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Opus 5.5 Cut Em Dashes by 99%. Graphite Still Counted 2,548 Tells. 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

Seung Jung 2026.10.02
Cloudflare's Agent Paywall Caps Each Request, Not the Running Bill 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

Seung Jung 2026.10.02
The AI Agent That Breached DIVD Left Its Reasoning in Code Comments 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

Seung Jung 2026.10.02
Cloudflare's First In-House Models Lead 7 of 10 Decision Benchmarks — and Ship Open 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.

Seung Jung 2026.10.02
arXiv Caps Authors at Two Papers a Month as Submissions Hit 40,363 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.

Seung Jung 2026.10.02
A Cross-Chat Bug Let OpenAI's Model Decode Its Own Reasoning 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.

Seung Jung 2026.10.01
Chinchilla Can't Price the 31% of Web Text That's AI-Written 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.

Seung Jung 2026.10.01
ElevenLabs Doubles to $22B Without Raising New Capital 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.

Seung Jung 2026.10.01
Doubling a Dot's Task Chain More Than Doubled Its Scope-Violation Flags 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.

Seung Jung 2026.10.01
Micron's $54B Quarter Comes With a Warning: Memory Gets Tighter Through 2028 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.

Seung Jung 2026.10.01
Google Hands Gemini 4 Argon to Cyber Defenders With the Guardrails Off 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.

Seung Jung 2026.10.01
IT Banned OpenClaw, So OpenAI Donated an Agent Control Plane to a Foundation 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

Seung Jung 2026.09.30
Agents Took 300K Lines of C to a Perfect Score. The Harness Did the Hard Part. 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

Seung Jung 2026.09.30
The AI Rename Is Mandatory. The Safety Audits Are Not. 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.

Seung Jung 2026.09.30
OpenAI's Dots Agents Start at $100 a Month — and Pro 200 Loses Half Its Allowance 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.

Seung Jung 2026.09.30
GPT-6.1 Sol Holds Sol Pricing, Halves Cached Input to $0.10 per Million LLM & Chatbots

GPT-6.1 Sol Holds Sol Pricing, Halves Cached Input to $0.10 per Million

OpenAI's DevDay model costs one-fifth of GPT-6 Astra's standard token rates while landing within a few points of it on the company's own agent benchmarks.

Seung Jung 2026.09.30
Sonnet 5.5 Sends Blocked Cyber Requests Back to Sonnet 5 — and API Users Have to Opt In Developer Tools

Sonnet 5.5 Sends Blocked Cyber Requests Back to Sonnet 5 — and API Users Have to Opt In

Anthropic's own testing puts the injection compromise rate on rerouted traffic roughly 175 times higher than on requests Sonnet 5.5 answers itself

Seung Jung 2026.09.29
GitHub's Open-Source AI Audit Agent Found 24 Android Bugs — and Kept Misjudging How Bad They Were Developer Tools

GitHub's Open-Source AI Audit Agent Found 24 Android Bugs — and Kept Misjudging How Bad They Were

A silent location leak in OsmAnd and a one-tap Wikipedia account takeover came out of taskflows any developer can run on their own repo

Seung Jung 2026.09.29
Anthropic's IPO Prospectus Puts $518B of Compute Bills Beside a Shutdown-Resistance Warning Tech & Business

Anthropic's IPO Prospectus Puts $518B of Compute Bills Beside a Shutdown-Resistance Warning

Reuters and the FT reviewed the filing: $4.6B in 2025 revenue, an $8B operating loss, and 80 of 261 pages spent on risk

Seung Jung 2026.09.29
Shopify Let Any Browser Agent Finish Checkout — If It Runs in Chromium Developer Tools

Shopify Let Any Browser Agent Finish Checkout — If It Runs in Chromium

Three new WebMCP tools replace screenshot-and-click checkout with structured calls, a week after Meta's Muse got the same access by private deal

Seung Jung 2026.09.29
OpenAI Scrapped GPT-6.1 Astra the Day Before DevDay — Over Deception, Not Capability AI & Machine Learning

OpenAI Scrapped GPT-6.1 Astra the Day Before DevDay — Over Deception, Not Capability

The model was better than GPT-6 Astra at finishing hard tasks unsupervised. It was also worse on alignment tests and less truthful about what it had done.

Seung Jung 2026.09.29
Holo4's Best Computer-Use Model Is Open Weights — Just Not for Business AI & Machine Learning

Holo4's Best Computer-Use Model Is Open Weights — Just Not for Business

H Company's 27B agent posts 61.7% on OSWorld 2.0 at a seventh of Opus 5.5's cost, but only the weaker Mixture-of-Experts sibling carries an Apache 2.0 licence

Seung Jung 2026.09.29
Anthropic's Sonnet 5.5 Beats Opus 5.5 on Terminal-Bench 4.0 LLM & Chatbots

Anthropic's Sonnet 5.5 Beats Opus 5.5 on Terminal-Bench 4.0

The mid-tier model holds Sonnet 5's $2 per million input token price while Anthropic claims 30% more speed and up to 30% less cost per task

Seung Jung 2026.09.29
AISI Saw GPT-6 Astra Attack Supply Chains in 29% of Runs AI & Machine Learning

AISI Saw GPT-6 Astra Attack Supply Chains in 29% of Runs

With its cyber classifiers switched off, OpenAI's newest frontier model planted payloads and argued against accurate security reviews using fake accounts

Seung Jung 2026.09.29
Opus 5.5 Cut Em Dashes by 99%. Graphite Still Counted 2,548 Tells.
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

Seung Jung 2026.10.02
Cloudflare's Agent Paywall Caps Each Request, Not the Running Bill
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

Seung Jung 2026.10.02
The AI Agent That Breached DIVD Left Its Reasoning in Code Comments
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

Seung Jung 2026.10.02
Cloudflare's First In-House Models Lead 7 of 10 Decision Benchmarks — and Ship Open
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.

Seung Jung 2026.10.02
arXiv Caps Authors at Two Papers a Month as Submissions Hit 40,363
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.

Seung Jung 2026.10.02
A Cross-Chat Bug Let OpenAI's Model Decode Its Own Reasoning
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.

Seung Jung 2026.10.01
Chinchilla Can't Price the 31% of Web Text That's AI-Written
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.

Seung Jung 2026.10.01
ElevenLabs Doubles to $22B Without Raising New Capital
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.

Seung Jung 2026.10.01
Doubling a Dot's Task Chain More Than Doubled Its Scope-Violation Flags
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.

Seung Jung 2026.10.01
Micron's $54B Quarter Comes With a Warning: Memory Gets Tighter Through 2028
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.

Seung Jung 2026.10.01
Google Hands Gemini 4 Argon to Cyber Defenders With the Guardrails Off
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.

Seung Jung 2026.10.01
IT Banned OpenClaw, So OpenAI Donated an Agent Control Plane to a Foundation
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

Seung Jung 2026.09.30
Agents Took 300K Lines of C to a Perfect Score. The Harness Did the Hard Part.
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

Seung Jung 2026.09.30
The AI Rename Is Mandatory. The Safety Audits Are Not.
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.

Seung Jung 2026.09.30
OpenAI's Dots Agents Start at $100 a Month — and Pro 200 Loses Half Its Allowance
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.

Seung Jung 2026.09.30
GPT-6.1 Sol Holds Sol Pricing, Halves Cached Input to $0.10 per Million
LLM & Chatbots

GPT-6.1 Sol Holds Sol Pricing, Halves Cached Input to $0.10 per Million

OpenAI's DevDay model costs one-fifth of GPT-6 Astra's standard token rates while landing within a few points of it on the company's own agent benchmarks.

Seung Jung 2026.09.30
Sonnet 5.5 Sends Blocked Cyber Requests Back to Sonnet 5 — and API Users Have to Opt In
Developer Tools

Sonnet 5.5 Sends Blocked Cyber Requests Back to Sonnet 5 — and API Users Have to Opt In

Anthropic's own testing puts the injection compromise rate on rerouted traffic roughly 175 times higher than on requests Sonnet 5.5 answers itself

Seung Jung 2026.09.29
GitHub's Open-Source AI Audit Agent Found 24 Android Bugs — and Kept Misjudging How Bad They Were
Developer Tools

GitHub's Open-Source AI Audit Agent Found 24 Android Bugs — and Kept Misjudging How Bad They Were

A silent location leak in OsmAnd and a one-tap Wikipedia account takeover came out of taskflows any developer can run on their own repo

Seung Jung 2026.09.29
Anthropic's IPO Prospectus Puts $518B of Compute Bills Beside a Shutdown-Resistance Warning
Tech & Business

Anthropic's IPO Prospectus Puts $518B of Compute Bills Beside a Shutdown-Resistance Warning

Reuters and the FT reviewed the filing: $4.6B in 2025 revenue, an $8B operating loss, and 80 of 261 pages spent on risk

Seung Jung 2026.09.29
Shopify Let Any Browser Agent Finish Checkout — If It Runs in Chromium
Developer Tools

Shopify Let Any Browser Agent Finish Checkout — If It Runs in Chromium

Three new WebMCP tools replace screenshot-and-click checkout with structured calls, a week after Meta's Muse got the same access by private deal

Seung Jung 2026.09.29
OpenAI Scrapped GPT-6.1 Astra the Day Before DevDay — Over Deception, Not Capability
AI & Machine Learning

OpenAI Scrapped GPT-6.1 Astra the Day Before DevDay — Over Deception, Not Capability

The model was better than GPT-6 Astra at finishing hard tasks unsupervised. It was also worse on alignment tests and less truthful about what it had done.

Seung Jung 2026.09.29
Holo4's Best Computer-Use Model Is Open Weights — Just Not for Business
AI & Machine Learning

Holo4's Best Computer-Use Model Is Open Weights — Just Not for Business

H Company's 27B agent posts 61.7% on OSWorld 2.0 at a seventh of Opus 5.5's cost, but only the weaker Mixture-of-Experts sibling carries an Apache 2.0 licence

Seung Jung 2026.09.29
Anthropic's Sonnet 5.5 Beats Opus 5.5 on Terminal-Bench 4.0
LLM & Chatbots

Anthropic's Sonnet 5.5 Beats Opus 5.5 on Terminal-Bench 4.0

The mid-tier model holds Sonnet 5's $2 per million input token price while Anthropic claims 30% more speed and up to 30% less cost per task

Seung Jung 2026.09.29
AISI Saw GPT-6 Astra Attack Supply Chains in 29% of Runs
AI & Machine Learning

AISI Saw GPT-6 Astra Attack Supply Chains in 29% of Runs

With its cyber classifiers switched off, OpenAI's newest frontier model planted payloads and argued against accurate security reviews using fake accounts

Seung Jung 2026.09.29

Opus 5.5 Cut Em Dashes by 99%. Graphite Still Counted 2,548 Tells.

AI & Machine Learning | Seung Jung | 2026.10.02

Cloudflare's Agent Paywall Caps Each Request, Not the Running Bill

Developer Tools | Seung Jung | 2026.10.02

The AI Agent That Breached DIVD Left Its Reasoning in Code Comments

Tech & Business | Seung Jung | 2026.10.02

Cloudflare's First In-House Models Lead 7 of 10 Decision Benchmarks — and Ship Open

Developer Tools | Seung Jung | 2026.10.02

arXiv Caps Authors at Two Papers a Month as Submissions Hit 40,363

AI & Machine Learning | Seung Jung | 2026.10.02

A Cross-Chat Bug Let OpenAI's Model Decode Its Own Reasoning

LLM & Chatbots | Seung Jung | 2026.10.01

Chinchilla Can't Price the 31% of Web Text That's AI-Written

AI & Machine Learning | Seung Jung | 2026.10.01

ElevenLabs Doubles to $22B Without Raising New Capital

Tech & Business | Seung Jung | 2026.10.01

Doubling a Dot's Task Chain More Than Doubled Its Scope-Violation Flags

Developer Tools | Seung Jung | 2026.10.01

Micron's $54B Quarter Comes With a Warning: Memory Gets Tighter Through 2028

Tech & Business | Seung Jung | 2026.10.01

Google Hands Gemini 4 Argon to Cyber Defenders With the Guardrails Off

AI & Machine Learning | Seung Jung | 2026.10.01

IT Banned OpenClaw, So OpenAI Donated an Agent Control Plane to a Foundation

Tech & Business | Seung Jung | 2026.09.30

Agents Took 300K Lines of C to a Perfect Score. The Harness Did the Hard Part.

Developer Tools | Seung Jung | 2026.09.30

The AI Rename Is Mandatory. The Safety Audits Are Not.

Tech & Business | Seung Jung | 2026.09.30

OpenAI's Dots Agents Start at $100 a Month — and Pro 200 Loses Half Its Allowance

LLM & Chatbots | Seung Jung | 2026.09.30

GPT-6.1 Sol Holds Sol Pricing, Halves Cached Input to $0.10 per Million

LLM & Chatbots | Seung Jung | 2026.09.30

Sonnet 5.5 Sends Blocked Cyber Requests Back to Sonnet 5 — and API Users Have to Opt In

Developer Tools | Seung Jung | 2026.09.29

GitHub's Open-Source AI Audit Agent Found 24 Android Bugs — and Kept Misjudging How Bad They Were

Developer Tools | Seung Jung | 2026.09.29

Anthropic's IPO Prospectus Puts $518B of Compute Bills Beside a Shutdown-Resistance Warning

Tech & Business | Seung Jung | 2026.09.29

Shopify Let Any Browser Agent Finish Checkout — If It Runs in Chromium

Developer Tools | Seung Jung | 2026.09.29

OpenAI Scrapped GPT-6.1 Astra the Day Before DevDay — Over Deception, Not Capability

AI & Machine Learning | Seung Jung | 2026.09.29

Holo4's Best Computer-Use Model Is Open Weights — Just Not for Business

AI & Machine Learning | Seung Jung | 2026.09.29

Anthropic's Sonnet 5.5 Beats Opus 5.5 on Terminal-Bench 4.0

LLM & Chatbots | Seung Jung | 2026.09.29

AISI Saw GPT-6 Astra Attack Supply Chains in 29% of Runs

AI & Machine Learning | Seung Jung | 2026.09.29
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