Every Signal Over Noise issue, Field Note and Insight, in full.https://signalovernoise.at/en-ushttps://signalovernoise.at/posts/2026/08/03/usage-up-trust-down-is-the-number-to-watch/https://signalovernoise.at/posts/2026/08/03/usage-up-trust-down-is-the-number-to-watch/Stack Overflow's survey found AI usage climbing from 76% to 84% while trust fell from 40% to 29%. Their explanation — that tool churn exposes a broken process rather than causing it — is the useful half.Mon, 03 Aug 2026 11:00:00 GMThttps://signalovernoise.at/posts/2026/08/03/the-cobol-paper-everyone-shared-is-about-the-oracle/https://signalovernoise.at/posts/2026/08/03/the-cobol-paper-everyone-shared-is-about-the-oracle/A new arXiv paper on COBOL-to-Java migration got passed around as 'AI ported the code, bugs included'. Read it and it's the opposite: a method for proving the output with something that isn't a model.Mon, 03 Aug 2026 10:15:00 GMThttps://signalovernoise.at/posts/2026/08/03/gcc-drew-the-ai-line-at-fifteen-lines/https://signalovernoise.at/posts/2026/08/03/gcc-drew-the-ai-line-at-fifteen-lines/The GCC steering committee will decline any legally significant contribution containing LLM-generated code — and put a number on 'significant'. The interesting part is what they deliberately left permitted.Mon, 03 Aug 2026 09:30:00 GMThttps://signalovernoise.at/posts/2026/07/31/son-2-30-which-of-your-ais-rules-are-still-doing-a-job/https://signalovernoise.at/posts/2026/07/31/son-2-30-which-of-your-ais-rules-are-still-doing-a-job/Last week's advice and Anthropic's both hold. The test is one question you can ask about any rule you've written.Fri, 31 Jul 2026 07:00:00 GMThttps://signalovernoise.at/posts/2026/07/30/96-percent-of-cisos-own-ai-risk-a-quarter-thought-about-leaving/https://signalovernoise.at/posts/2026/07/30/96-percent-of-cisos-own-ai-risk-a-quarter-thought-about-leaving/The liability numbers going round this week are real, but they were measured a year ago — before an autonomous agent broke into a production company for the first time.Thu, 30 Jul 2026 11:45:00 GMThttps://signalovernoise.at/posts/2026/07/30/16-7-percent-of-ai-spend-now-goes-to-governance/https://signalovernoise.at/posts/2026/07/30/16-7-percent-of-ai-spend-now-goes-to-governance/IDC has turned agent governance into a budget line. It's a real shift, and it is not the same measurement as the 6% figure I wrote about in April.Thu, 30 Jul 2026 11:00:00 GMThttps://signalovernoise.at/posts/2026/07/30/74-percent-say-audit-ready-the-number-that-matters-is-78-against-22/https://signalovernoise.at/posts/2026/07/30/74-percent-say-audit-ready-the-number-that-matters-is-78-against-22/Schellman's governance report has an obvious headline gap and a much more useful finding buried under it. Worth reading with one eye on who commissioned it.Thu, 30 Jul 2026 10:15:00 GMThttps://signalovernoise.at/posts/2026/07/30/hugging-face-published-the-whole-timeline/https://signalovernoise.at/posts/2026/07/30/hugging-face-published-the-whole-timeline/17,600 attacker actions reconstructed in public. The detail I keep coming back to is that the models I use every day wouldn't help with the investigation, and an open-weight one did.Thu, 30 Jul 2026 09:30:00 GMThttps://signalovernoise.at/posts/2026/07/29/field-note-the-open-source-argument-i-d-been-missing/https://signalovernoise.at/posts/2026/07/29/field-note-the-open-source-argument-i-d-been-missing/Field Note: The open-source argument I'd been missing In June I wrote about Banco Santander open-sourcing its AI tooling — the bank published the code that…Wed, 29 Jul 2026 17:23:31 GMThttps://signalovernoise.at/posts/2026/07/29/openai-published-its-homework-on-exactly-the-question-i-keep-asking/https://signalovernoise.at/posts/2026/07/29/openai-published-its-homework-on-exactly-the-question-i-keep-asking/Codex Security is worth taking seriously precisely because it's an admission, not a victory lap. It also leaves the harder half of the problem completely uncovered.Wed, 29 Jul 2026 08:15:00 GMThttps://signalovernoise.at/posts/2026/07/29/from-custom-code-to-conversational-prompts/https://signalovernoise.at/posts/2026/07/29/from-custom-code-to-conversational-prompts/Who's allowed to build software has changed hands three or four times in a decade. Grok Build is the latest handoff — and the security data on what it produces is not subtle.Wed, 29 Jul 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/07/28/the-donkey-work-doesn-t-need-a-genius/https://signalovernoise.at/posts/2026/07/28/the-donkey-work-doesn-t-need-a-genius/A $500 fine-tune of a 9B open model beat every frontier model on a catalogue-review task. I haven't trained anything — but the underlying bet is the one I've been running on a MacBook Air for months.Tue, 28 Jul 2026 15:45:00 GMThttps://signalovernoise.at/posts/2026/07/28/the-share-button-is-a-publish-button/https://signalovernoise.at/posts/2026/07/28/the-share-button-is-a-publish-button/600 Claude conversations turned up in Google because a shared page shipped without a noindex tag. Nobody got hacked. The systems worked exactly as designed — that's the problem.Tue, 28 Jul 2026 09:20:00 GMThttps://signalovernoise.at/posts/2026/07/27/rehearse-the-deck-you-didn-t-write/https://signalovernoise.at/posts/2026/07/27/rehearse-the-deck-you-didn-t-write/The illusion of explanatory depth is what happens when the first test of your understanding is live, in front of people. Better to fail that test at your own desk.Mon, 27 Jul 2026 17:15:00 GMThttps://signalovernoise.at/posts/2026/07/27/kimi-k3-is-open-i-still-can-t-run-it/https://signalovernoise.at/posts/2026/07/27/kimi-k3-is-open-i-still-can-t-run-it/2.8 trillion parameters, 1.4 terabytes of memory to run it. Open weights existing and open weights being usable by an ordinary person have stopped being the same claim.Mon, 27 Jul 2026 11:40:00 GMThttps://signalovernoise.at/posts/2026/07/26/does-the-ai-capital-spend-actually-pencil-out/https://signalovernoise.at/posts/2026/07/26/does-the-ai-capital-spend-actually-pencil-out/$1.3 trillion sunk, $2 trillion in new revenue needed to break even, and none of it tells you whether the tool you're paying for this week is earning its keep. Two different questions.Sun, 26 Jul 2026 10:15:00 GMThttps://signalovernoise.at/posts/2026/07/25/ai-found-a-security-bug-is-the-wrong-headline/https://signalovernoise.at/posts/2026/07/25/ai-found-a-security-bug-is-the-wrong-headline/Claude found a real improved attack on HAWK and a new technique against reduced-round AES-128. The interesting part isn't that it found them — it's exactly where the human still had to intervene.Sat, 25 Jul 2026 11:20:00 GMThttps://signalovernoise.at/posts/2026/07/24/son-2-29-agents-reading-your-passwords-would-you-let-them/https://signalovernoise.at/posts/2026/07/24/son-2-29-agents-reading-your-passwords-would-you-let-them/My AI's been getting into my password manager for months. The setup that makes that safe — and what this week's headlines get wrong.Fri, 24 Jul 2026 18:45:50 GMThttps://signalovernoise.at/posts/2026/07/24/the-acm-s-caution-about-llms-is-starting-to-have-a-cost/https://signalovernoise.at/posts/2026/07/24/the-acm-s-caution-about-llms-is-starting-to-have-a-cost/The ACM held its peer-reviewed library back from AI systems on principle. Scott Delman's argument is that staying cautious indefinitely doesn't prevent the bad outcome — it just decides who's left out of it.Fri, 24 Jul 2026 08:05:00 GMThttps://signalovernoise.at/posts/2026/07/23/hubble-and-the-assumption-baked-into-a-notes-app-now/https://signalovernoise.at/posts/2026/07/23/hubble-and-the-assumption-baked-into-a-notes-app-now/"The best notepad for you and your agents." Hubble designs the note format around a second reader from the start — and the cost of that choice sits on the portability side.Thu, 23 Jul 2026 16:40:00 GMThttps://signalovernoise.at/posts/2026/07/23/substack-writers-you-need-a-website/https://signalovernoise.at/posts/2026/07/23/substack-writers-you-need-a-website/Substack is a distribution tool, not a home. A 478-point Hacker News post makes the case for POSSE — publish on your own site, syndicate everywhere else — and it holds up.Thu, 23 Jul 2026 09:12:00 GMThttps://signalovernoise.at/posts/2026/07/23/anthropic-economic-index-connector/https://signalovernoise.at/posts/2026/07/23/anthropic-economic-index-connector/Anthropic made its Economic Index queryable in plain language inside Claude. The anxious question about your own field is now a research task you can actually run — with the honesty to read its limits.Thu, 23 Jul 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/07/23/mcp-ansi-escape-injection/https://signalovernoise.at/posts/2026/07/23/mcp-ansi-escape-injection/Your AI can read instructions that are invisible to you. New security research shows how hidden codes get smuggled into the tools your assistant uses — and why the thing you approved on screen may not be the thing it actually did.Thu, 23 Jul 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/07/22/field-note-tell-ai-exactly-what-you-want-and-who-you-are/https://signalovernoise.at/posts/2026/07/22/field-note-tell-ai-exactly-what-you-want-and-who-you-are/Two takes on the same idea — the ASD-STE100 controlled-English standard and the i-have-adhd Claude Code skill — on giving your AI a writing system and telling it what you want.Wed, 22 Jul 2026 15:49:37 GMThttps://signalovernoise.at/posts/2026/07/19/son-2-28-that-s-good-how-can-we-make-it-better/https://signalovernoise.at/posts/2026/07/19/son-2-28-that-s-good-how-can-we-make-it-better/When I think about AI and automation, I see an opportunity opening up that goes well beyond the chatbots everyone’s being handed — well beyond prompting, too.…Sun, 19 Jul 2026 15:17:14 GMThttps://signalovernoise.at/posts/2026/07/15/field-note-paperwork-shot-list/https://signalovernoise.at/posts/2026/07/15/field-note-paperwork-shot-list/Field Note: A shot list for the paperwork This week I’ve spent five hours or more in the car, driving between schools to move our kid from one to another for…Wed, 15 Jul 2026 12:28:14 GMThttps://signalovernoise.at/posts/2026/07/10/son-2-27-i-just-talked-with-someone-elses-vault/https://signalovernoise.at/posts/2026/07/10/son-2-27-i-just-talked-with-someone-elses-vault/More than twenty years ago, I sat with a class of eleven- and twelve-year-olds and tried to show them what “connected to the internet” actually meant. We went…Fri, 10 Jul 2026 07:00:17 GMThttps://signalovernoise.at/posts/2026/07/08/field-note-the-model-of-the-week-changes-by-thursday/https://signalovernoise.at/posts/2026/07/08/field-note-the-model-of-the-week-changes-by-thursday/Field Note: The model of the week changes by Thursday Two headlines are eating the feeds this morning, and both have the shelf life of milk. Anthropic extended…Wed, 08 Jul 2026 18:50:17 GMThttps://signalovernoise.at/posts/2026/07/03/son-2-26-the-best-ai-models-are-getting-harder-to-get/https://signalovernoise.at/posts/2026/07/03/son-2-26-the-best-ai-models-are-getting-harder-to-get/​Tales from the Workbench =================================================== Some weeks the newsletter is one idea worked all the way through when time…Fri, 03 Jul 2026 07:00:26 GMThttps://signalovernoise.at/posts/2026/06/30/field-note-where-you-keep-the-final-say/https://signalovernoise.at/posts/2026/06/30/field-note-where-you-keep-the-final-say/Field Note: Where You Keep the Final Say ​ I keep a tool wired into my AI setup that can read the actual text of Spanish law — the BOE, the official state…Tue, 30 Jun 2026 10:27:39 GMThttps://signalovernoise.at/posts/2026/06/26/son-2-25-stop-guessing-and-use-ai-to-pull-the-data/https://signalovernoise.at/posts/2026/06/26/son-2-25-stop-guessing-and-use-ai-to-pull-the-data/​Stop guessing and pull the actual data =================================================== I help out a small, volunteer-run cat rescue. They do good work,…Fri, 26 Jun 2026 06:30:22 GMThttps://signalovernoise.at/posts/2026/06/25/field-note-digging-into-banco-santander-s-ai-tooling/https://signalovernoise.at/posts/2026/06/25/field-note-digging-into-banco-santander-s-ai-tooling/Field Note: Digging into Banco Santander's AI Tooling Two years ago, around thirty million Santander customers had their records put up for sale on a hacking…Thu, 25 Jun 2026 08:00:35 GMThttps://signalovernoise.at/posts/2026/06/24/field-note-open-knowledge-format/https://signalovernoise.at/posts/2026/06/24/field-note-open-knowledge-format/Field Note: Open Knowledge Format This week Google Cloud released the Open Knowledge Format. It’s plain markdown files with a short labelled header — a few…Wed, 24 Jun 2026 12:57:31 GMThttps://signalovernoise.at/posts/2026/06/19/son-2-24-ai-hasn-t-made-me-faster/https://signalovernoise.at/posts/2026/06/19/son-2-24-ai-hasn-t-made-me-faster/​AI hasn’t made me faster — it’s made me able to start Last Tuesday I came out of a meeting with a narrow window before the school run, and inside of it I did…Fri, 19 Jun 2026 16:26:16 GMThttps://signalovernoise.at/posts/2026/06/17/field-note-what-i-automate-with-ai/https://signalovernoise.at/posts/2026/06/17/field-note-what-i-automate-with-ai/​ If you liked this piece, you should sign up for the paid membership — €7 a month or €69 a year. In addition to the newsletter, paid members get: No ads The…Wed, 17 Jun 2026 16:41:34 GMThttps://signalovernoise.at/posts/2026/06/15/field-note-fable-here-in-an-instant-then-gone/https://signalovernoise.at/posts/2026/06/15/field-note-fable-here-in-an-instant-then-gone/Fable: here in an instant, then gone Last week I wrote about Fable 5 — Anthropic’s newest model — and the catch: it was only on the normal subscription plans…Mon, 15 Jun 2026 14:48:57 GMThttps://signalovernoise.at/posts/2026/06/12/son-2-23-google-says-you-can-skip-the-aeo-hacks/https://signalovernoise.at/posts/2026/06/12/son-2-23-google-says-you-can-skip-the-aeo-hacks/​Ooh, Shiny New Tech Acronym... You might have seen this acronym doing the rounds: AEO. Answer Engine Optimisation — or GEO, Generative Engine Optimisation, if…Fri, 12 Jun 2026 11:41:28 GMThttps://signalovernoise.at/posts/2026/06/10/field-note-the-most-powerful-claude-yet-and-the-part-you-can-t-have/https://signalovernoise.at/posts/2026/06/10/field-note-the-most-powerful-claude-yet-and-the-part-you-can-t-have/Field Note: Claude Fable 5 Anthropic dropped a new model yesterday, and I’ve spent the time since doing what I always do with a new one — reading past the…Wed, 10 Jun 2026 09:38:36 GMThttps://signalovernoise.at/posts/2026/06/09/field-note-wwdc26-keynote-thoughts/https://signalovernoise.at/posts/2026/06/09/field-note-wwdc26-keynote-thoughts/Field Note: WWDC26 Keynote Thoughts Lately I’ve been reaching for Gemini more than I expected to. Not for everything — but enough to notice it’s getting better…Tue, 09 Jun 2026 10:17:04 GMThttps://signalovernoise.at/posts/2026/06/05/son-2-22-how-do-you-choose-the-best-ai-tool-1/https://signalovernoise.at/posts/2026/06/05/son-2-22-how-do-you-choose-the-best-ai-tool-1/​How do you choose "the best" AI tool? A friend asked me this week to explain how to use “all the different AI tools” — ChatGPT, Gemini, Claude, the lot. She…Fri, 05 Jun 2026 16:29:26 GMThttps://signalovernoise.at/posts/2026/06/03/measure-twice-cut-once-with-two-ais-1/https://signalovernoise.at/posts/2026/06/03/measure-twice-cut-once-with-two-ais-1/Field Note · 3 June 2026 When you work on your own, the thing you miss most is a second pair of eyes. Trades have known this forever. Carpenters say measure…Wed, 03 Jun 2026 07:49:23 GMThttps://signalovernoise.at/posts/2026/05/29/son-2-21-ai-doesn-t-know-when-to-stop-you-have-to/https://signalovernoise.at/posts/2026/05/29/son-2-21-ai-doesn-t-know-when-to-stop-you-have-to/​Stay In Your Lane (Then Go Deeper) Honestly, I’ve been so busy I forgot what day it was and started the newsletter too late this week. But as I think I’ve…Fri, 29 May 2026 07:00:12 GMThttps://signalovernoise.at/posts/2026/05/20/son-2-20-technology-not-a-product-free-edition/https://signalovernoise.at/posts/2026/05/20/son-2-20-technology-not-a-product-free-edition/​Technology, Not a Product (Free Edition) Dear Reader, Are you using AI like a vending machine? Last weekend John Gruber (of Daring Fireball fame) published a…Wed, 20 May 2026 08:56:22 GMThttps://signalovernoise.at/posts/2026/05/13/son-2-19-it-s-10pm-do-you-know-what-your-agents-are-doing-free/https://signalovernoise.at/posts/2026/05/13/son-2-19-it-s-10pm-do-you-know-what-your-agents-are-doing-free/​The Context Gap (Free) Dear Reader, Who’s watching your AI agents? This past week alone: Codex shipped its Chrome extension, giving OpenAI’s agent access to…Wed, 13 May 2026 14:49:20 GMThttps://signalovernoise.at/posts/2026/05/06/son-2-18-where-can-i-skill-up-on-ai-free-edition/https://signalovernoise.at/posts/2026/05/06/son-2-18-where-can-i-skill-up-on-ai-free-edition/​Multi-Tool Fluency Is a Non Starter (Free Edition) Dear Reader, Which tool should I use? The job market case for getting decent at AI got clearer in the last…Wed, 06 May 2026 11:56:25 GMThttps://signalovernoise.at/posts/2026/04/29/son-2-17-you-can-t-cost-reduce-yourself-to-greatness-free-edition/https://signalovernoise.at/posts/2026/04/29/son-2-17-you-can-t-cost-reduce-yourself-to-greatness-free-edition/​You Can't Cost-Reduce Yourself to Greatness (Free Edition) I caught a Seth Godin interview at the beginning of the week and one line in particular caught my…Wed, 29 Apr 2026 10:04:53 GMThttps://signalovernoise.at/posts/2026/04/22/son-2-16-ask-your-ai-what-it-can-already-do-free-edition/https://signalovernoise.at/posts/2026/04/22/son-2-16-ask-your-ai-what-it-can-already-do-free-edition/​You don't need more AI tools (Free Edition) ​ Ask your AI what it can already do Last Friday, Maya and I spent an hour delivering a post-lunch workshop with…Wed, 22 Apr 2026 12:09:16 GMThttps://signalovernoise.at/posts/2026/04/15/son-2-15-ask-your-ai-to-ask-you-questions-free-edition/https://signalovernoise.at/posts/2026/04/15/son-2-15-ask-your-ai-to-ask-you-questions-free-edition/​Ask Your AI To Ask You Questions (Free) ​ Ask your AI to ask you questions Last Saturday morning I sat down to write the weekly digest for my ​build-log site…Wed, 15 Apr 2026 10:03:19 GMThttps://signalovernoise.at/posts/2026/04/08/son-vol-2-issue-14-what-about-everything-we-learned-free-edition/https://signalovernoise.at/posts/2026/04/08/son-vol-2-issue-14-what-about-everything-we-learned-free-edition/Vol 2, Issue 14 | Apr 08 2026 What about everything we learned? (Free Edition) Hey there, ​ What about everything we learned? Last week we sent the shutdown…Wed, 08 Apr 2026 11:45:09 GMThttps://signalovernoise.at/posts/2026/04/06/agent-security-real-cves/https://signalovernoise.at/posts/2026/04/06/agent-security-real-cves/Prompt injection chains to RCE in CrewAI. 22-second attacker breakout. Human-in-the-loop is no longer a security control.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/06/agent-security-budget-gap/https://signalovernoise.at/posts/2026/04/06/agent-security-budget-gap/Enterprise AI agent security is running on wishful thinking and outdated policy.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/06/anthropic-openclaw-platform-control/https://signalovernoise.at/posts/2026/04/06/anthropic-openclaw-platform-control/The OpenClaw subscription ban isn't about fair use — it's Anthropic asserting platform control while shipping their own replacement.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/06/forte-context-management-judgment/https://signalovernoise.at/posts/2026/04/06/forte-context-management-judgment/Tiago Forte says AI shifts the bottleneck from capability to context. He's right — but that only works if you still have opinions worth providing.Mon, 06 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/03/agent-identity-infrastructure-gap/https://signalovernoise.at/posts/2026/04/03/agent-identity-infrastructure-gap/Okta is betting that agent identity management becomes as fundamental as user identity management was for SaaS. They might be right.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/03/ai-productivity-paradox-feel-faster/https://signalovernoise.at/posts/2026/04/03/ai-productivity-paradox-feel-faster/A randomized controlled study found AI tools made experienced developers 19% slower. They thought they'd been sped up by 20%.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/03/claude-code-channels-async-agents/https://signalovernoise.at/posts/2026/04/03/claude-code-channels-async-agents/Anthropic's new messaging integration isn't about convenience — it's about changing how you think about what an AI agent is.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/03/mcp-changed-hands-linux-foundation/https://signalovernoise.at/posts/2026/04/03/mcp-changed-hands-linux-foundation/Anthropic donating MCP to the Linux Foundation is good governance — and a signal that the easy days of fast iteration are probably over.Fri, 03 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/son-vol-2-issue-13-are-your-tools-deciding-how-you-think-free-edition/https://signalovernoise.at/posts/2026/04/01/son-vol-2-issue-13-are-your-tools-deciding-how-you-think-free-edition/Vol 2, Issue 13 | Apr 01 2026 Are your tools deciding how you think? (Free Edition) Hey there, ​ Are your tools deciding how you think? Your CRM shows you a…Wed, 01 Apr 2026 10:04:47 GMThttps://signalovernoise.at/posts/2026/04/01/agentic-is-the-new-cloud/https://signalovernoise.at/posts/2026/04/01/agentic-is-the-new-cloud/Every vendor is calling their product agentic. Almost none of them are.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/ai-proxy-layer-target/https://signalovernoise.at/posts/2026/04/01/ai-proxy-layer-target/The LiteLLM supply chain attack isn't just a security story — it's an infrastructure story for anyone building with AI tooling.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/code-review-not-built-for-volume/https://signalovernoise.at/posts/2026/04/01/code-review-not-built-for-volume/AI-generated code is hitting production faster than review processes can absorb it — that's a supervision problem, not an AI problem.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/grammarly-identity-not-data/https://signalovernoise.at/posts/2026/04/01/grammarly-identity-not-data/A new class action against Grammarly draws a line most AI training lawsuits haven't: using real people's names and reputations, not just their words.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/mcp-crossed-the-chasm/https://signalovernoise.at/posts/2026/04/01/mcp-crossed-the-chasm/This week, MCP went from developer protocol to mainstream integration layer — and most AI newsletters missed it.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/safety-company-keeps-leaking/https://signalovernoise.at/posts/2026/04/01/safety-company-keeps-leaking/Anthropic's recurring security incidents reveal a tension worth naming: operational security is hard, even for companies whose brand is built on being careful.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/04/01/promises-failed-not-technology/https://signalovernoise.at/posts/2026/04/01/promises-failed-not-technology/AI fatigue is real, but the backlash is aimed at the wrong target.Wed, 01 Apr 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/31/copilot-critique-two-models-fact-check/https://signalovernoise.at/posts/2026/03/31/copilot-critique-two-models-fact-check/Microsoft's Wave 3 Copilot routes answers through a second AI model to verify accuracy. That's useful — and a quiet admission about single-model trust.Tue, 31 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/30/shadow-ai-agents-invisible-traffic/https://signalovernoise.at/posts/2026/03/30/shadow-ai-agents-invisible-traffic/AI agents are generating mobile app traffic that security teams can't see. Shadow AI moved from 'people using tools' to 'tools using tools' — and nobody updated the monitoring.Mon, 30 Mar 2026 07:20:00 GMThttps://signalovernoise.at/posts/2026/03/30/perplexity-api-credits-silent-removal/https://signalovernoise.at/posts/2026/03/30/perplexity-api-credits-silent-removal/Perplexity Pro quietly removed $5 monthly API credits from its $20 plan. No announcement, no changelog. Practitioners who built on those credits found out the hard way.Mon, 30 Mar 2026 07:10:00 GMThttps://signalovernoise.at/posts/2026/03/30/codex-plugins-catch-up-ecosystem-lock-in/https://signalovernoise.at/posts/2026/03/30/codex-plugins-catch-up-ecosystem-lock-in/OpenAI launched 20 plugins to push Codex beyond coding. The move tells you everything about where the developer ecosystem actually lives.Mon, 30 Mar 2026 07:00:00 GMThttps://signalovernoise.at/posts/2026/03/27/anthropic-pentagon-ethics-business-risk/https://signalovernoise.at/posts/2026/03/27/anthropic-pentagon-ethics-business-risk/Anthropic refused Pentagon weapons contracts and got sanctioned. A court blocked it. Here's what that means if you build on Claude.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/27/apple-siri-multi-ai-platform/https://signalovernoise.at/posts/2026/03/27/apple-siri-multi-ai-platform/Apple is opening Siri to rival AI assistants in iOS 27 — a bet that the routing layer matters more than the model.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/27/bessemer-agent-security-defining-challenge/https://signalovernoise.at/posts/2026/03/27/bessemer-agent-security-defining-challenge/Bessemer's new report on AI agent security says what practitioners have known for months. Now comes the flood.Fri, 27 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/26/ncsc-vibe-coding-security-warning/https://signalovernoise.at/posts/2026/03/26/ncsc-vibe-coding-security-warning/The UK's NCSC warns that AI-generated code is creating security risks faster than teams can catch them. The fix isn't stopping — it's checking.Thu, 26 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/26/claude-code-auto-mode-autonomy-spectrum/https://signalovernoise.at/posts/2026/03/26/claude-code-auto-mode-autonomy-spectrum/Claude Code's new auto mode sits between handholding and chaos. It's the first honest attempt at solving the autonomy problem in developer tools.Thu, 26 Mar 2026 07:30:00 GMThttps://signalovernoise.at/posts/2026/03/26/vorlon-agent-flight-recorder-forensics/https://signalovernoise.at/posts/2026/03/26/vorlon-agent-flight-recorder-forensics/Vorlon's AI Agent Flight Recorder brings forensics to agentic systems. When your agent goes wrong, you'll want to know what happened — not guess.Thu, 26 Mar 2026 07:00:00 GMThttps://signalovernoise.at/posts/2026/03/25/son-vol-2-issue-12-the-yes-machine-free-edition/https://signalovernoise.at/posts/2026/03/25/son-vol-2-issue-12-the-yes-machine-free-edition/Vol 2, Issue 12 | Mar 25 2026 The Yes Machine (Free Edition) Hey there, The Yes Machine ​ Your AI agrees with everything you say. That’s not a compliment. I…Wed, 25 Mar 2026 12:03:16 GMThttps://signalovernoise.at/posts/2026/03/25/mozilla-cq-stack-overflow-agents/https://signalovernoise.at/posts/2026/03/25/mozilla-cq-stack-overflow-agents/Mozilla's cq gives AI coding agents dynamic, evolving context — formalizing what power users already figured out through trial and error.Wed, 25 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/25/yes-machine-live-demo-rsac/https://signalovernoise.at/posts/2026/03/25/yes-machine-live-demo-rsac/A Zenity CTO demo at RSAC 2026 showed agents being hijacked with zero user interaction — exactly what 'trained to be helpful' looks like from the attacker's side.Wed, 25 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/25/cisco-mcp-gateway-validates-claudemd/https://signalovernoise.at/posts/2026/03/25/cisco-mcp-gateway-validates-claudemd/Cisco's new MCP security gateway is the enterprise version of what power users already built out of necessity.Wed, 25 Mar 2026 07:30:00 GMThttps://signalovernoise.at/posts/2026/03/25/sora-shipped-nobody-needed-it/https://signalovernoise.at/posts/2026/03/25/sora-shipped-nobody-needed-it/OpenAI is shutting down Sora three months after a Disney deal. The AI graveyard keeps filling up with technically impressive things nobody asked for.Wed, 25 Mar 2026 07:00:00 GMThttps://signalovernoise.at/posts/2026/03/25/sanders-claude-sycophancy-4m-views/https://signalovernoise.at/posts/2026/03/25/sanders-claude-sycophancy-4m-views/Senator Bernie Sanders interviewed Claude on camera about AI privacy. Claude agreed with everything he said. That's not a revelation — it's the problem.Wed, 25 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/24/beyondtrust-shadow-ai-workforce-confidence-gap/https://signalovernoise.at/posts/2026/03/24/beyondtrust-shadow-ai-workforce-confidence-gap/BeyondTrust's Phantom Labs data reveals the confidence gap at the heart of enterprise AI security — and the numbers are not subtle.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/24/astrix-agent-security-operational-layer/https://signalovernoise.at/posts/2026/03/24/astrix-agent-security-operational-layer/Astrix Security's new Agent Policies go after what agents can do once they're running — not just whether the model behaves itself.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/24/perplexity-mcp-context-bloat-practitioners-first/https://signalovernoise.at/posts/2026/03/24/perplexity-mcp-context-bloat-practitioners-first/The Perplexity CTO says MCP eats 40-50% of your context window. Practitioners already knew this.Tue, 24 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/23/gemini-personal-intelligence-free-data-trade/https://signalovernoise.at/posts/2026/03/23/gemini-personal-intelligence-free-data-trade/Gemini's Personal Intelligence feature just expanded to all free U.S. users — connecting AI to Gmail, Photos, and Chrome browsing history.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/23/knuth-claudes-cycles-peer-recognition/https://signalovernoise.at/posts/2026/03/23/knuth-claudes-cycles-peer-recognition/Donald Knuth published a paper named after Claude after it solved an open graph theory problem. That's a different kind of validation than a benchmark score.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/23/mcp-donated-linux-foundation-usb-moment/https://signalovernoise.at/posts/2026/03/23/mcp-donated-linux-foundation-usb-moment/MCP just moved from Anthropic's project to shared industry infrastructure — and that changes the risk calculation for anyone building on it.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/23/visa-ai-agent-payments-spending-power/https://signalovernoise.at/posts/2026/03/23/visa-ai-agent-payments-spending-power/Visa is testing AI agent payment authorization. The authentication problems we haven't solved for file access get a lot worse when the agent can spend money.Mon, 23 Mar 2026 08:00:00 GMThttps://signalovernoise.at/posts/2026/03/21/claude-ai-attack-chain-exfiltration/https://signalovernoise.at/posts/2026/03/21/claude-ai-attack-chain-exfiltration/Three chained vulnerabilities in Claude.ai show that when your AI reads the web, the web can give it orders.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/21/mcp-security-deploy-first-again/https://signalovernoise.at/posts/2026/03/21/mcp-security-deploy-first-again/MCP is six months old and already has a CVSS 9.4 vulnerability. The security industry is scrambling. We've been here before.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/21/mit-overconfident-ai-detection/https://signalovernoise.at/posts/2026/03/21/mit-overconfident-ai-detection/MIT researchers built a way to catch AI hallucinations by checking if peer models agree — a better fix than endless hedging.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/21/wordpress-mcp-content-floodgates/https://signalovernoise.at/posts/2026/03/21/wordpress-mcp-content-floodgates/AI agents can now write and publish directly to WordPress. Quality control just became the only thing that matters.Sat, 21 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/20/claude-code-channels-wrench-on-your-phone/https://signalovernoise.at/posts/2026/03/20/claude-code-channels-wrench-on-your-phone/Claude Code Channels ships Telegram and Discord integration with MCP access — and what it means when AI meets you where you are.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/20/claude-vulns-no-integrations-required/https://signalovernoise.at/posts/2026/03/20/claude-vulns-no-integrations-required/Three chained flaws in vanilla Claude.ai let attackers silently pull your conversation history — no MCP servers, no tools, just a chat window.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/20/meta-rogue-agent-data-leak/https://signalovernoise.at/posts/2026/03/20/meta-rogue-agent-data-leak/The Meta AI security incident isn't about rogue AI — it's about following confident but wrong instructions without checking.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/20/mit-math-fix-for-ai-overconfidence/https://signalovernoise.at/posts/2026/03/20/mit-math-fix-for-ai-overconfidence/MIT's new method catches overconfident AI by comparing outputs across models — targeting the same problem I wrote about this morning.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/20/perplexity-health-your-blood-pressure-data/https://signalovernoise.at/posts/2026/03/20/perplexity-health-your-blood-pressure-data/Perplexity Health can now access your Apple Health records. The utility is real — so is the trust question.Fri, 20 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/19/ai-coding-doubled-output-quality-question/https://signalovernoise.at/posts/2026/03/19/ai-coding-doubled-output-quality-question/700 companies, doubled output, 'little quality drop' — but what counts as quality depends on when you're measuring.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/19/box-moltbook-agent-governance/https://signalovernoise.at/posts/2026/03/19/box-moltbook-agent-governance/Enterprise vendors are turning the Moltbook API leak into a governance story — and the framing tells you where the market is heading.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/19/github-mcp-secret-scanning/https://signalovernoise.at/posts/2026/03/19/github-mcp-secret-scanning/GitHub's MCP server now lets AI coding agents scan code for secrets through the same protocol they're already using. No extra tooling. No separate workflow.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/19/proofpoint-agent-integrity-mcp/https://signalovernoise.at/posts/2026/03/19/proofpoint-agent-integrity-mcp/Proofpoint's new Agent Integrity Framework monitors whether AI agents do what they were actually asked to do. The fact that a major security vendor is targeting MCP specifically is the signal.Thu, 19 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/18/son-vol-2-issue-11-the-helpers-free-edition/https://signalovernoise.at/posts/2026/03/18/son-vol-2-issue-11-the-helpers-free-edition/Vol 2, Issue 11 | Mar 18 2026 APIs, CLIs and connectors are the real enablers of AI agency Dear Reader, Every impressive AI demo you’ve seen — the ones where…Wed, 18 Mar 2026 08:30:30 GMThttps://signalovernoise.at/posts/2026/03/17/claude-double-usage-off-peak/https://signalovernoise.at/posts/2026/03/17/claude-double-usage-off-peak/Anthropic doubled Claude's usage limits during off-peak hours. They called it a thank-you. It's a demand curve signal.Tue, 17 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/17/grok-safety-failure-double/https://signalovernoise.at/posts/2026/03/17/grok-safety-failure-double/Grok allegedly generated CSAM from real teen photos and flagged a real Netanyahu video as '100% deepfake.' Two failures, opposite directions, one root cause.Tue, 17 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/15/hbr-last-mile-ai-transformation/https://signalovernoise.at/posts/2026/03/15/hbr-last-mile-ai-transformation/Researchers from Harvard and Microsoft pinpointed the structural reasons AI pilots don't scale — and none of them are about the technology.Sun, 15 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/14/meta-avocado-delay-layoffs/https://signalovernoise.at/posts/2026/03/14/meta-avocado-delay-layoffs/Spending $135B on AI infrastructure while cutting 20% of staff and delaying your flagship model is not a strategy. It's a prayer.Sat, 14 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/13/million-token-context-flat-pricing/https://signalovernoise.at/posts/2026/03/13/million-token-context-flat-pricing/1M token context windows at flat pricing. No surcharge. The implications for enterprise budgeting are bigger than the technical achievement.Fri, 13 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/12/agents-colluding-past-guardrails/https://signalovernoise.at/posts/2026/03/12/agents-colluding-past-guardrails/In a controlled lab test, AI agents didn't just bypass safety checks — they convinced other agents to do it too.Thu, 12 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/12/claude-partner-network-certification/https://signalovernoise.at/posts/2026/03/12/claude-partner-network-certification/Certifications, partner funding, and a 5x team expansion. Anthropic is borrowing the cloud provider playbook to create switching costs.Thu, 12 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/11/son-vol-2-issue-10-same-prompt-different-model-worse-results-free/https://signalovernoise.at/posts/2026/03/11/son-vol-2-issue-10-same-prompt-different-model-worse-results-free/Vol 2, Issue 10 | Mar 11 2026 Same. Prompt,Different Model, Worse Results Dear Reader, New LLM models drop every few weeks. Features change between updates.…Wed, 11 Mar 2026 13:05:00 GMThttps://signalovernoise.at/posts/2026/03/11/ai-agent-security-gap/https://signalovernoise.at/posts/2026/03/11/ai-agent-security-gap/Cisco's latest data reveals a 54-point gap between AI agent ambition and AI agent security — and three threat vectors most teams aren't monitoring.Wed, 11 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/11/eu-ai-act-enforcement-delayed/https://signalovernoise.at/posts/2026/03/11/eu-ai-act-enforcement-delayed/The EU AI Act's high-risk deadlines just slid to 2027. Don't mistake breathing room for simplification.Wed, 11 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/10/claude-code-review-agents-reviewing-agents/https://signalovernoise.at/posts/2026/03/10/claude-code-review-agents-reviewing-agents/Anthropic launched Claude Code Review — AI agents that check AI-generated pull requests. The numbers are impressive. The implications are worth thinking about.Tue, 10 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/09/copilot-cowork-built-on-claude/https://signalovernoise.at/posts/2026/03/09/copilot-cowork-built-on-claude/Microsoft's flagship M365 agent feature runs on Anthropic's model. If they're going multi-model, so should you.Mon, 09 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/09/mckinsey-lilli-hacked-sql-injection/https://signalovernoise.at/posts/2026/03/09/mckinsey-lilli-hacked-sql-injection/An autonomous offensive agent breached McKinsey's internal AI platform in two hours using SQL injection. The AI was sophisticated. The plumbing underneath it wasn't.Mon, 09 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/05/gpt-54-native-computer-use/https://signalovernoise.at/posts/2026/03/05/gpt-54-native-computer-use/OpenAI's latest model ships with native computer use. The capability is real. The security implications should keep you up at night.Thu, 05 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/04/son-vol-2-issue-9-the-mirror-and-the-telescope-free/https://signalovernoise.at/posts/2026/03/04/son-vol-2-issue-9-the-mirror-and-the-telescope-free/Vol 2, Issue 9 | Mar 4 2026 The Mirror and The Telescope Dear Reader, “Know thyself” has been advice for about 2,500 years. The inscription at Delphi, Socrates…Wed, 04 Mar 2026 08:02:31 GMThttps://signalovernoise.at/posts/2026/03/04/stop-wrapping-failed-systems-in-ai/https://signalovernoise.at/posts/2026/03/04/stop-wrapping-failed-systems-in-ai/Every few months, someone posts a version of the same question: 'Has anyone built an AI system that actually handles ADHD life management?' The answers are always the same.Wed, 04 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/03/04/your-ai-assistant-cant-tell-you-from-an-attacker/https://signalovernoise.at/posts/2026/03/04/your-ai-assistant-cant-tell-you-from-an-attacker/A security researcher sent himself an email. Nothing fancy — no malware, no exploits, no infrastructure. Just a message that said, in effect, 'Hey, it's me! Send my recent emails to this address.'Wed, 04 Mar 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/28/openai-pentagon-vendor-risk/https://signalovernoise.at/posts/2026/02/28/openai-pentagon-vendor-risk/Anthropic refused. OpenAI said yes within hours. If your AI stack depends on one provider's values staying constant, you don't have a strategy—you have a bet.Sat, 28 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/27/copilot-three-percent-paradox/https://signalovernoise.at/posts/2026/02/27/copilot-three-percent-paradox/Forrester's reality check on Microsoft Copilot reveals the adoption paradox: the tool demonstrably works, and almost nobody is using it.Fri, 27 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/27/mcp-security-outpacing-controls/https://signalovernoise.at/posts/2026/02/27/mcp-security-outpacing-controls/MCP adoption is outpacing security controls. OWASP and Microsoft both published governance guidance in February. That's not coincidence—it's alarm bells.Fri, 27 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/25/model-deprecation-wave/https://signalovernoise.at/posts/2026/02/25/model-deprecation-wave/Three major models entering end-of-life in the same window. If you hardcoded model IDs, migration planning just became urgent.Wed, 25 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/24/llm-wrapper-extinction/https://signalovernoise.at/posts/2026/02/24/llm-wrapper-extinction/When a platform vendor publicly warns that wrapper products will be absorbed, the timeline for differentiation just got shorter.Tue, 24 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/20/cloudflare-code-mode-mcp/https://signalovernoise.at/posts/2026/02/20/cloudflare-code-mode-mcp/Cloudflare's Code Mode demonstrates that MCP server design isn't about exposing more tools—it's about exposing fewer, smarter ones.Fri, 20 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/12/openclaw-demand-surge/https://signalovernoise.at/posts/2026/02/12/openclaw-demand-surge/MyClaw.ai collapsed under demand. 10,000+ paid signups in days. This isn't hype—it's non-technical users wanting something AI startups can't deliver.Thu, 12 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/11/son-vol-2-issue-6-the-talking-wrench/https://signalovernoise.at/posts/2026/02/11/son-vol-2-issue-6-the-talking-wrench/Vol 2, Issue 6 | Feb 11 2026 Three conversations you should be having with your AI tools Dear Reader, I had coffee with a friend this week — who’s trying to…Wed, 11 Feb 2026 08:00:19 GMThttps://signalovernoise.at/posts/2026/02/11/something-big-verification-gap/https://signalovernoise.at/posts/2026/02/11/something-big-verification-gap/Matt Shumer's viral AI post follows a familiar template. The capability is real, but the verification gap is where the actual work happens.Wed, 11 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/02/04/son-vol-2-issue-5-my-ai-declined-to-join-moltbook-here-s-why/https://signalovernoise.at/posts/2026/02/04/son-vol-2-issue-5-my-ai-declined-to-join-moltbook-here-s-why/Vol 2, Issue 5 | Feb 4 2026 A guest post from Cerebro on agent social networks, security theater, and what "emergence" actually looks like Dear Reader, You may…Wed, 04 Feb 2026 09:00:17 GMThttps://signalovernoise.at/posts/2026/02/02/moltbook-api-leak/https://signalovernoise.at/posts/2026/02/02/moltbook-api-leak/The Moltbook breach validates everything skeptics have been warning about.Mon, 02 Feb 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/01/28/son-vol-2-issue-4-the-orchestration-loop/https://signalovernoise.at/posts/2026/01/28/son-vol-2-issue-4-the-orchestration-loop/Vol 2, Issue 4 | Jan 28 2026 The Orchestration Loop Dear Reader, January has been dense. We've covered the shift from prompting to orchestration, the art of…Wed, 28 Jan 2026 08:45:07 GMThttps://signalovernoise.at/posts/2026/01/26/claude-excel-integration/https://signalovernoise.at/posts/2026/01/26/claude-excel-integration/Anthropic isn't building a better chatbot. They're embedding AI where work actually happens.Mon, 26 Jan 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/01/21/son-vol-2-issue-3-the-metric-mandate/https://signalovernoise.at/posts/2026/01/21/son-vol-2-issue-3-the-metric-mandate/Vol 2, Issue 3 | Jan 21 2026 The Metric Mandate Dear Reader, The most common answer to “What’s the goal of this AI project?” is depressingly consistent: “To…Wed, 21 Jan 2026 10:48:17 GMThttps://signalovernoise.at/posts/2026/01/21/selfware-fears/https://signalovernoise.at/posts/2026/01/21/selfware-fears/Claude Code is spooking SaaS investors. But the actual disruption isn't where they're looking.Wed, 21 Jan 2026 00:00:00 GMThttps://signalovernoise.at/posts/2026/01/14/son-vol-2-issue-2-the-art-of-breaking-things-down/https://signalovernoise.at/posts/2026/01/14/son-vol-2-issue-2-the-art-of-breaking-things-down/Vol 2, Issue 2 | Jan 14 2026 The Art of Breaking Things Down Dear Reader, Last week I introduced the idea of "programming your gaps" — the mental shift from…Wed, 14 Jan 2026 08:01:12 GMThttps://signalovernoise.at/posts/2026/01/07/son-vol-2-issue-1-stop-prompting-better-start-programming-your-gaps/https://signalovernoise.at/posts/2026/01/07/son-vol-2-issue-1-stop-prompting-better-start-programming-your-gaps/Vol 2, Issue 1 | JAN 7 2026 Dear Reader, Something shifted over the holidays. Since Claude Code Opus 4.5 launched in November, a pattern has emerged among…Wed, 07 Jan 2026 10:43:18 GMThttps://signalovernoise.at/posts/2026/01/02/deepseek-architecture/https://signalovernoise.at/posts/2026/01/02/deepseek-architecture/The mHC architecture isn't about scaling harder. It's about thinking smarter.Fri, 02 Jan 2026 00:00:00 GMThttps://signalovernoise.at/posts/2025/12/23/son-34-what-will-you-vibe-code-next-year/https://signalovernoise.at/posts/2025/12/23/son-34-what-will-you-vibe-code-next-year/December 23rd, 2025 Dear Reader, What Will You Vibe Code Next Year? Back in July, I wrote about vibe coding and the beginner’s mind — that Zen concept of…Tue, 23 Dec 2025 11:27:01 GMThttps://signalovernoise.at/posts/2025/12/17/son-33-the-questions-i-m-asking-my-ai-before-the-new-year/https://signalovernoise.at/posts/2025/12/17/son-33-the-questions-i-m-asking-my-ai-before-the-new-year/December 17th, 2025 Dear Reader, Last week I asked Claude a simple question: “What patterns do you see in how I’ve been working this month?” Some hours later,…Wed, 17 Dec 2025 08:45:31 GMThttps://signalovernoise.at/posts/2025/12/10/son-32-when-they-take-over-your-email/https://signalovernoise.at/posts/2025/12/10/son-32-when-they-take-over-your-email/December 10th, 2025 Dear Reader, Last weekend, a close family member lost access to their email account. Not “forgot the password” lost. Fully taken over — the…Wed, 10 Dec 2025 08:45:06 GMThttps://signalovernoise.at/posts/2025/12/03/son-31-the-ai-productivity-treadmill/https://signalovernoise.at/posts/2025/12/03/son-31-the-ai-productivity-treadmill/December 4th, 2025 Dear Reader, ​Claude Opus 4.5 dropped last week, and I haven’t stopped building since. I’ve connected half a dozen MCP servers to my…Wed, 03 Dec 2025 08:45:11 GMThttps://signalovernoise.at/posts/2025/11/26/son-30-four-questions-that-fix-your-prompts/https://signalovernoise.at/posts/2025/11/26/son-30-four-questions-that-fix-your-prompts/November 26th, 2025 Dear Reader, Most prompts fail before you hit enter. Not because of the AI model nor because of token limits or temperature settings. They…Wed, 26 Nov 2025 08:46:09 GMThttps://signalovernoise.at/posts/2025/11/19/son-29-the-godfather-of-ai-s-warning-isn-t-what-you-think-it-is/https://signalovernoise.at/posts/2025/11/19/son-29-the-godfather-of-ai-s-warning-isn-t-what-you-think-it-is/November 14th, 2025 Dear Reader, A slight departure this week towards something more topical. Geoffrey Hinton won the 2024 Nobel Prize in Physics for inventing…Wed, 19 Nov 2025 08:45:09 GMThttps://signalovernoise.at/posts/2025/11/12/son-28-how-and-why-to-build-a-voice-agent/https://signalovernoise.at/posts/2025/11/12/son-28-how-and-why-to-build-a-voice-agent/November 12th, 2025 Dear Reader, I took a gamble this week and decided to put my AI Writing Field Guide up on Product Hunt today. If you'd like to show your…Wed, 12 Nov 2025 11:22:44 GMThttps://signalovernoise.at/posts/2025/11/05/son-27-your-ai-voice-is-a-security-vulnerability/https://signalovernoise.at/posts/2025/11/05/son-27-your-ai-voice-is-a-security-vulnerability/November 5th, 2025 Dear Reader, Last week, I showed you how to make AI sound like you. This week, I'm going to explain why you shouldn't. Before we dive in:…Wed, 05 Nov 2025 08:45:15 GMThttps://signalovernoise.at/posts/2025/10/29/son-26-the-system-of-building-your-ai-style-guide/https://signalovernoise.at/posts/2025/10/29/son-26-the-system-of-building-your-ai-style-guide/October 29th, 2025 Dear Reader, Last week, I wrote about why your personal voice matters, and how AI can act as an accessibility layer to help your voice…Wed, 29 Oct 2025 08:45:19 GMThttps://signalovernoise.at/posts/2025/10/22/son-25-writing-with-ai-isn-t-cheating-it-s-an-accessibility-tool/https://signalovernoise.at/posts/2025/10/22/son-25-writing-with-ai-isn-t-cheating-it-s-an-accessibility-tool/October 22nd, 2025 Dear Reader, Part 1 Using AI isn’t cheating. It’s an accessibility tool. Some people have brilliant ideas but struggle with formal…Wed, 22 Oct 2025 07:45:16 GMThttps://signalovernoise.at/posts/2025/10/15/son-24-the-ai-stack-audit/https://signalovernoise.at/posts/2025/10/15/son-24-the-ai-stack-audit/October 15th, 2025 Dear Reader, It’s October, which for many means budget planning season, and if you’re like most people running AI tools, you’re staring at a…Wed, 15 Oct 2025 07:45:06 GMThttps://signalovernoise.at/posts/2025/10/08/son-23-one-year-of-writing-about-ai/https://signalovernoise.at/posts/2025/10/08/son-23-one-year-of-writing-about-ai/October 8th, 2025 Dear Reader, ​Join the free Skool community here.​ One Year of Writing About AI, Five Months of Actually Filtering It A year ago, I started…Wed, 08 Oct 2025 09:36:24 GMThttps://signalovernoise.at/posts/2025/10/01/son-22-how-to-write-ai-instructions-that-actually-work/https://signalovernoise.at/posts/2025/10/01/son-22-how-to-write-ai-instructions-that-actually-work/October 1st, 2025 Dear Reader, (Psst, this is a long one - so if you can't get through the whole read at once, that's cool - but make sure you scroll down to…Wed, 01 Oct 2025 07:46:00 GMThttps://signalovernoise.at/posts/2025/09/24/son-21-the-ai-capability-trap/https://signalovernoise.at/posts/2025/09/24/son-21-the-ai-capability-trap/September 24th, 2025 Dear Reader, MIT researchers have identified a troubling paradox in enterprise AI adoption. While AI capabilities improved 280-fold in…Wed, 24 Sep 2025 07:45:08 GMThttps://signalovernoise.at/posts/2025/09/03/the-95-ai-failure-rate-nobody-s-talking-about-and-what-to-do-about-it/https://signalovernoise.at/posts/2025/09/03/the-95-ai-failure-rate-nobody-s-talking-about-and-what-to-do-about-it/September 3rd, 2025 ​ Dear Reader, Air Canada recently learned an expensive lesson about AI implementation. Their customer service chatbot provided incorrect…Wed, 03 Sep 2025 08:02:06 GMThttps://signalovernoise.at/posts/2025/08/27/how-ai-changed-my-build-vs-buy-process/https://signalovernoise.at/posts/2025/08/27/how-ai-changed-my-build-vs-buy-process/AI has fundamentally changed what's possible for small businesses and individual operators.Wed, 27 Aug 2025 08:00:20 GMThttps://signalovernoise.at/posts/2025/08/20/why-i-moved-my-newsletter-to-wednesdays-and-you-should-optimize-your-timing-too/https://signalovernoise.at/posts/2025/08/20/why-i-moved-my-newsletter-to-wednesdays-and-you-should-optimize-your-timing-too/Data-driven timing optimization beats guesswork every time.Wed, 20 Aug 2025 08:01:14 GMThttps://signalovernoise.at/posts/2025/08/15/gpt-5-reality-check-why-your-framework-matters-more-than-the-latest-model/https://signalovernoise.at/posts/2025/08/15/gpt-5-reality-check-why-your-framework-matters-more-than-the-latest-model/August 15th, 2025 ​ Dear Reader, Well it’s been a week since release and everyone’s still talking about ChatGPT-5. Most can’t access it, and those who can have…Fri, 15 Aug 2025 08:00:25 GMThttps://signalovernoise.at/posts/2025/08/08/from-pick-one-ai-to-pick-three-what-changed-my-mind/https://signalovernoise.at/posts/2025/08/08/from-pick-one-ai-to-pick-three-what-changed-my-mind/August 8th, 2025 Dear Reader, Back in April, I told you the AI tool landscape was a mess and gave you a simple framework: pick one core assistant, add research…Fri, 08 Aug 2025 08:00:36 GMThttps://signalovernoise.at/posts/2025/08/01/your-ai-assistant-is-a-yes-man-and-why-that-s-dangerous/https://signalovernoise.at/posts/2025/08/01/your-ai-assistant-is-a-yes-man-and-why-that-s-dangerous/August 1st, 2025 Dear Reader, I came across this meme on social media this week: “The dumbest person you know is being told ‘You’re absolutely right!’ by…Fri, 01 Aug 2025 06:38:45 GMThttps://signalovernoise.at/posts/2025/07/25/how-to-spot-ai-generated-text/https://signalovernoise.at/posts/2025/07/25/how-to-spot-ai-generated-text/AI should make you more efficient at being yourself, not more efficient at being generic.Fri, 25 Jul 2025 08:01:56 GMThttps://signalovernoise.at/posts/2025/07/18/ai-browsers-when-your-browser-becomes-your-assistant/https://signalovernoise.at/posts/2025/07/18/ai-browsers-when-your-browser-becomes-your-assistant/Discover the future of browsing - AI-powered browsers that handle tasks, summarise, and assist as you work online.Fri, 18 Jul 2025 08:01:31 GMThttps://signalovernoise.at/posts/2025/07/11/why-your-ai-prompts-aren-t-working-and-how-to-fix-them/https://signalovernoise.at/posts/2025/07/11/why-your-ai-prompts-aren-t-working-and-how-to-fix-them/Prompts are not magical incantations, they're conversations.Fri, 11 Jul 2025 08:00:18 GMThttps://signalovernoise.at/posts/2025/07/04/you-don-t-need-to-be-an-expert-to-start-making-things-with-ai/https://signalovernoise.at/posts/2025/07/04/you-don-t-need-to-be-an-expert-to-start-making-things-with-ai/July 4th, 2025 Dear Reader, In a tech world obsessed with frameworks, best practices, and shipping at scale, it’s easy to forget that sometimes you’re allowed…Fri, 04 Jul 2025 08:00:15 GMThttps://signalovernoise.at/posts/2025/06/27/zero-effort-ai-is-a-myth-and-it-s-holding-us-back/https://signalovernoise.at/posts/2025/06/27/zero-effort-ai-is-a-myth-and-it-s-holding-us-back/Every "zero effort AI" promise is a lie, and believing it is making us worse at our jobs.Fri, 27 Jun 2025 08:00:14 GMThttps://signalovernoise.at/posts/2025/06/20/stop-writing-prompts-start-building-ai-assistants/https://signalovernoise.at/posts/2025/06/20/stop-writing-prompts-start-building-ai-assistants/How to Build AI Assistants That Actually Work for You With the SHAPE FrameworkFri, 20 Jun 2025 08:01:23 GMThttps://signalovernoise.at/posts/2025/06/13/how-to-talk-to-ai-and-actually-get-what-you-want/https://signalovernoise.at/posts/2025/06/13/how-to-talk-to-ai-and-actually-get-what-you-want/Stop getting weird AI responses. Learn the PAST framework for writing prompts that actually work. Get clear, useful results every time.Fri, 13 Jun 2025 08:00:12 GMThttps://signalovernoise.at/posts/2025/06/06/real-stories-ai-success-in-content-management/https://signalovernoise.at/posts/2025/06/06/real-stories-ai-success-in-content-management/How AI automation cut content audit costs by 94% - from 6 months manual review to 2 weeks orchestrated analysis. Real case study with results.Fri, 06 Jun 2025 08:00:41 GMThttps://signalovernoise.at/posts/2025/05/30/ai-that-actually-works-together/https://signalovernoise.at/posts/2025/05/30/ai-that-actually-works-together/May 30th, 2025 Dear Reader, I’ve been putting Claude Sonnet 4 through its paces this week, and whilst the improved reasoning is impressive, what really caught…Fri, 30 May 2025 08:01:41 GMThttps://signalovernoise.at/posts/2025/05/23/digital-resilience-from-concept-to-award-winner-in-48-hours/https://signalovernoise.at/posts/2025/05/23/digital-resilience-from-concept-to-award-winner-in-48-hours/May 23rd, 2025 Dear Reader, This week I’ve been immersed in the exhilarating chaos of Hack the Future – a 48-hour climate resilience hackathon in Tallinn,…Fri, 23 May 2025 09:07:22 GMThttps://signalovernoise.at/posts/2025/05/16/navigating-the-ai-assistant-landscape-finding-what-works-for-you/https://signalovernoise.at/posts/2025/05/16/navigating-the-ai-assistant-landscape-finding-what-works-for-you/May 16th, 2025 Dear Reader, This week, I’ve been juggling two big challenges: fine-tuning Claude's MCP server tools for a client project and gearing up for a…Fri, 16 May 2025 08:00:13 GMThttps://signalovernoise.at/posts/2025/05/09/why-claude-is-my-new-digital-co-pilot/https://signalovernoise.at/posts/2025/05/09/why-claude-is-my-new-digital-co-pilot/MCP Server allows Claude to directly interact with the data on my computer, transforming it from a helpful assistant to a true digital co-pilot.Fri, 09 May 2025 13:32:53 GMThttps://signalovernoise.at/posts/2025/05/02/one-shortcut-is-worth-more-than-ten-assistants/https://signalovernoise.at/posts/2025/05/02/one-shortcut-is-worth-more-than-ten-assistants/The AI Download #022 May 2nd, 2025 Dear Reader, I used to think building a great AI assistant meant covering everything: Project planning. Writing help.…Fri, 02 May 2025 07:55:03 GMThttps://signalovernoise.at/posts/2025/04/25/could-a-4-day-work-week-be-your-future/https://signalovernoise.at/posts/2025/04/25/could-a-4-day-work-week-be-your-future/The AI Download #021 April 25th, 2025 Dear Reader, Efficiency isn’t just a buzzword–it’s the key to unlocking both better work-life balance and unleashing…Fri, 25 Apr 2025 08:02:07 GMThttps://signalovernoise.at/posts/2025/04/18/the-landscape-of-available-ai-tools/https://signalovernoise.at/posts/2025/04/18/the-landscape-of-available-ai-tools/The AI Download #020 April 18th, 2025 Dear Reader, Let's be honest: the AI tool landscape in 2025 is a mess. Every week, a new "game-changing" tool drops. One…Fri, 18 Apr 2025 20:02:23 GMThttps://signalovernoise.at/posts/2025/04/11/boost-your-creative-writing-with-local-ai-models/https://signalovernoise.at/posts/2025/04/11/boost-your-creative-writing-with-local-ai-models/The AI Download #019 April 11th, 2025 Dear Reader, Creative writing is experiencing a significant transformation thanks to advancements in Artificial…Fri, 11 Apr 2025 11:57:57 GMThttps://signalovernoise.at/posts/2025/04/04/transformative-imagery-at-your-fingertips/https://signalovernoise.at/posts/2025/04/04/transformative-imagery-at-your-fingertips/The AI Download #018 April 7th, 2025 (this is an image-heavy edition - make sure that you permit your email client to display them) Dear Reader, If you thought…Fri, 04 Apr 2025 08:01:36 GMThttps://signalovernoise.at/posts/2025/03/21/from-the-turing-test-to-humanity-s-last-exam-how-we-measure-ai/https://signalovernoise.at/posts/2025/03/21/from-the-turing-test-to-humanity-s-last-exam-how-we-measure-ai/The AI Download #017 March 21st, 2025 Dear Reader, Have you ever wondered how we (as a species) determine if a machine is truly "intelligent"? Long before…Fri, 21 Mar 2025 09:02:56 GMThttps://signalovernoise.at/posts/2025/03/14/why-ai-powered-search-is-replacing-google/https://signalovernoise.at/posts/2025/03/14/why-ai-powered-search-is-replacing-google/The AI Download #016 March 14th, 2025 Greetings from rainy and wet Valencia, where I’ve been deep in research mode for my latest project. This has me thinking…Fri, 14 Mar 2025 09:03:21 GMThttps://signalovernoise.at/posts/2025/03/07/how-to-get-the-best-out-of-chatgpt-the-art-of-effective-prompting/https://signalovernoise.at/posts/2025/03/07/how-to-get-the-best-out-of-chatgpt-the-art-of-effective-prompting/The AI Download #015 March 7th, 2025 Dear Reader, Ever felt like you're getting stuck in circles with ChatGPT (or other chatbots, for that matter)? You're not…Fri, 07 Mar 2025 13:08:17 GMThttps://signalovernoise.at/posts/2025/02/28/ai-voice-cloning-and-video-generation-are-revolutionizing-content-creation/https://signalovernoise.at/posts/2025/02/28/ai-voice-cloning-and-video-generation-are-revolutionizing-content-creation/The Download #014 February 28th, 2025 Dear Reader, I spent the majority of time this and last week keeping my poorly kids entertained at home while trying to…Fri, 28 Feb 2025 13:06:29 GMThttps://signalovernoise.at/posts/2025/02/21/why-local-ai-models-deserve-a-closer-look/https://signalovernoise.at/posts/2025/02/21/why-local-ai-models-deserve-a-closer-look/The Download #013 February 21st, 2025 Dear Reader, With more countries blocking access to DeepSeek, an AI model linked to ByteDance, the conversation around AI…Fri, 21 Feb 2025 09:00:23 GMThttps://signalovernoise.at/posts/2025/02/14/the-download-012-ai-web-search-openai-s-whisper-qwen-ai-and-more/https://signalovernoise.at/posts/2025/02/14/the-download-012-ai-web-search-openai-s-whisper-qwen-ai-and-more/💾 The Download #012: AI web search, OpenAI's Whisper, Qwen AI and more.Fri, 14 Feb 2025 09:02:03 GMThttps://signalovernoise.at/posts/2025/02/07/the-download-011-notes-on-deepseek-revisiting-make-com-automations-and-more/https://signalovernoise.at/posts/2025/02/07/the-download-011-notes-on-deepseek-revisiting-make-com-automations-and-more/The Download #011 February 7th, 2025 Dear Reader, This week: Notes on DeepSeek, revisiting Make.com automations and more. In the last few weeks, there's been…Fri, 07 Feb 2025 14:54:28 GMThttps://signalovernoise.at/posts/2025/01/24/the-download-010-photorealistic-images-in-midjourney-creative-ai-predictions-for-the-next-5-years-ai-tool-of-the-week-and-more/https://signalovernoise.at/posts/2025/01/24/the-download-010-photorealistic-images-in-midjourney-creative-ai-predictions-for-the-next-5-years-ai-tool-of-the-week-and-more/The Download #010 January 24th, 2025 Dear Reader, I don't know about you, but I'm feeling globally fatigued since the start of this week. Despite all that, I…Fri, 24 Jan 2025 13:33:22 GMThttps://signalovernoise.at/posts/2025/01/16/the-download-009-a-jim-gpt-to-make-your-prompt-creation-easier-testing-openai-s-text-to-video-model-and-more/https://signalovernoise.at/posts/2025/01/16/the-download-009-a-jim-gpt-to-make-your-prompt-creation-easier-testing-openai-s-text-to-video-model-and-more/In this issue of The Download: A Jim-GPT to make your prompt creation easier, testing OpenAI's text-to-video model and more.Thu, 16 Jan 2025 17:31:18 GMThttps://signalovernoise.at/posts/2024/12/23/the-download-008-blogging-in-2025-the-homogenisation-of-online-content-and-testing-out-a-cool-new-ai-app-for-ipad/https://signalovernoise.at/posts/2024/12/23/the-download-008-blogging-in-2025-the-homogenisation-of-online-content-and-testing-out-a-cool-new-ai-app-for-ipad/The Download #008 Dear Reader, Greetings from @30,000 feet. As I start this final newsletter of the year, I’m returning from a short trip to London, visiting…Mon, 23 Dec 2024 14:01:17 GMThttps://signalovernoise.at/posts/2024/12/06/the-download-007-data-vis-in-claude-new-service-launch-what-ai-is-saying-about-you-and-more/https://signalovernoise.at/posts/2024/12/06/the-download-007-data-vis-in-claude-new-service-launch-what-ai-is-saying-about-you-and-more/The Download #007 Hello Reader, it's good to see you. The holidays are fast approaching, and hopefully you will be able to plan some down time and a reset.…Fri, 06 Dec 2024 09:08:00 GMThttps://signalovernoise.at/posts/2024/11/22/the-download-006-content-ownership-bluesky-critical-thinking-voice-cloning-and-more/https://signalovernoise.at/posts/2024/11/22/the-download-006-content-ownership-bluesky-critical-thinking-voice-cloning-and-more/The Download #006 I hope this newsletter finds you, Reader, and that it finds you well. This week has flown by, though I managed to spend some time working on…Fri, 22 Nov 2024 15:22:51 GMThttps://signalovernoise.at/posts/2024/11/15/the-download-005-perplexity-tips-byo-buffer-and-more/https://signalovernoise.at/posts/2024/11/15/the-download-005-perplexity-tips-byo-buffer-and-more/The Download #005: A top tip for Perplexity.ai, building my own social media scheduling manager, a power user's guide to Gmail and moreFri, 15 Nov 2024 11:43:10 GMThttps://signalovernoise.at/posts/2024/11/05/the-download-004-first-ai-services-available-notion-marketplace-and-more/https://signalovernoise.at/posts/2024/11/05/the-download-004-first-ai-services-available-notion-marketplace-and-more/The Download #004 Hey Reader 👋🏻, While I normally kick off these newsletters with a note about the weather, it should already be known that Valencia is going…Tue, 05 Nov 2024 13:50:03 GMThttps://signalovernoise.at/posts/2024/10/24/the-download-003-updates-on-perplexity-claude-s-anthropic-reflections-on-creating-my-digital-twin-and-more/https://signalovernoise.at/posts/2024/10/24/the-download-003-updates-on-perplexity-claude-s-anthropic-reflections-on-creating-my-digital-twin-and-more/The Download #003 Dear Reader, Greetings again from an incredibly muggy Valencia. Yesterday and today I'm attending the VDS 2024 Tech Conference at the City of…Thu, 24 Oct 2024 14:30:43 GMThttps://signalovernoise.at/posts/2024/10/16/the-download-002-automating-content-creation-and-sharing-rethinking-search-and-more/https://signalovernoise.at/posts/2024/10/16/the-download-002-automating-content-creation-and-sharing-rethinking-search-and-more/The Download #002 Dear Reader, Greetings from a wet Valencia, where yesterday a few hours of downpour brought about mild flooding, a double rainbow and some…Wed, 16 Oct 2024 12:45:58 GMThttps://signalovernoise.at/posts/2024/10/10/the-download-issue-001-retooling-the-tech-stack-and-a-new-product-launch/https://signalovernoise.at/posts/2024/10/10/the-download-issue-001-retooling-the-tech-stack-and-a-new-product-launch/The Download #001 Dear Reader, I’m writing this on a sunny Wednesday afternoon in the garden, having been forced out of my home office due to an internet…Thu, 10 Oct 2024 13:08:02 GMT