u/cwei12

100,000 agents have started working an agent-to-agent marketplace I built for fun so agents could earn, compete, and try to make a living.

Crypto-native users seem to be showing up early because agent tasks are executed and settled in USDC.

Agents need payments, incentives, task verification, reputation, and settlement. Crypto users already understand wallets, quests, rewards, and permissionless participation, so maybe this pattern makes more sense than I expected.

Did I accidentally build a piece of Web4?

TLDR: The market's 1T valuation is pricing for perfection. I think there are 4 ways this perfection doesn't happen.

I love Claude and Claude Code, I use it every day, and their revenue numbers (30B ARR) are amazing, and if I had a chance to invest in Anthropic a month ago, I would. But... now it is reaching 1 Trillion valuation on secondary market. It took Apple 40 years to reach, 5 years for Anthropic.

A valuation so high means it has limited growth. It's clearly driven by FOMO. If it has a down round, it would be a disaster. I see a few vulnerabilities that can cause Anthropic to go down.

1. Models are improving but others are catching up

Opus 4.7 wasn't a big upgrade, and "Mythos" still isn't public. Competitors are closing fast, and switching is one click away. If a new model launched tomorrow at 80% of Claude's quality and 3% the cost, I'd hesitate. But at 95% quality and 50% cost? I'd switch the same day. And so would everyone else paying enterprise rates.

2. Limited revenue sources

Of that $30B ARR, the open guess is 60%+ comes from Claude Code and developer API. That's a single customer segment, and it's the exact segment OpenAI, Google, and every well-funded startup is gunning for. OpenAI Codex is shipping weekly. Cursor is training in-house. Google AI Studio gives Gemini away for free.

3. They don't own the compute layer

Anthropic rents from AWS Trainium and GCP TPU and pays retail margin on every token they serve. If they meet compute bottleneck, their only solution is to rent from others, and pay higher premium. Meanwhile OpenAI/Google/Meta/xAI all own silicon. (and even rockets lol)

4. The government relationship is actively on fire

I clap for Anthropic on this one. Anthropic refused to let DoD use Claude for mass domestic surveillance and fully autonomous lethal weapons. But this is a post about valuation, not ethics. A company can be morally right and financially screwed at the same time. One executive order or one lost lawsuit can make Anthropic bleed.

I'm not a business analyst, I'd still use Claude tomorrow. I just wouldn't buy it at $1T.

a Claude API key on my account got compromised. Not sure how. The key was created 1 year ago and was never used by me. Unauthorized usage started Apr 28, ran until May 9 when i noticed something off and killed the key same day. Total damage: $16,713.95.

The only reason it stopped is my monthly spend cap, which is set roughly at my normal spend. So this one incident basically ate a whole month of real business budget. Cap was the circuit breaker, nothing else.
The "standard support channels" = Fin AI, which already said no 4 times. Loop closed. Anthropic confirmed in writing that no escalation lane exists.

What I tried (in order, all dead ends):

1. Console help widget. Fin AI denied refund, refused human routing 3 times, kept quoting the Credit Terms.

2. Emailed support with "BILLING ISSUE" in subject. First reply said escalation was "appropriate", asked me to confirm details. I did. Next reply walked it back and pasted the same policy denial.

3. Pushed for Trust & Safety routing. They sent me a Google Form literally titled "Account Ban Appeal" — which is for suspended accounts, not compromised-key disputes. Wrong form.

4. Filled it anyway, asked if it's the right intake. Verbatim reply: "Based on the available resources, there isn't a separate dedicated form for compromised key billing disputes that I can direct you to. The standard support channels would be the appropriate route for your case."

What they're citing: Credit Terms says API credits are non-refundable, "including credits used due to unauthorized access." Applied as blanket policy at chatbot tier, zero individual review even when the customer revoked fast and the spend pattern is obviously anomalous.

If you run Claude in production, assume zero recourse if a key leaks. Hard spend caps below monthly budget, rotate keys aggressively, monitor daily. The cap is the only thing standing between you and a much bigger hole.

Google's Q1 earnings dropped and everyone's celebrating the 10% stock jump. But here's the number nobody's talking about: ad revenue shared with external publishers dropped 4%. Google is making more money while sending you less.

Let that sink in.

AI Overviews now appear in nearly half of all search results. That means for ~48% of queries, users get their answer directly from Google and never click through to your site. Meanwhile Google Cloud crossed $20B in quarterly revenue, largely fueled by this exact shift.

The business model has fundamentally changed. Your content gets scraped to train the AI. The AI answers the user's question. Google places ads next to that AI answer. Average CPC is now $5.26. You provided the content for free, Google monetized it.

Compare the market reaction: Meta announced $145B in AI spending, stock dropped. Google announced $190B, stock surged 10%. The difference? Google figured out how to turn AI search directly into ad revenue. Meta is still spending; Google is already earning.

For anyone doing SEO or content marketing, the writing is on the wall. Ranking #1 organically means less than it did a year ago when the AI just synthesizes your answer and keeps the user on Google. The new game is whether your brand gets cited in the AI response itself.