SoN 2.34: Handing off the 60% of execution


VOL 2, ISSUE 34  ·  4 SEPTEMBER 2026

Handing off the 60%

If planning, researching and strategising take up, say, 40% of a task, then 60% is left to execute and iterate. That 60% can take up 100% of your available time if you're doing it manually.

This is the week that argument stopped being theoretical for me. The kids are home, my partner is at work, and the writing happens in the gaps — text the agent, deal a new hand of Go Fish, check what came back.

It's also the week I started calling something vibe sourcing: not asking an agent to build you software, but asking it to go and find the open-source thing that already does the job. Two subscriptions came out of my stack that way.

Read the full piece...

 

Also on the site this week

Security & Risk

Google signed the letter asking for cyber-capable AI, then gated its cyber model

156 companies called for a surge in cyber defence on 27 August. On 2 September Google shipped its most capable security model to a selected set of trusted defenders.

OpenAI Wants Your Trust Back, But Is Unclear On How

OpenAI paused frontier training and wound down its side projects. The product it is refocusing on asks for your calendar, your finances and your card.

Anthropic says it had one layer of defence where it needed several

The post-incident write-up admits it relied on a single layer where it needed several. The independent METR review is still to come.

An agent's tool list shows what you wired into it

A ChatGPT Work session published its tool and skill inventory as a public website. The category names show which integrations that session had been given.

Perplexity brings hybrid frontier and local AI to your Mac

Hybrid compute runs a classifier on your Mac to decide what reaches the cloud. The admin rules and the record of what left are Enterprise features.

Agents & Tooling

Runway's Solaris generates app interfaces frame by frame, with no code

Runway's first Interface World Model generates a UI frame by frame with no code underneath. Accessibility is on its own list of unsolved problems.

The Industry

Nvidia confirmed the Hugging Face deal and promised its compute stays optional

A week ago it was an unconfirmed report. Jensen Huang has now announced it himself, at $12,930,300,000, and committed that Nvidia compute will not be required to use Hugging Face.

Did Multiverse actually build Europe's leading AI model?

A Spanish company launched a 438B reasoning model as Europe's best. Its API changelog, the benchmark it cites as validation, and a Community Note all point at a Chinese open-weight base.

Most of the sources behind Perplexity's software recommendations sit outside the top 100,000 websites

Trellner put 380 software categories to Perplexity and kept every citation. 59.8% pointed at domains ranked worse than #100,000.

World models could widen the AI divide before they improve ordinary work

Far behind language models in deployment evidence, and their development could concentrate further. Businesses will be offered physics-aware systems before anyone can show they work.

 

Latest from Second Brain Chronicles

I’m Spending $50 to See if OpenSEO Belongs in My Cerebro Stack

The other half of the OpenSEO story above — what it costs to actually run it, and what I’m measuring before I decide it stays.

My favourite MCPs: macos-automator

Some software you just can’t reach. Well, macos-automator gets it.

 

 

Upgrades

What actually shipped between 28 August and 3 September, and whether you can use it. Compiled from each vendor's own changelog and release notes.

OpenAI

GPT-6 Astra

OpenAI's most capable model, and the first it rates Critical for cybersecurity capability under its own Preparedness Framework — meaning, in OpenAI's words, that it can find previously unknown security flaws and develop new ways to exploit them across well-protected systems without a person guiding each step. 1,050,000-token context, knowledge cutoff 30 April 2026. (announced, not generally available)
Who can use it: Enterprises in OpenAI's Trusted Access Program today. API, Plus, Pro, Business and Enterprise are stated as coming 'in the coming days', with no date. Free is not mentioned. The safety page calls Astra 'the most capable model we have ever broadly deployed' while the release notes say it is 'not yet generally available'.

Daybreak for Frontline Defenders

A $1bn commitment to subsidise access to OpenAI's Daybreak cyber models, plus training, technical support and partnerships, for defenders of essential services — water, electricity, local government, banking. Includes a pilot with MS-ISAC and 35+ products via a Daybreak Defense Network. (announced, not generally available)
Who can use it: Not open enrolment and not priced. Restricted to frontline defenders of essential services; the announcement's 'Work with us' section is the only stated route in. No eligibility threshold given.

Multiple Google accounts

Attach more than one Gmail, Calendar and Contacts account, so work and personal appear in one conversation.
Who can use it: Plus, Pro, Business, Enterprise. Not Free.

Site tools in the desktop browser

ChatGPT can use tools a website publishes via WebMCP, without you connecting anything.
Who can use it: ChatGPT Work and Codex, desktop app's built-in browser only — not the Chrome extension.

Browser extension reaches Edge, Brave, Opera, Vivaldi

Mention open tabs as context or hand ChatGPT a browser task from those browsers.
Who can use it: Desktop app users. Side chat works in Edge, Brave and Vivaldi but not Opera.

Google

Gemini 3.8 Flash

New model for coding and multi-step agents, at 3.7 Flash's speed and price.
Who can use it: Consumers on AI Pro and Ultra — not the free tier. Developers at $0.75/$3.75 per million, rising to $1.50/$7.50 on 1 Jan 2027.

Agentic video understanding

The model picks which parts of a video to watch instead of sampling every frame, cutting token use by up to 88%.
Who can use it: Developers now, in AI Studio and the Gemini API. Standard token pricing.

Gmail Live, Docs Live, Keep Live

Talk to Gmail to find things, to Docs to draft by voice, to Keep to turn spoken notes into structured ones.
Who can use it: Gmail and Keep Live on AI Plus, Pro and Ultra. Docs Live on Pro and Ultra only. Workspace business not yet.

Gemini 3.8 Flash Cyber

Security model for finding and patching vulnerabilities. (announced, not generally available)
Who can use it: Not generally available. Fairwind programme only — governments, national cyber authorities, critical infrastructure and core platforms.

Anthropic

Claude Fable 5.1

New top-end Claude model for coding, knowledge work and long-running agents.
Who can use it: API and the cloud resellers. On claude.ai: not on Free; Pro via usage credits, Max, Team and Enterprise included.

Cache reads cut 75%

Re-reading context you have already sent costs $0.25 per million tokens. Anthropic estimates ~25% off typical bills and ~45% off heavy agent workloads.
Who can use it: Anyone billed by token. Input and output prices unchanged.

GitHub

Copilot code review can approve pull requests

Copilot judges whether a change is ready and, if an admin allows it, formally approves it toward required-approvals.
Who can use it: Public preview on Pro, Pro+, Max, Business, Enterprise. Approval is off by default.

NVIDIA

PAIR, a personal AI router

Finds other PCs on your home network and spreads AI work across them instead of queuing on one graphics card.
Who can use it: Free and open-source beta. Windows, macOS, Linux. Needs RTX 20-series or newer, an RTX PRO GPU, a DGX Spark, or an Apple M4 or newer. Works with Ollama and LM Studio.

Agreement to acquire Hugging Face

NVIDIA has agreed to acquire Hugging Face for $12,930,300,000. Not closed. NVIDIA states the platform stays open and that its compute will not be required to build or deploy there.
Who can use it: No change to Hugging Face today.

Adobe

Adobe for Slack

Ask Slackbot to make images, video, designs and PDFs with 70+ Adobe tools, using files already in the channel.
Who can use it: Slack Business+ and Enterprise+ only.

Cursor

Self-hosted machines for Cloud Agents

Cursor's cloud agents run commands and edit files on machines you control, so code and secrets stay in your network.
Who can use it: My Machines on individual accounts. Team Pools require Enterprise.

DeepSeek

DeepSeek-V4-Flash-Vision-Exp

DeepSeek's first experimental model that reads images as well as text, published as downloadable weights.
Who can use it: Open weights, ungated, MIT licence (~168GB). Paid API endpoint also available.

Microsoft

AI text predictions now off by default

Typing suggestions no longer appear in Word and Outlook unless you switch them on.
Who can use it: Word web, Windows, Android, iOS and classic Outlook. Applies to free and paid alike.

Mistral

OCR 4.1 generally available

Document OCR with paragraph-level bounding boxes, block labels and per-block confidence scores.
Who can use it: Mistral API. A Premier commercial model — pay-per-use; self-deployment needs a commercial licence.

Mozilla

Firefox AI Controls

One switch turns off every AI feature in Firefox, present and future, with individual toggles beneath it.
Who can use it: Free, all Firefox users.

Perplexity

Hybrid compute on Mac

Splits a task between a cloud model and one running on your Mac, with an on-device gate that masks sensitive file content before anything leaves.
Who can use it: Pro, Max and Enterprise. Apple silicon, macOS 15+, 24GB unified memory minimum.

Vercel

Per-user spending budgets on AI Gateway

Caps what each team member can spend on models per day, week or month, so one runaway agent cannot drain the budget.
Who can use it: Needs CLI 59.6.2+. Keys made before this release are attributed to the team, not the person — rotate them or budgets will not apply.

Going away, or changing under you

Anthropic — ​tool_choice values removed

On Fable and Mythos 5.1 the values any and tool now return a 400. Existing code using them breaks.
Affects: Anyone calling those models.

OpenAI — ​Sora API shuts down

The Videos API and every sora-2 model are removed on 24 September. OpenAI lists no replacement.
Affects: Anyone building on it. The consumer app already closed on 26 April.

GitHub — ​Six Copilot models deprecated

Gemini 3.1 Pro, Claude Opus 4.5 and 4.6, Sonnet 4.5 and 4.6, and Raptor Mini removed. Sonnet 4.6 survives only for individual annual subscribers.
Affects: All Copilot users.

Cloudflare — ​D1 free-tier limits now enforced

The free database stops serving queries for the rest of the day once you pass the daily allowance, instead of warning. Data is untouched; queries resume at midnight UTC.
Affects: Everyone on the Workers Free plan.

Raycast — ​Bring Your Own Model moves behind Pro

Custom providers, local models via Ollama and OpenRouter keys now require a Pro subscription.
Affects: Existing users on the free tier lose it.

Suno — ​Download limits, applied retroactively

Free accounts get 7 lifetime downloads, Pro 20/month, Premier 60/month — and the limits apply to songs made before 3 September.
Affects: All tiers. New terms of service the same day.

Pinecone — ​Egress metering introduced

Monthly read allowances: 1GB Starter, 10GB Builder, 100GB Standard and Enterprise. On Starter and Builder, reads returning record data are blocked once spent.
Affects: All plans. The one-time $250 / 1TB import credit is withdrawn for new subscriptions.

Read the full upgrade log

 

Jim

Jim Christian - Signal Over Noise

What I care about is helping people bring technology into their lives well — where it's genuinely needed, and where it can do the most good. Not tech for its own sake, not change to look modern. Sometimes that means AI; just as often it means something far simpler.The tech world is accelerating. This is my attempt to slow things down a little: to pick apart the hype and look for the reality and the truth in the messages — primarily around AI, and how it impacts us all.

Read more from Jim Christian - Signal Over Noise

VOL 2, ISSUE 36 · 19 SEPTEMBER 2026 Space to be human Last week I wrote about leaving the Mac for Omarchy after 25 years, and ended on being one step closer to a co-operating system that works with me instead of one I have to work around. A lot of this week comes back to that: creating my own co-operating system from the tools available. This past week has been a major 'back to school' week for the family, including new travelling times, and a massive storm that came through the area mid-week...

VOL 2, ISSUE 35 · 11 SEPTEMBER 2026 Why I left the Mac for Omarchy after 25 years Last weekend I installed Omarchy alongside macOS on my M2 MacBook Air. Support was hit or miss on the Mac, but I was hooked. I realised this was an operating system I wanted to live with. After more than 25 years primarily using Macs, I bought a Lenovo ThinkPad and made it my daily machine. I did not expect to be buying a computer last week, let alone a PC. The switch happened during a revealing week for Apple....

VOL 2, ISSUE 33 · 28 AUGUST 2026 Dear Reader, If this issue looks different from the ones you are used to, that is because it is. Signal Over Noise has moved to a site-first setup, and the newsletter now follows the site rather than the other way round. If you missed it, here is what changed and why. The magic in agent interfaces still needs an off switch "Ship it" is an attractive interface for a workflow that pushes code, prepares publication processes and starts a series of reviews. It is...