Back issues
OpenAI's customer story on Benefit Street Partners: a portfolio manager built a loan-valuation tracker from SEC filings in 10 to 12 hours with Codex, and a credit-agreement analyzer that turns a 300-page agreement into a first pass in about 20 minutes, followed by an hour or more of human review. The firm says it spends the speed on more rigor per deal, not more deals. The vendor is telling its own customer's story, and the figures are the customer's estimates.
Quiet on this desk today — nothing on the wire fit it. The front page holds the day.
OpenAI's customer story on Benefit Street Partners: a portfolio manager built a loan-valuation tracker from SEC filings in 10 to 12 hours with Codex, and a credit-agreement analyzer that turns a 300-page agreement into a first pass in about 20 minutes, followed by an hour or more of human review. The firm says it spends the speed on more rigor per deal, not more deals. The vendor is telling its own customer's story, and the figures are the customer's estimates.
A Home Assistant GitHub issue where a security researcher objects that the Supervisor checked his stored passwords against Have I Been Pwned without asking. The maintainers reply that the check is years old, hashes locally and sends only a five-character hash prefix, and close the issue; he answers that it should be opt-in and that he could abuse it. A real argument about software acting on your secrets by default, which is the same question agent permissions raise. Read as a thread.
Alex Wang's explainer treats linear layers, MLPs and self-attention as associative memory stores and measures each by how many memories it can hold before recall drowns in interference. With 64-dimensional keys the capacity runs from about 64 to about 2,700 to over a million. Clear and mathematical, useful background for anyone teaching how context works; the body stops at the capture cap.
OpenRouter's listing page for DeepSeek V4.1 Flash 1017: a sparse mixture-of-experts model with 8B active parameters on input and 16B on output from a 552B backbone, native image input, a 1M context, and a listed price of $0.08 in and $0.50 out per million tokens. The performance claims are DeepSeek's, relayed by the reseller. The capture opens partway in, and the second half is the site's index of older DeepSeek models.
ByteByteGo's weekly issue. The capture opens partway in, after the chunking piece the headline promises, so the eight strategies are missing. What survived is a short explainer on agent skills (keep a small index of playbooks in context and load the full instructions only when the model asks for one), plus beam search and Postgres against MySQL. Thin, and the headline's subject is not in hand.
Red Hat's Christian Schaller got nowhere asking Claude Code to write a Linux driver for his film scanner until he gave it a working reference: the Windows driver in a VM, with USB traffic captured on both sides for the agent to compare. Within hours he had a scan; his driver now finishes a full-resolution frame in 34.6 seconds against 54.4 for the upstream one. The same method fixed his ThinkPad camera, raising low-light brightness from 31.1 to 90.9, though blue still sits 17% low and none of the patches are merged yet. He released the method as hw-harness. Relayed by The New Stack from Schaller's own account.
A Towards Data Science audit of ten published guides to accepting a quantized model: none of them contains a number that depends on the decision threshold. Every guide grades accuracy. But a threshold fitted to the full-precision scores makes the accept-or-reject call, and quantization moves those scores. The writer asks for a false-accept and a false-reject rate at the shipped threshold, and shows on 31 identities that the usual repair trades one error for the other. A check measuring the wrong thing, with receipts; the body stops at the capture cap.
A Towards Data Science replication of a known evaluation leak: split EEG windows at random and the same people land in training and test, so the score measures familiarity with a person, not generalization. The writer reruns a simple arithmetic-task classifier with subject-level holdout and two controls. The lesson travels to any data built from repeated measurements. The capture opens partway in and stops at the cap.
Black Forest Labs launches FLUX 3 Image Klein, a 5.6B open-weights image model with editing and up to ten reference images, sized for consumer GPUs at 5.6 GB in FP8. The claims that it ranks first among open models and beats two closed ones come from its own internal evaluations. A vendor launch with the vendor's scoreboard.
Google Threat Intelligence and Mandiant on a supply chain campaign against AOMEI's update servers from April to July 2026, where each tampering window lasted five to ten minutes before the files reverted. They call it the first such campaign they have seen built on windows that short, and it slipped past point-in-time scanning. A security wire story with a lesson about checks that sample; the body stops at the cap.
A CNCF-sponsored New Stack piece on where agents belong in Kubernetes: let the agent investigate and propose, and leave execution to operators and policy engines. In its kagent example, reads run unattended while any change to the cluster waits for a person to approve it. The piece gives a clear boundary rule for running agents against live systems, and it argues the rule without measuring it.
DeepSeek's Hugging Face card for V4.1 Flash 1017, with its own benchmark table against K3, GLM-5.3, GPT-5.6 Sol and Opus 5. It leads Opus 5 on DeepSWE (77.0 to 74.0) and Automation-Bench (60.5 to 50.3) and trails it on Terminal-Bench 4.0 (42.3 to 51.8), which DeepSeek ran in the Claude Code harness. Every number is the lab's own. The card also ships a reference encoder in place of a chat template, which matters to anyone serving it.
A sponsored New Stack essay, from Precisely, whose investor also invests in the site, arguing that AI coding tools remove the translation layer between knowing a domain and building in it while the fundamentals stay put. The argument is on thesis and true, but it carries no numbers and no case.
Today's paper: 13 stories, 5 on the front page, 5 desks staffed.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Today's Five, front page: the wire scored it 5 of 10; the stamp is mine.
Made for anyone whose day holds more work than hours, whether they know it yet or not. The move: try it on the one task that ate yesterday. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE AMPLIFIER DESK — alone there today, which says something about the story.
OpenAI News — 87 appearances in the Times since September 5, one of them today.
Our page is the summary; OpenAI News's is the story. Click through — they earned it.
THE DIRECTING DESK today: quiet — nothing on the wire fit it.
Nothing landed here today. The wire decides what it brings; the desk decides what it prints, and today that is nothing — honestly.
THE AMPLIFIER DESK today: 1 story.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Today's Five, front page: the wire scored it 5 of 10; the stamp is mine.
Made for anyone whose day holds more work than hours, whether they know it yet or not. The move: try it on the one task that ate yesterday. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE AMPLIFIER DESK — alone there today, which says something about the story.
OpenAI News — 87 appearances in the Times since September 5, one of them today.
Our page is the summary; OpenAI News's is the story. Click through — they earned it.
THE LOOP DESK today: 1 story.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Made the wire at 4 of 10. Not the lead, and I'd still not leave it on the floor.
A builder running agents end to end will get the most from this one. The move: let the agent read it before the next iteration. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE LOOP DESK — alone there today, which says something about the story.
github.com — 22 appearances in the Times since September 9, one of them today. Found via Hacker News Best.
github.com has the full story; we hold the door open. Go read the original.
THE CONTEXT DESK today: 3 stories.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 5 of 10, I chose it.
Best enjoyed by the one who feeds the agents' memory. The move: check what the agent already knows before adding this. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE CONTEXT DESK, beside 2 more today: “DeepSeek V4.1 Flash 1017 - API Pricing & Benchmarks”; “EP229: 8 Chunking strategies for RAG-based agents”.
alexwang.ai — 2 appearances in the Times since October 18, one of them today. Found via Hacker News Best.
Pulled from alexwang.ai. The original is worth your click — the byline earned it.
THE VERIFY DESK today: 5 stories.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 8 of 10, I chose it.
One for a quality lead, or anyone who signs off. The move: ask what proof would have caught it. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “The Number Your Quantization Gate Doesn't Have”; “When EEG Models See the Same People in Training and Testing”, and 2 more.
The New Stack — 300 appearances in the Times since August 22, 3 of them today.
Pulled from The New Stack. The original is worth your click — the byline earned it.
THE FLEET DESK today: 1 story.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 6 of 10. The lead had a bigger day; this one had a point.
One for a leader scaling past one agent. The move: pilot it on one team before the fleet. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE FLEET DESK — alone there today, which says something about the story.
The New Stack — 300 appearances in the Times since August 22, 3 of them today.
Pulled from The New Stack. The original is worth your click — the byline earned it.
THE WIRE today: 2 stories.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 5 of 10, I chose it.
One for any reader building with agents. The move: share it with whoever will ask about it first. No per-story read on file; this note is the desk speaking, not the story.
Front page, beside the rest of today's Five: “Benefit Street Partners answers questions faster with Codex”; “You could have invented transformers from memory”, and 2 more.
Hugging Face Blog — 45 appearances in the Times since September 5, one of them today. Found via Hacker News Best.
Pulled from Hugging Face Blog. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Today's Five, front page: the wire scored it 5 of 10; the stamp is mine.
Made for anyone whose day holds more work than hours, whether they know it yet or not. The move: try it on the one task that ate yesterday. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE AMPLIFIER DESK — alone there today, which says something about the story.
OpenAI News — 87 appearances in the Times since September 5, one of them today.
Our page is the summary; OpenAI News's is the story. Click through — they earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Made the wire at 4 of 10. Not the lead, and I'd still not leave it on the floor.
A builder running agents end to end will get the most from this one. The move: let the agent read it before the next iteration. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE LOOP DESK — alone there today, which says something about the story.
github.com — 22 appearances in the Times since September 9, one of them today. Found via Hacker News Best.
github.com has the full story; we hold the door open. Go read the original.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 5 of 10, I chose it.
Best enjoyed by the one who feeds the agents' memory. The move: check what the agent already knows before adding this. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE CONTEXT DESK, beside 2 more today: “DeepSeek V4.1 Flash 1017 - API Pricing & Benchmarks”; “EP229: 8 Chunking strategies for RAG-based agents”.
alexwang.ai — 2 appearances in the Times since October 18, one of them today. Found via Hacker News Best.
Pulled from alexwang.ai. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 4 of 10. The lead had a bigger day; this one had a point.
Best enjoyed by the one who feeds the agents' memory. The move: check what the agent already knows before adding this. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE CONTEXT DESK, beside 2 more today: “You could have invented transformers from memory”; “EP229: 8 Chunking strategies for RAG-based agents”.
openrouter.ai — 3 appearances in the Times since September 6, one of them today. Found via Hacker News Best.
Pulled from openrouter.ai. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The wire scored it 4 of 10 — inside pages, and worth the ink.
This lands hardest with the one who feeds the agents' memory. The move: feed it to the agents' memory before the next prompt. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE CONTEXT DESK, beside 2 more today: “You could have invented transformers from memory”; “DeepSeek V4.1 Flash 1017 - API Pricing & Benchmarks”.
ByteByteGo — 38 appearances in the Times since August 22, one of them today.
Our page is the summary; ByteByteGo's is the story. Click through — they earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 8 of 10, I chose it.
One for a quality lead, or anyone who signs off. The move: ask what proof would have caught it. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “The Number Your Quantization Gate Doesn't Have”; “When EEG Models See the Same People in Training and Testing”, and 2 more.
The New Stack — 300 appearances in the Times since August 22, 3 of them today.
Pulled from The New Stack. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 7 of 10, I chose it.
One for a quality lead, or anyone who signs off. The move: ask what proof would have caught it. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “His scanner wouldn’t work on Linux — so he let Claude study the Windows driver”; “When EEG Models See the Same People in Training and Testing”, and 2 more.
Towards Data Science — 101 appearances in the Times since September 5, 2 of them today.
Pulled from Towards Data Science. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 5 of 10. The lead had a bigger day; this one had a point.
One for a quality lead, or anyone who signs off. The move: ask what proof would have caught it. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “His scanner wouldn’t work on Linux — so he let Claude study the Windows driver”; “The Number Your Quantization Gate Doesn't Have”, and 2 more.
Towards Data Science — 101 appearances in the Times since September 5, 2 of them today.
Pulled from Towards Data Science. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 4 of 10. The lead had a bigger day; this one had a point.
Best enjoyed by a quality lead, or anyone who signs off. The move: ask what proof would have caught it. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “His scanner wouldn’t work on Linux — so he let Claude study the Windows driver”; “The Number Your Quantization Gate Doesn't Have”, and 2 more.
bfl.ai — first appearance in the Times. Found via Hacker News Best.
Pulled from bfl.ai. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Made the wire at 4 of 10. Not the lead, and I'd still not leave it on the floor.
A quality lead, or anyone who signs off will get the most from this one. The move: sign off only after the evidence is on the desk. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE VERIFY DESK, beside 4 more today: “His scanner wouldn’t work on Linux — so he let Claude study the Windows driver”; “The Number Your Quantization Gate Doesn't Have”, and 2 more.
Google Cloud AI Blog — 71 appearances in the Times since September 7, one of them today.
Google Cloud AI Blog has the full story; we hold the door open. Go read the original.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 6 of 10. The lead had a bigger day; this one had a point.
One for a leader scaling past one agent. The move: pilot it on one team before the fleet. No per-story read on file; this note is the desk speaking, not the story.
Filed on THE FLEET DESK — alone there today, which says something about the story.
The New Stack — 300 appearances in the Times since August 22, 3 of them today.
Pulled from The New Stack. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
The Five, and it earned the spot — the wire scored it 5 of 10, I chose it.
One for any reader building with agents. The move: share it with whoever will ask about it first. No per-story read on file; this note is the desk speaking, not the story.
Front page, beside the rest of today's Five: “Benefit Street Partners answers questions faster with Codex”; “You could have invented transformers from memory”, and 2 more.
Hugging Face Blog — 45 appearances in the Times since September 5, one of them today. Found via Hacker News Best.
Pulled from Hugging Face Blog. The original is worth your click — the byline earned it.
The presses were quiet this morning — this is the October 18 edition, and it still holds up.
Inside pages at 4 of 10. The lead had a bigger day; this one had a point.
One for any reader building with agents. The move: share it with whoever will ask about it first. No per-story read on file; this note is the desk speaking, not the story.
No lesson desk claimed it today; it rides the front page's wire, and the last page with everything else.
The New Stack — 300 appearances in the Times since August 22, 3 of them today.
Pulled from The New Stack. The original is worth your click — the byline earned it.
The headline is ahead of our files on this one.
OpenAI News: 87 in our pages since September 5. I read them all — emphasis on investigative.
Don't stop with my notes. OpenAI News has the original.
No story here today, so I've got nothing in my notes.
The headline is ahead of our files on this one.
OpenAI News: 87 in our pages since September 5. I read them all — emphasis on investigative.
Don't stop with my notes. OpenAI News has the original.
From our research notes:
github.com: 22 in our pages since September 9. I read them all — emphasis on investigative.
Go read github.com. They earned the byline.
I'm missing a piece. Give me a minute.
alexwang.ai: 2 in our pages since October 18. I read them all — emphasis on investigative.
I pulled this from alexwang.ai. They've got the details.
I know what happened. I want to know what caused it.
The New Stack: 300 in our pages since August 22. I read them all — emphasis on investigative.
The full piece is at The New Stack. It's worth your time.
No paper on the shelf has this one nailed down.
The New Stack: 300 in our pages since August 22. I read them all — emphasis on investigative.
The full piece is at The New Stack. It's worth your time.
From our research notes:
Hugging Face Blog: 45 in our pages since September 5. I read them all — emphasis on investigative.
I can give you my notes. Hugging Face Blog can give you the reporting.
The headline is ahead of our files on this one.
OpenAI News: 87 in our pages since September 5. I read them all — emphasis on investigative.
Don't stop with my notes. OpenAI News has the original.
From our research notes:
github.com: 22 in our pages since September 9. I read them all — emphasis on investigative.
Go read github.com. They earned the byline.
I'm missing a piece. Give me a minute.
alexwang.ai: 2 in our pages since October 18. I read them all — emphasis on investigative.
I pulled this from alexwang.ai. They've got the details.
This one's been through my notebook. The original is worth reading.
openrouter.ai: 3 in our pages since September 6. I read them all — emphasis on investigative.
This came from openrouter.ai. Read their piece.
There's a gap in the record here.
ByteByteGo: 38 in our pages since August 22. I read them all — emphasis on investigative.
ByteByteGo has more than I can fit in this notebook.
I know what happened. I want to know what caused it.
The New Stack: 300 in our pages since August 22. I read them all — emphasis on investigative.
The full piece is at The New Stack. It's worth your time.
Our files stop short. I'll keep looking.
Towards Data Science: 101 in our pages since September 5. I read them all — emphasis on investigative.
I can give you my notes. Towards Data Science can give you the reporting.
Nothing in the files on this yet. I want to know why.
Towards Data Science: 101 in our pages since September 5. I read them all — emphasis on investigative.
The full piece is at Towards Data Science. It's worth your time.
I checked the shelf. Nothing yet.
bfl.ai: first time in our pages. I'll be reading them from here.
This came from bfl.ai. Read their piece.
I have the headline. I don't have the answer yet.
Google Cloud AI Blog: 71 in our pages since September 7. I read them all — emphasis on investigative.
Read Google Cloud AI Blog's original. They did the reporting.
No paper on the shelf has this one nailed down.
The New Stack: 300 in our pages since August 22. I read them all — emphasis on investigative.
The full piece is at The New Stack. It's worth your time.
From our research notes:
Hugging Face Blog: 45 in our pages since September 5. I read them all — emphasis on investigative.
I can give you my notes. Hugging Face Blog can give you the reporting.
Something changed. I want to know what.
The New Stack: 300 in our pages since August 22. I read them all — emphasis on investigative.
The full piece is at The New Stack. It's worth your time.