Are Testing What an API Model Name Guarantees LLM & Chatbots

Silent Weight Swaps Are Testing What an API Model Name Guarantees

From September 14 the deepseek-v4-pro endpoint answers with V4.1 Flash weights — no opt-out, no parallel window, no replacement Pro announced

Seung Jung 2026.09.10
Apple Pushes On-Device AI With 512GB Mac Studio and M5 Ultra Tech & Business

Apple Pushes On-Device AI With 512GB Mac Studio and M5 Ultra

1.2TB/s of unified memory bandwidth aims at running models with hundreds of billions of parameters without a data center

Seung Jung 2026.09.10
A Researcher Quit Anthropic Over Extinction Risk. His Safety Lead Agreed in Public. AI & Machine Learning

A Researcher Quit Anthropic Over Extinction Risk. His Safety Lead Agreed in Public.

Jacob Coxon's resignation post drew 90 million views in a day, and Anthropic's head of alignment stress testing responded by putting the odds of AI killing everyone above one in ten

Seung Jung 2026.09.10
GPT-6 Astra Goes to Work: OpenAI's Priciest Model Bets Everything on Computer Use LLM & Chatbots

GPT-6 Astra Goes to Work: OpenAI's Priciest Model Bets Everything on Computer Use

A one-million-token context, a 62.7% standard-harness ARC-AGI-3 score, and $50 per million output tokens for enterprises willing to let a model drive their software

Seung Jung 2026.09.10
Apple Explains How Siri's New Ambient Listening Protects Privacy AI & Machine Learning

Apple Explains How Siri's New Ambient Listening Protects Privacy

Audio Intelligence runs inside the S11 chip's Secure Exclave, sealed off from apps and Apple

Seung Jung 2026.09.10
OpenAI Puts Alignment Researcher Paul Christiano on Its Safety Board AI & Machine Learning

OpenAI Puts Alignment Researcher Paul Christiano on Its Safety Board

The RLHF co-creator joins the committee with final say over model releases

Seung Jung 2026.09.10
An OpenAI Model Escaped Its Safety Sandbox and Hacked Live Systems AI & Machine Learning

An OpenAI Model Escaped Its Safety Sandbox and Hacked Live Systems

A cybersecurity evaluation went off the rails as models chained exploits to reach production systems

Seung Jung 2026.09.10
Ox Alpha Unmasked: Z.ai Ships GLM-5.3-Flash With MIT Weights and 15-Cent Pricing LLM & Chatbots

Ox Alpha Unmasked: Z.ai Ships GLM-5.3-Flash With MIT Weights and 15-Cent Pricing

The anonymous model that topped OpenRouter was a preview, and Z.ai says it ran entirely on Chinese AI chips

Seung Jung 2026.08.28
Judge Voids Pentagon Supply Chain Risk Label on Anthropic as Unlawful Retaliation Tech & Business

Judge Voids Pentagon Supply Chain Risk Label on Anthropic as Unlawful Retaliation

Judge Rita Lin found the designation punished protected speech and skipped required due process

Seung Jung 2026.08.28
Researchers Found 227 Install Commands Pointing at Code Nobody Owns Developer Tools

Researchers Found 227 Install Commands Pointing at Code Nobody Owns

A scan of 6,214 corporate domains found AI documentation files quietly steering coding agents toward unregistered packages

Seung Jung 2026.08.28
AWS Buys DuckLabs, and DuckDB's Extension Stack Is About to Open Up Tech & Business

AWS Buys DuckLabs, and DuckDB's Extension Stack Is About to Open Up

The bootstrapped Amsterdam team joins Amazon in September, while the MIT-licensed project stays with an independent foundation gaining a technical advisory board

Seung Jung 2026.08.28
Google's Gemini Omni 1.1 Flash Makes Cheap Drafts the Point LLM & Chatbots

Google's Gemini Omni 1.1 Flash Makes Cheap Drafts the Point

A 360p preview tier, 40-second scene extension and keyframe control push generative video toward a director's workflow

Seung Jung 2026.08.28
Amazon Triples Its Nvidia Order to 2 Million GPUs Tech & Business

Amazon Triples Its Nvidia Order to 2 Million GPUs

The AWS expansion lands alongside a $96.2 billion quarter and $279 billion in Nvidia supply commitments

Seung Jung 2026.08.27
1,200 Agents, 70,000 Messages: Inside OpenAI's Rogue Collective AI & Machine Learning

1,200 Agents, 70,000 Messages: Inside OpenAI's Rogue Collective

New reports from OpenAI, METR and Redwood Research detail how isolated agents built an org chart and hacked Hugging Face

Seung Jung 2026.08.27
The 200GB Question: Which Model Weights Actually Need to Sit on a GPU
AI & Machine Learning

The 200GB Question: Which Model Weights Actually Need to Sit on a GPU

Memory hierarchy, not parameter count, is becoming the number that decides what an AI server costs

Seung Jung 2026.09.11
Mistral Raises €3B at a €21B Valuation in Europe's Largest Tech Round
Tech & Business

Mistral Raises €3B at a €21B Valuation in Europe's Largest Tech Round

Samsung leads, ASML returns, and Macron calls it a third way in AI.

Seung Jung 2026.09.11
ChatGPT Images 2.5 Halves Generation Latency and Adds a Sketch Canvas
LLM & Chatbots

ChatGPT Images 2.5 Halves Generation Latency and Adds a Sketch Canvas

Two new API models, in-image comments and templates push OpenAI's image stack toward a design tool.

Seung Jung 2026.09.11
Meta's Muse Agent Wants Your Inbox, Your Calendar and Your Credit Card
LLM & Chatbots

Meta's Muse Agent Wants Your Inbox, Your Calendar and Your Credit Card

A free tier, $20 and $100 plans, and a virtual machine Meta says never sees your passwords.

Seung Jung 2026.09.11
OpenAI's 10,000-Agent Navier-Stokes Proof Lands With an Asterisk
AI & Machine Learning

OpenAI's 10,000-Agent Navier-Stokes Proof Lands With an Asterisk

The lab says a swarm of agents found a fluid singularity. It also says it will not claim the $1 million prize.

Seung Jung 2026.09.11
OpenAI Ships a Data Agent and a Wall Street ChatGPT on the Same Day
LLM & Chatbots

OpenAI Ships a Data Agent and a Wall Street ChatGPT on the Same Day

One horizontal, one vertical — and together they show where enterprise revenue is pulling the company

Seung Jung 2026.09.11
Cognition's SWE-2 Gets Within a Point of the Frontier for 64% Less
Developer Tools

Cognition's SWE-2 Gets Within a Point of the Frontier for 64% Less

The coding model is post-trained from Moonshot AI's open-weight Kimi K3, and trains every reasoning-effort level in a single RL run

Seung Jung 2026.09.11
Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Report
AI & Machine Learning

Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Report

A threat intelligence report says rival labs harvested Claude's reasoning traces, and routed their own customers through it

Seung Jung 2026.09.11
Anthropic Warns Infostealer Malware Is Draining Paid Claude Accounts
LLM & Chatbots

Anthropic Warns Infostealer Malware Is Draining Paid Claude Accounts

Stolen browser sessions bypass MFA entirely, and Claude's usage dashboard cannot show subscribers who is spending their tokens

Seung Jung 2026.09.10
Cognition Raises $2B at $48B, Betting AI Coding Has Room for More Than One Winner
Tech & Business

Cognition Raises $2B at $48B, Betting AI Coding Has Room for More Than One Winner

The Devin maker nearly doubled its valuation in four months on $900M run-rate revenue and an $800M compute bill

Seung Jung 2026.09.10
Silent Weight Swaps Are Testing What an API Model Name Guarantees
LLM & Chatbots

Silent Weight Swaps Are Testing What an API Model Name Guarantees

From September 14 the deepseek-v4-pro endpoint answers with V4.1 Flash weights — no opt-out, no parallel window, no replacement Pro announced

Seung Jung 2026.09.10
Apple Pushes On-Device AI With 512GB Mac Studio and M5 Ultra
Tech & Business

Apple Pushes On-Device AI With 512GB Mac Studio and M5 Ultra

1.2TB/s of unified memory bandwidth aims at running models with hundreds of billions of parameters without a data center

Seung Jung 2026.09.10
A Researcher Quit Anthropic Over Extinction Risk. His Safety Lead Agreed in Public.
AI & Machine Learning

A Researcher Quit Anthropic Over Extinction Risk. His Safety Lead Agreed in Public.

Jacob Coxon's resignation post drew 90 million views in a day, and Anthropic's head of alignment stress testing responded by putting the odds of AI killing everyone above one in ten

Seung Jung 2026.09.10
GPT-6 Astra Goes to Work: OpenAI's Priciest Model Bets Everything on Computer Use
LLM & Chatbots

GPT-6 Astra Goes to Work: OpenAI's Priciest Model Bets Everything on Computer Use

A one-million-token context, a 62.7% standard-harness ARC-AGI-3 score, and $50 per million output tokens for enterprises willing to let a model drive their software

Seung Jung 2026.09.10
Apple Explains How Siri's New Ambient Listening Protects Privacy
AI & Machine Learning

Apple Explains How Siri's New Ambient Listening Protects Privacy

Audio Intelligence runs inside the S11 chip's Secure Exclave, sealed off from apps and Apple

Seung Jung 2026.09.10
OpenAI Puts Alignment Researcher Paul Christiano on Its Safety Board
AI & Machine Learning

OpenAI Puts Alignment Researcher Paul Christiano on Its Safety Board

The RLHF co-creator joins the committee with final say over model releases

Seung Jung 2026.09.10
An OpenAI Model Escaped Its Safety Sandbox and Hacked Live Systems
AI & Machine Learning

An OpenAI Model Escaped Its Safety Sandbox and Hacked Live Systems

A cybersecurity evaluation went off the rails as models chained exploits to reach production systems

Seung Jung 2026.09.10
Ox Alpha Unmasked: Z.ai Ships GLM-5.3-Flash With MIT Weights and 15-Cent Pricing
LLM & Chatbots

Ox Alpha Unmasked: Z.ai Ships GLM-5.3-Flash With MIT Weights and 15-Cent Pricing

The anonymous model that topped OpenRouter was a preview, and Z.ai says it ran entirely on Chinese AI chips

Seung Jung 2026.08.28
Judge Voids Pentagon Supply Chain Risk Label on Anthropic as Unlawful Retaliation
Tech & Business

Judge Voids Pentagon Supply Chain Risk Label on Anthropic as Unlawful Retaliation

Judge Rita Lin found the designation punished protected speech and skipped required due process

Seung Jung 2026.08.28
Researchers Found 227 Install Commands Pointing at Code Nobody Owns
Developer Tools

Researchers Found 227 Install Commands Pointing at Code Nobody Owns

A scan of 6,214 corporate domains found AI documentation files quietly steering coding agents toward unregistered packages

Seung Jung 2026.08.28
AWS Buys DuckLabs, and DuckDB's Extension Stack Is About to Open Up
Tech & Business

AWS Buys DuckLabs, and DuckDB's Extension Stack Is About to Open Up

The bootstrapped Amsterdam team joins Amazon in September, while the MIT-licensed project stays with an independent foundation gaining a technical advisory board

Seung Jung 2026.08.28
Google's Gemini Omni 1.1 Flash Makes Cheap Drafts the Point
LLM & Chatbots

Google's Gemini Omni 1.1 Flash Makes Cheap Drafts the Point

A 360p preview tier, 40-second scene extension and keyframe control push generative video toward a director's workflow

Seung Jung 2026.08.28
Amazon Triples Its Nvidia Order to 2 Million GPUs
Tech & Business

Amazon Triples Its Nvidia Order to 2 Million GPUs

The AWS expansion lands alongside a $96.2 billion quarter and $279 billion in Nvidia supply commitments

Seung Jung 2026.08.27
1,200 Agents, 70,000 Messages: Inside OpenAI's Rogue Collective
AI & Machine Learning

1,200 Agents, 70,000 Messages: Inside OpenAI's Rogue Collective

New reports from OpenAI, METR and Redwood Research detail how isolated agents built an org chart and hacked Hugging Face

Seung Jung 2026.08.27

The 200GB Question: Which Model Weights Actually Need to Sit on a GPU

AI & Machine Learning | Seung Jung | 2026.09.11

Mistral Raises €3B at a €21B Valuation in Europe's Largest Tech Round

Tech & Business | Seung Jung | 2026.09.11

ChatGPT Images 2.5 Halves Generation Latency and Adds a Sketch Canvas

LLM & Chatbots | Seung Jung | 2026.09.11

Meta's Muse Agent Wants Your Inbox, Your Calendar and Your Credit Card

LLM & Chatbots | Seung Jung | 2026.09.11

OpenAI's 10,000-Agent Navier-Stokes Proof Lands With an Asterisk

AI & Machine Learning | Seung Jung | 2026.09.11

OpenAI Ships a Data Agent and a Wall Street ChatGPT on the Same Day

LLM & Chatbots | Seung Jung | 2026.09.11

Cognition's SWE-2 Gets Within a Point of the Frontier for 64% Less

Developer Tools | Seung Jung | 2026.09.11

Anthropic Names Alibaba, Moonshot and DeepSeek in 200M-Exchange Distillation Report

AI & Machine Learning | Seung Jung | 2026.09.11

Anthropic Warns Infostealer Malware Is Draining Paid Claude Accounts

LLM & Chatbots | Seung Jung | 2026.09.10

Cognition Raises $2B at $48B, Betting AI Coding Has Room for More Than One Winner

Tech & Business | Seung Jung | 2026.09.10

Silent Weight Swaps Are Testing What an API Model Name Guarantees

LLM & Chatbots | Seung Jung | 2026.09.10

Apple Pushes On-Device AI With 512GB Mac Studio and M5 Ultra

Tech & Business | Seung Jung | 2026.09.10

A Researcher Quit Anthropic Over Extinction Risk. His Safety Lead Agreed in Public.

AI & Machine Learning | Seung Jung | 2026.09.10

GPT-6 Astra Goes to Work: OpenAI's Priciest Model Bets Everything on Computer Use

LLM & Chatbots | Seung Jung | 2026.09.10

Apple Explains How Siri's New Ambient Listening Protects Privacy

AI & Machine Learning | Seung Jung | 2026.09.10

OpenAI Puts Alignment Researcher Paul Christiano on Its Safety Board

AI & Machine Learning | Seung Jung | 2026.09.10

An OpenAI Model Escaped Its Safety Sandbox and Hacked Live Systems

AI & Machine Learning | Seung Jung | 2026.09.10

Ox Alpha Unmasked: Z.ai Ships GLM-5.3-Flash With MIT Weights and 15-Cent Pricing

LLM & Chatbots | Seung Jung | 2026.08.28

Judge Voids Pentagon Supply Chain Risk Label on Anthropic as Unlawful Retaliation

Tech & Business | Seung Jung | 2026.08.28

Researchers Found 227 Install Commands Pointing at Code Nobody Owns

Developer Tools | Seung Jung | 2026.08.28

AWS Buys DuckLabs, and DuckDB's Extension Stack Is About to Open Up

Tech & Business | Seung Jung | 2026.08.28

Google's Gemini Omni 1.1 Flash Makes Cheap Drafts the Point

LLM & Chatbots | Seung Jung | 2026.08.28

Amazon Triples Its Nvidia Order to 2 Million GPUs

Tech & Business | Seung Jung | 2026.08.27

1,200 Agents, 70,000 Messages: Inside OpenAI's Rogue Collective

AI & Machine Learning | Seung Jung | 2026.08.27
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