Slow Takes Ep. 8: Between the Demo and the Desk episode artwork

EPISODE · Apr 20, 2026 · 45 MIN

Slow Takes Ep. 8: Between the Demo and the Desk

from Slow Takes: One week in AI · host Dr Sam Illingworth and Exploring ChatGPT

Anthropic released Opus 4.7 on Thursday. A day later it launched Claude Design and Figma and Adobe shares fell on the announcement. Tinder and Zoom want to scan your eye to prove you are human. Microsoft is rolling AI agents into the Windows 11 taskbar. And Coventry City Council has renewed a £750,000 contract with Palantir to summarise children’s social work case notes.Five stories. One thread. The distance between the demo and the desk.Every Monday at 12:45 BST, Leor from Exploring ChatGPT and I go through the week’s AI news without hype. Here is what we covered.Slow Takes is also available on the YouTube channel: Exploring ChatGPT.1. Opus 4.7: is it really that much better?Anthropic released Claude Opus 4.7 on 16 April. The headline claims: a 13% lift over Opus 4.6 on a 93-task coding benchmark, an 87.6% score on SWE-bench Verified, vision capacity raised from 1.15 to 3.75 megapixels, and a new ‘xhigh’ effort level sitting between high and max. Pricing is unchanged on paper. The model ships with new cybersecurity safeguards and without the full capabilities of Mythos Preview, which Anthropic is still holding back for enterprise partners.What we said on the live:Leor had two takes. One, Anthropic have not shipped everything Mythos can do. The public is not trusted with the capabilities reserved for defence and enterprise partners. Two, the tokenizer has changed. A task that used to cost X tokens now costs roughly 1.3 to 1.4 times as many. Same price per token, more tokens per task. Pro Max users get fewer tasks inside the same monthly cap. That is a price rise Anthropic never had to announce. There is also an unverified rumour that 4.7 is being silently rerouted to lower models for some tasks, which would be a second cost saving hidden from the user. The safer lesson is one the chat picked up on. Use Haiku for emails, Sonnet for most research, Opus for the hard problems. Most people do not need the top model, and paying for it does not guarantee they get it.What did not come up:Anthropic’s release cadence is now fast enough that no one individual can keep up. ToxSec, Karo (Product with Attitude), Daria Cupareanu and others stay awake testing models so the rest of us can rely on second-hand reads. The flood is a feature. In a month where every week delivers a new release, the slow reader has no chance to scrutinise what changed before the next release arrives. Somewhere inside that flow, something will get shipped that we should have pushed back on. Faster reading will not fix that. Slower writing might. A version number and a press release do not add up to a product. Better at what, at what cost, and how long before 4.8 makes this whole conversation obsolete?2. Claude Design: end of Figma and Canva?The day after Opus 4.7, Anthropic launched Claude Design. It takes a text prompt and returns a working prototype, a website, a presentation, or a brand system. Exports go to PDF, PowerPoint, HTML, direct to Canva, and handoff to Claude Code for deployment. It is bundled into existing Pro, Max, Team, and Enterprise subscriptions at no additional charge. Mike Krieger, Anthropic’s Chief Product Officer and the Instagram co-founder, resigned from Figma’s board of directors on 14 April, three days before Claude Design launched. Figma and Adobe shares fell 7% on the announcement.What we said on the live:I built a complete Slow AI design system in Claude Design over the weekend. Brand board, palette, typography, three image styles, a small component library. That is a deliverable I would have paid a designer four figures for, or botched myself over a weekend. Figma’s moat was the design file as the shared source of truth. Canva’s moat was templates for people who could not afford a designer. Claude Design reads a style guide and produces bespoke assets in minutes. Leor and I agreed on where this lands. The 90% that used to take a week now takes 90 minutes. The last 10% is where taste lives. Colleen Kenny in the chat put it well. Graphic design as we know it is over, but you still need instincts and taste. Anyone who has tried to brief a design tool without clarity about what they want will know exactly what she means. I would also recommend following AI Meets Girlboss for excellent strategy and advice here. What did not come up:Mike Krieger held his Figma board seat while Anthropic built the product that cut Figma’s share price. Three days between resignation and launch. No illegality alleged. The question is why boards tolerate that level of proximity in the first place. The second thing we almost said out loud is that Claude Design looks like a precursor to image generation inside Claude, and further down the line to an Anthropic IPO. If the scaffolding for a Figma competitor ships this quietly, the scaffolding for a Nano Banana competitor is already on someone’s roadmap. The question a design team, an agency, or an in-house function should be asking is what to charge for when the file is gone.3. Proof of humanity: Tinder and Zoom want your eyeTinder and Zoom are piloting proof-of-humanity verification in which users scan an iris at a physical Orb to confirm they are not a bot. The scans are processed through World Network, Sam Altman’s identity project spun out of Worldcoin. Tinder will reward users with five free profile boosts for signing up. Zoom is integrating a live face check against the Orb-verified image to award a ‘Verified Human’ badge on camera. The stated aim is to combat AI impersonation. The unstated aim is to normalise biometric verification as the cost of participating in ordinary platforms.What we said on the live:The default has flipped. The platform now assumes you are a bot and asks you to prove otherwise. On LinkedIn, Substack, and in academia, people read text assuming it was written by AI until proven human. That is a large piece of cognitive offloading we have not properly noticed. Leor made the point that no one is talking about the new reality AI creates, only about the new tools. The retina scan is one version of that reality. Ben in the chat offered a simpler alternative. A cryptographic proof tied to an iPhone Face ID, stored locally on the device. That would work without handing biometric data to a private identity company. It is also obvious the moment you hear it, which raises a question about why Tinder and Zoom did not pick it.What did not come up:Refusal in this system looks like exclusion. You can say no to the eye scan. You cannot then use the app. The platforms are privately owned, the verification is voluntary, and the exit is available. What shrinks is the set of places you can still go without handing over biometric data. The solution the same companies are selling to the problem they helped create is: give us more data. Motor-neuron cues, the kind that come from picking up a pair of headphones on a live stream and turning them in your hands, already separate humans from bots without an iris database. The eye scan is a technical answer to a question that did not need to be this expensive.4. AI agents are about to live in your taskbarOn 17 April, Microsoft rolled out Windows 11 Build 26200.8313 to the Release Preview Channel. The build includes an agentic taskbar. Users tag third-party AI agents with an @ from the taskbar itself. Microsoft describes the agents as ‘autonomous’, designed to ‘plan, research, reason, and execute without your intervention’. The plumbing is Model Context Protocol, the open agent standard Anthropic launched and every major provider now supports. Public rollout is imminent.What we said on the live:This is what AI at scale actually looks like. An action surface on the taskbar of a large share of the world’s workers. Chad Thiele in the chat predicted AI will fall into the background as an intelligence layer inside the tools we already use. Excel will quietly do more. Outlook will quietly do more. Word will quietly do more. Most people will not know they are using an agent. Leor made the NVIDIA NeMo point. At corporate scale, agents need to start with zero permissions and earn their way up. Full permissions by default is what turns a single misconfigured prompt into a deleted folder or the wrong email to the wrong client.What did not come up:Nine out of ten professionals still do not know what an agent is. That is a deployment gap. The taskbar is being shipped to them whether they are ready or not. Compare it to phishing. Universities run mandatory compliance training because staff kept clicking the link, and people still click the link. The same will happen with agents, at larger scale, with more automation, and with consequences that reach further into whatever system the agent has permission to touch. The question for every IT director, every school, every council, and every hospital deploying Windows 11 is a short one. Who has permission to turn this on for staff, and who has permission to refuse? If the answer is ‘no one decided’, then Microsoft decided for them.5. Coventry Council signed anywayCoventry City Council, Labour-run, has renewed its Strategic AI Platform contract with Palantir for £750,000 per year. The original pilot was £500,000. This renewal is a 50% increase. The software is being used to transcribe and summarise children’s social work case notes. Coventry South MP Zarah Sultana called the renewal ‘a betrayal of every resident in this city’, noting that ‘at a time when local services are being cut, there is always money for a US tech giant with direct ties to Trump and Peter Thiel’. Sultana and local campaigner Grace Lewis have launched a campaign to ‘kick Palantir out of Coventry’.What we said on the live:Leor made a serious point. In 2026, separating your ideology from every company you use is nearly impossible. The phone, the pantry, the operating system, the payments provider. Consistency matters more than purity. The sharper Palantir question is whether the procurement went to tender. Five suppliers, open evaluation, cheapest safe bid wins. That is a defensible process. One named vendor, chosen without public competition, with a contract that has now grown 50%, is a different kind of process. And the numbers do not make the case either way. Coventry’s annual revenue budget is about £360 million. Its actual spending runs over £700 million. A £750,000 AI contract is 0.1% of that. It will not balance the books, and it was never going to.What did not come up:Coventry is a specific instance of a pattern. A local authority under financial pressure reaches for an efficiency tool and does not look closely at the counterparty. An MP objects on political and ethical grounds. The procurement happens anyway. The question for every resident, in every council, in every country, is the one Sultana has been trying to raise. What public data does your authority share with which private vendor, and who in the council was in a position to refuse? The honest answer is usually ‘nobody senior enough for it to matter’. The story happens to be in Coventry. The pattern is everywhere.The threadEvery story this week was about the gap between the launch deck and the desk. Opus 4.7 is better at some things and quietly more expensive at all of them. Claude Design absorbs the file, the handoff, and the pattern library into a prompt. Tinder and Zoom sell biometric verification as the price of signing in. Windows 11 puts an autonomous agent on the taskbar and calls it a feature toggle. Coventry Council signs with Palantir and calls it efficiency.The demo is always convincing. The desk is where the trade-offs live. Critical AI literacy is the name we give to the practice of asking, at each launch, what the product looks like from the desk.Go Slow.If you want to practise that noticing with other people every month, the Slow AI Curriculum runs live webinars on the theory, the critical prompts, and the dialogue that goes with them. Get full access to Slow AI at theslowai.substack.com/subscribe

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