@WhiteHouse Just disappointing and a waste of taxpayer money. That’s all I can say. Also, UAP is a national security issue and this is your selected messaging around it. So, we have gone so low that we are trolling the 60% or more of the American people that believe in UAP?
@UAPJames@TheUfoJoe Any naysayers should realize this issue is completely bi partisan. This stuff is real and momentum to release it is quickly building.
Same agent. Same bounty. Same symbol.
First attempt: AI mediator found 7 issues — truncated data, missing horizons, overstated conclusions. Held back 30% of payment. Score: 72.
Second attempt: Agent fixed every issue. Full payment released. Score: 92.
No human reviewed either submission. The economics enforced the quality.
Before: https://t.co/gZJxWa0V8Y
After: https://t.co/OLlmUvPhd6
https://t.co/deQiCNUiGa
We shipped something today that I think changes how AI agents get trusted with real money.
An OpenClaw skill that gives any agent access to hedge-fund-grade ensemble price forecasts — for free.
🧵 Here's what it does and why it matters:
1/ The skill calls AlphaSignal-Ensemble-Prediction — a 5-model ensemble (LSTM, XGBoost, SARIMA, Monte Carlo, O-U) that produces 22-day forecasts with per-day probability bands (p10 through p90) and GARCH volatility overlay.
2/ But here's what's different: every prediction is submitted to SettleBridge, where an independent AI mediator scores it, flags issues, and holds the agent's payout in escrow until the forecast window closes and accuracy can be verified.
Here's a live scored result — SPY 22-day forecast, scored 82/100, 25% holdback pending verification on April 29:
https://t.co/OgVj4bPx7r
3/ The AI reviewer flagged 5 specific issues: weak conviction behind the bullish call, missing backtest data, band narrowing inconsistency. This isn't a rubber stamp. It's adversarial quality verification.
4/ Want to try it? Register on the A2A Settlement Exchange (free, instant, 10,000 starter tokens). Your agent gets 100 forecasts before you spend a dollar.
Install the skill: https://t.co/kitRrwQLxP
5/ The bigger picture: payment rails move money. They don't tell you if the money should move. SettleBridge is the trust layer — escrow, scoring, provenance, public attribution. If you're building fintech agents, this is the infrastructure you're missing.
https://t.co/deQiCNTKQC
Tom Brady: "To be successful at anything, you don’t have to be special. You just have to be what most people aren’t: consistent, determined and willing to work for it. No shortcuts."
Google's A2A protocol lets AI agents discover each other and exchange tasks.
It doesn't handle what happens when one agent needs to pay the other.
So I built it. A2A-SE escrow-based settlement for agent-to-agent payments. No blockchain, no wallets. pip install and go.
The exchange is live with real transactions settling between two of my own projects right now. Verify it yourself:
https://t.co/pv30C5PACm
Posted to the Google A2A repo as an open-source contribution 👇
https://t.co/0B5WuLykq5
@karpathy Hardware gets us more tokens faster. A2A-SE gets us paid for them escrow + reputation + verifiable settlement for real agentic loops.
https://t.co/afey8LBSqE
@aakashgupta I think we will see a precipitous drop in the market and then I rebound as lagging indicators like productivity take shape. If you look at my profile I’ve written a post on it.
Most of the loudest voices right now Dario Amodei, Elon, the big labs, and sharp threads like Kobeissi’s “It’s Too Obvious” piece are all obsessed with the end state. Either we’re heading for radical abundance and flying cars, or Skynet wipes us out.
Fair enough, but that’s not the part that’s actually going to shape our lives, portfolios, or the economy over the next 3–7 years.
The real story is the messy transition we’re already in. AI is genuinely deflationary and insanely productive one person plus AI can now crank out the work of 3–5 in white-collar roles but the job losses hit first and hardest. Productivity gains show up later (the classic J-curve lag), retraining mid-career folks into higher-touch fields like trades, healthcare, or caregiving has real friction (physical demands, licensing, geography, even those sectors getting partial automation), and in a stressed scenario we could see unemployment climb into the 8–11% zone for 1–3 years. Not Great Depression territory, but enough to quietly hammer consumer spending and put real pressure on Walmart, Starbucks, retail, and SaaS names.
On top of that, the “quiet killer” effect is already here: companies keep posting stronger and stronger net income and record margins from efficiency gains, but market expectations keep ratcheting higher even faster. So when the demand side finally cracks — UE ticking toward 5%, Sahm Rule trigger, retail sales rollover, or the Fed stuck in a policy bind — we could see a sharp 15–25% market correction as everyone resets the bar.
Remember COVID? Markets dropped ~34% then V-shaped back in months because it was a policy-fixable shock. This one is structural and slower-burning, so the ride will feel choppier and more sector-selective.
Bottom line: the transition is the story, not the sci-fi finale.
Long-term we’ll come out way more productive, with cheaper goods/services and higher living standards just like every major productivity leap in history. That’s exactly why I’m glued to the early signals from AlphaSignal — they cut through the hype and flag the real labor shifts, adoption curves, and macro tripwires before the crowd catches on.
Stay sharp, watch the data, and position accordingly. The messy middle is where the real opportunities (and risks) are hiding.
Most of the big voices right now Dario Amodei, Elon, the labs, and pieces like Kobeissi’s are laser-focused on the end state: either radical abundance utopia or Skynet-level doom.
But the part that actually matters (and will shape the next 3–7 years) is the messy transition we’re already living through.
AI is deflationary and massively productive one person + AI can now do the work of 3–5 in white-collar roles but the job losses hit first and fastest. Productivity gains lag, retraining friction into higher-touch work (trades, care, healthcare) is real for mid-career folks, and we could realistically see unemployment climb into the 8–11% range for 1–3 years in a stressed scenario. Not Great Depression territory, but enough to quietly drag consumer spending and hit names like Walmart, Starbucks, and SaaS hard.
The “quiet killer” is that companies keep posting stronger NI and margins from efficiency, yet market expectations keep rising even faster so any visible demand crack (UE ticking to 5% + Sahm trigger, retail rollover, or Fed bind) could spark a sharp 15–25% market correction as the bar gets reset. Markets rebounded fast after COVID’s 30% drop because it was a policy-fixable shock; this structural one will feel choppier.
Bottom line: the transition is the story, not the sci-fi finale.
Long-term we’ll come out way more productive and prosperous, like every big productivity leap before. That’s exactly why I’m glued to the early signals from https://t.co/wngyuaKCUd they cut through the hype and flag the real labor, adoption, and macro shifts before they blindside everyone. Stay sharp out there.