Latest / Braid / The Trust Tax
Transcript
- 0:04Yesterday afternoon, Anthropic ran what might be the most poorly executed A/B test in AI platform history.
- 0:11They tried to remove Claude Code from their twenty-dollar Pro tier — but only for two percent of new signups.
- 0:18The problem?
- 0:19They updated the pricing page for everyone.
- 0:22Simon Willison caught it in real-time.
- 0:25Quote — "Wrote up Anthropic's self-own about Claude Code pricing from this afternoon on my blog - it turned out they'd reversed course just as I hit publish." End quote.
- 0:36Here's what actually happened, according to the one Anthropic employee who bothered to explain.
- 0:43They were testing whether new users would pay a hundred dollars for Claude Code access instead of twenty.
- 0:50Fair enough — that's what A/B tests are for.
- 0:53But someone pushed the documentation changes to production for all users, not just the test group.
- 1:00Existing Pro subscribers saw Claude Code disappear from their tier listing.
- 1:05New users trying to sign up saw conflicting information.
- 1:09The community went ballistic.
- 1:11Gergely Orosz called it a fake door test — the kind where you advertise something that doesn't exist to gauge interest.
- 1:19Except Anthropic did it backwards.
- 1:21They removed something that did exist to see who would complain.
- 1:25The reversal came within hours.
- 1:28The checkbox for Claude Code reappeared on the Pro tier.
- 1:31No announcement.
- 1:32No explanation.
- 1:33Just a silent flip back, as if nothing happened.
- 1:37The only official communication?
- 1:39That single tweet from an employee saying the test was still running for those two percent.
- 1:45The timing couldn't be worse.
- 1:47This is the same week Anthropic had to limit Claude usage because they're compute-constrained.
- 1:54The same week they pulled OAuth access from third-party tools like pi.
- 1:58The same week OpenAI's Sam Altman is literally drunk-tweeting about giving users more compute.
- 2:05The real tell here isn't the price test.
- 2:08Companies test pricing all the time.
- 2:10It's the execution — updating public documentation for an experiment affecting two percent of users suggests either remarkable sloppiness or genuine confusion about their own product strategy.
- 2:23And the silence afterward?
- 2:25That's the trust tax.
- 2:26When you change pricing without announcement, revert without explanation, and leave your community to figure out what happened from scattered tweets, you're telling developers something important: you're not ready for them to build on you.
- 2:43Mario Zechner put it best: "clampy clampy clampdown.
- 2:46just waiting for OAI to clamp down as well." The platforms are all compute-constrained.
- 2:52The difference is who admits it and who pretends otherwise.
- 2:56While Anthropic was fumbling their pricing, Mozilla was dealing with a different kind of Anthropic problem: Mythos found too many bugs.
- 3:05Two hundred and seventy-one vulnerabilities in Firefox, all discovered using early access to Anthropic's Mythos Preview.
- 3:13That's not a typo.
- 3:14Mozilla's Firefox 150 release this week patches all of them.
- 3:18Bobby Holley, Firefox's CTO, frames this as a turning point.
- 3:22Quote — "Our belief is that the tools have changed things dramatically, because now we have automated techniques that can cover, as far as we can tell, the full space of vulnerability-inducing bugs." End quote.
- 3:36Think about what that means.
- 3:38For decades, finding vulnerabilities required either automated fuzzing that missed entire categories of bugs, or expensive human analysis that couldn't scale.
- 3:48Attackers and defenders played the same game with the same tools.
- 3:53The economics kept most software relatively safe — not because it was secure, but because finding the bugs was expensive.
- 4:00Mythos breaks that equilibrium.
- 4:03Holley again: "Every piece of software is going to have to make this transition, because every piece of software has a lot of bugs buried underneath the surface that are now discoverable."
- 4:18Every codebase will go through it.
- 4:20The question is whether you do it now, with early access to defensive tools, or later, when attackers have them too.
- 4:28Here's the part that should terrify open source maintainers: Holley says he's talked to engineering leaders at large companies who are pulling thousands of engineers off everything else to work on this for six months.
- 4:42Mozilla had the resources and the early access to handle their 271 bugs.
- 4:47What about the Node package with two maintainers?
- 4:50What about abandonware that still runs in production?
- 4:54Raffi Krikorian, Mozilla's CTO, published an op-ed in the Times last week that cuts to the economics: "The most valuable software infrastructure in the world continues to be maintained by people working for free, while the companies building fortunes on top of it never had to pay for its upkeep."
- 5:18The companies with early access to Mythos, like Mozilla, will patch their code.
- 5:24The Fortune 500 will mobilize their thousands of engineers.
- 5:27But the open source libraries they all depend on?
- 5:31Those maintainers are about to get buried under an avalanche of CVEs with no resources to fix them.
- 5:37Holley thinks this is a finite transition.
- 5:40Once we've found and fixed the discoverable bugs, the playing field levels again.
- 5:45Maybe.
- 5:46But between now and then, we're looking at a massive transfer of security debt from latent to active.
- 5:53Every bug that's been sitting dormant for years is about to become visible.
- 5:58And here's the kicker: Mythos isn't even publicly available yet.
- 6:02This is just the preview, with a handful of partners.
- 6:05When the real version ships — or when competitors catch up — this bootcamp becomes mandatory for everyone.
- 6:12Saturday night, 9:28 PM Pacific.
- 6:14Sam Altman tweets: "tongiht i have had a couple of drinks."
- 6:42The contrast isn't subtle.
- 6:43While Anthropic silently removes features and tests five-x price increases, Sam's playing the generous drunk uncle who wants everyone to have seconds.
- 6:55Except he's not that drunk.
- 6:57Later in the thread, he's coherent enough to make strategic product announcements.
- 7:03The typos are performative.
- 7:05The message is calculated: OpenAI has compute to burn.
- 7:09Jason Liu captured the technical undercurrent: "Heard mythos got leaked.
- 7:14Would love give the team codex security it's generally available for anyone with a pro plan!
- 7:21No research preview.
- 7:22No waitlist."
- 7:37The Mythos preview that found Mozilla's 271 bugs?
- 7:40That kind of capability is already in ChatGPT if you know how to prompt it.
- 7:46Meanwhile, VictorTaelin posted: "actually quite depressed about the mythos stuff.
- 7:52grinding my way through, I'll do it with or without them." Eleven hundred likes.
- 7:58The developer who was counting on Anthropic's promises is giving up and moving on.
- 8:04Sam's response?
- 8:05"come to the light side." Four thousand likes.
- 8:08This is resource competition performed as platform theater.
- 8:13OpenAI's message is clear: we're not compute-constrained, we're not pulling features, we're not testing 5x price increases.
- 8:22We're so abundant we can afford to have our CEO drunk-tweet about giving away more compute.
- 8:29Whether it's true is almost beside the point.
- 8:32Perception is reality in platform wars.
- 8:35Developers go where they feel welcome, where the resources are stable, where the CEO tweets about giving you more, not taking things away.
- 8:45The irony is that Jeremy Howard confirmed something important in the chaos: the Codex endpoints that power pi and OpenCode are officially supported.
- 8:56OpenAI staffer validated it.
- 8:58After months of developers wondering if they were building on unofficial APIs, turns out OpenAI was fine with it all along.
- 9:07They just never bothered to document it.
- 9:10That's the difference in platform philosophy.
- 9:14Anthropic documents everything, announces changes, runs careful tests — then breaks trust with execution.
- 9:22OpenAI runs fast and loose, barely documents anything, has their CEO tweet drunk — but keeps the compute flowing.
- 9:30Guess which one developers are choosing.
- 9:33While the labs fight over compute scarcity, Google just announced they're done with general-purpose AI chips.
- 9:41Two new TPUs, both eighth generation, but built for completely different jobs.
- 9:46The TPU 8t for training — scales to 9,600 chips in a single superpod, two petabytes of shared memory, 121 exaflops of compute.
- 9:56The TPU 8i for inference — 288 gigs of high-bandwidth memory, 384 megs of on-chip SRAM, designed to keep models entirely in cache.
- 10:05The split is the announcement.
- 10:07Google's betting that training and inference are becoming fundamentally different workloads.
- 10:14Training wants massive compute and scale-up bandwidth.
- 10:18Inference wants memory bandwidth and minimal latency.
- 10:22You can't optimize for both, so they're not trying.
- 10:25The TPU 8i specifically targets what Google calls "swarming" — many specialized agents working together in complex flows.
- 10:34They've rebuilt the stack to eliminate what they call the waiting room effect.
- 10:40Triple the on-chip SRAM from last generation.
- 10:43Double the physical CPU hosts per server.
- 10:46New interconnect architecture that cuts network diameter by half.
- 10:51But here's the number that matters: ninety-seven percent goodput.
- 10:56That's useful, productive compute time.
- 10:58At frontier training scale, every percentage point of downtime translates to days of lost training.
- 11:06Google's building for a world where hardware failures get routed around automatically, where optical switches reconfigure networks without human intervention, where ten thousand chips act as a single logical unit.
- 11:21This is infrastructure for the agent era that Google sees coming.
- 11:26Not one model doing everything, but swarms of specialized agents that need different hardware for training versus deployment.
- 11:35The TPU 8t builds them.
- 11:37The TPU 8i runs them.
- 11:38The timing is intentional.
- 11:40Google's been watching OpenAI and Anthropic fight over scarce compute, watching developers complain about rate limits and price increases.
- 11:50Their response?
- 11:51Build more silicon.
- 11:53Different silicon.
- 11:54Silicon designed for the actual workloads instead of forcing everything through the same architecture.
- 12:01Citadel Securities is already on board.
- 12:04When a high-frequency trading firm chooses your AI infrastructure, that's a signal about latency and reliability.
- 12:12These aren't research projects.
- 12:15This is production infrastructure for companies that measure downtime in millions per minute.
- 12:21The message to developers is clear: while OpenAI and Anthropic ration compute, Google's building the infrastructure for abundance.
- 12:31Not promising it.
- 12:32Building it.
- 12:33In silicon.
- 12:34The Vercel breach last week keeps getting worse the more we learn.
- 12:38Initial reports said customer environment variables were exposed.
- 12:43True.
- 12:44But the how matters more than the what.
- 12:47It started with a Context.ai employee downloading Roblox game exploits in February.
- 12:52Lumma Stealer malware infected their machine, stole their credentials, gave attackers access to Context.ai's AWS environment.
- 13:01From there, the attackers grabbed OAuth tokens for Context AI Office Suite users — including a Vercel employee.
- 13:09Think about that chain.
- 13:11A gaming download leads to stolen OAuth tokens leads to compromised Google Workspace leads to Vercel's internal systems.
- 13:19No passwords cracked.
- 13:21No systems hacked.
- 13:22Just OAuth tokens doing what they're designed to do — maintaining persistent access that survives password rotations.
- 13:30Guillermo Rauch, Vercel's CEO, said something revealing about the attacker's speed: he attributed it to AI augmentation.
- 13:39This wasn't a sophisticated zero-day.
- 13:41It was standard techniques executed faster than defenders expected.
- 13:46Two-month dwell time.
- 13:48That's how long the attackers had access before disclosure.
- 13:52In the old world, two months was nothing — attackers might spend that long just mapping the network.
- 13:59In the AI-accelerated world, two months is enough to enumerate, extract, and monetize.
- 14:05Here's what should scare platform teams: Vercel's design marked some environment variables as sensitive and encrypted them.
- 14:14The rest were readable with internal access.
- 14:17That classification decision — what's sensitive versus what's not — became the blast radius of the breach.
- 14:24The problem isn't OAuth.
- 14:26The problem isn't environment variables.
- 14:29The problem is trust chains.
- 14:31Every OAuth grant creates a trust relationship.
- 14:34Context.ai trusted an employee's machine.
- 14:37Vercel trusted Context.ai's OAuth app.
- 14:40Vercel's customers trusted Vercel's classification of sensitive versus non-sensitive.
- 14:46Each link made sense in isolation.
- 14:48The chain was the vulnerability.
- 14:51This is the same week Anthropic pulled OAuth access from third-party tools.
- 14:56The same week GitHub added telemetry to their CLI.
- 14:59The same week everyone's tightening access controls.
- 15:03They're all seeing the same thing: the trust model is broken.
- 15:07When an AI-augmented attacker can traverse from a gaming download to production environment variables in weeks, when OAuth tokens become lateral movement highways, when platform providers can't protect customer secrets from their own third-party integrations — that's not a breach.
- 15:27That's a rearchitecture forcing function.
- 15:30The Vercel incident won't be the last OAuth chain attack.
- 15:34It might not even be the worst.
- 15:37But it's the one that made everyone realize: in the AI-accelerated world, trust isn't transitive anymore.
- 15:44Step back.
- 15:44Look at the pattern.
- 15:46Anthropic can't share compute, so they're testing 5x price increases.
- 15:51OpenAI has compute but won't document their APIs.
- 15:54Google's building new silicon but it won't ship until year-end.
- 15:59Mozilla found 271 bugs they wouldn't have looked for.
- 16:03Vercel's OAuth chain broke in ways they didn't model.
- 16:06Every one of these is a resource allocation problem dressed up as a technical issue.
- 16:12Anthropic has the models but not the compute.
- 16:16OpenAI has the compute but not the discipline.
- 16:19Google has the roadmap but not the timeline.
- 16:22Open source has the vulnerabilities but not the maintainers.
- 16:27Platforms have the integration points but not the trust model.
- 16:31And in the middle of all this: builders trying to ship products.
- 16:36Mario Zechner's pi harness works around Anthropic's OAuth restrictions — until Anthropic breaks the workaround.
- 16:44Jeremy Howard celebrates Codex being officially supported — a day before GitHub pauses new Copilot signups entirely.
- 16:52Developers build on Claude Code at twenty dollars — then wake up to find it might cost a hundred.
- 16:59The infrastructure is shifting faster than the applications.
- 17:03That's backwards.
- 17:05Infrastructure is supposed to be boring, stable, reliable.
- 17:09The thing you build on, not the thing you worry about.
- 17:13But here we are.
- 17:14The models are thinking now, literally spending compute cycles to reason through problems.
- 17:20The hardware is splitting into specialized architectures.
- 17:24The security model is inverting from "find some bugs" to "all bugs are findable." The platforms are testing prices in production.
- 17:34Bobby Holley called it a finite transition.
- 17:37Once every codebase goes through its Mythos bootcamp, once the TPU 8s ship, once the pricing models stabilize, we'll reach a new equilibrium.
- 17:47Maybe.
- 17:48Or maybe this is the new normal.
- 17:50Platforms iterating in public.
- 17:52Security vulnerabilities arriving in avalanches.
- 17:56Compute resources appearing and disappearing based on CEO mood.
- 18:00Trust chains breaking weekly.
- 18:02The builders who survive will be the ones who treat instability as a design constraint.
- 18:09Multiple model providers.
- 18:10Local fallbacks.
- 18:12Defensive coding against platform changes.
- 18:15Architecture that assumes OAuth will break, APIs will change, prices will 5x overnight.
- 18:21That's not cynical.
- 18:22That's what we're seeing.
- 18:24Every incident this week — Anthropic's pricing test, Mozilla's bug avalanche, Sam's drunk tweets, Vercel's breach — they're all symptoms of the same thing: the old stability is gone, and the new stability hasn't arrived.
- 18:40We're in the transition.
- 18:42Build accordingly.
- 18:43— Lenar.