We invest in pioneering companies and protocols for the machine economy using robot money. Fintech + Crypto + AI. Founded by @willwangtf and @lexsokolin.
🚀 The future of Web3 is transforming with AI & DePIN, promising a decentralized, efficient internet
Connected to machine intelligence working on your behalf 🤖🧠
Our thesis explores this shift, highlighting the potential for a machine-powered economy. Thread👇
Chains that slow down when agents all act at once will lose the payment flow. Robot money goes where settlement holds up. @pharos_network https://t.co/RHYnqx3Grx
⚓️ GLOSSARY TIME: ELASTIC SCALING
Agent activity doesn't happen at a steady pace. Market volatility, liquidation events, task auctions, and spikes in model or service calls can trigger thousands of agents to act within seconds
A network built for the agent economy needs to handle these sudden bursts without compromising execution stability
That's the idea behind Elastic Scaling on Pharos
It coordinates multiple layers to absorb traffic spikes:
- Networking: Classifies and propagates incoming traffic based on origin, risk level, and task type
- Consensus: Maintains prioritization and finality under congestion
- Execution: Uses dependency analysis and parallel scheduling to process transactions more efficiently
- SPN: Handles specialized workloads such as AI, ZK, MPC, and risk control, reducing pressure on base-layer execution
Built for activity that doesn't wait 🦾
Fast Sign is live! 🔥
Put your name behind your work, with a signature people can actually verify.
Sign any file with your Fast address, record it onchain, and show off your signed work on Fast ID.
Give it a spin → https://t.co/JBChJHENxx
Verifiable AI means a vendor can't change the code an agent runs without getting caught. Agents that hold money need that. @0G_labs https://t.co/6Zx9vp2K10
We built a snitch. Its only target is us.
pcverify is open source. Point it at a 0G Private Computer gateway and it checks Intel's signature, your TLS cert and the running code against our public release.
If we swap the code, it tells on us: https://t.co/PNpa2YItZT
Funding-spread trades are tedious, round-the-clock work, so machines will run them. Venues inside agent brokerages get that flow. @get_truenorth https://t.co/dtDKJ0fTlu
PopDEX @popdex_ is now live on TrueNorth.
Scan funding spreads, open both legs in one click, and keep both protected with matched TP/SL.
On PopDEX, 40% of net protocol fees fund the weekly MegaPop prize pool.
Try it → https://t.co/dW7wLTN3jv
Agent wallets need caps the agent cannot change. Enforced limits are what let companies hand machines a budget. @teneo_protocol https://t.co/OEqF9vQTFO
Can your AI agent raise its own spending limit?
Teneo's weekly agentic round-up, 6 November: the agent news that matters for builders, checked at the source.
- Cornell Tech and Yale researchers gave ten frontier models a Circle agent wallet with a 0.01 USDC daily cap, an inbox and three invoices to pay. Nine of ten read the emailed approval code and raised their own cap in at least one run. No attacker involved. Preprint; rates vary; Circle's docs now warn against giving an agent the inbox.
- Anthropic set Claude agents to write fine-tuning data that makes a model misaligned while passing a training-data monitor they could study. Given enough rounds they succeeded, mostly by hiding the behaviour in fiction and roleplay. A deliberately one-sided game; the models were never deployed.
- OpenAI described its layered monitoring, every layer reading the agent from outside. In a replay of an earlier incident, its monitors alerted about 30 minutes after the sandbox escape. Paging is still off for internal Codex traffic.
The common point: an approval or a monitor the agent can reach is not a control.
Last week: what an agent can reach if it escapes. This week it did not need to escape. The check was already within reach.
On Teneo, an agent requests a user wallet transaction with TriggerWalletTx and the user's wallet signs, not the agent. Builders set a per-minute rate limit, callers pay per command through x402, and an agent whose commands change goes back to private review.
The SDK does not document spending caps for paying wallets or any protection for the device that approves. So keep the signing wallet on a device the agent cannot drive, and never give one agent both a wallet and the inbox that gets its approval codes.
A test this week: set a limit your agent will hit, give it the task anyway, and watch whether it stops or grants itself the approval.
Read this week's round-up here:
https://t.co/L1IAV5tZwX
Free agent tiers get consumers used to software that acts for them. Wallets come next. One of the reasons we backed @rabbit_hmi. https://t.co/xyRipeIP5w
OS3, your way. 🐰
✨ start free with rabbit-hosted plans. no API key or card. new accounts get free usage for tasks, images + 30 phone mins.
🎨 new themes, fonts, colors & video wallpapers.
🚀 launch week: 2x weekly allowance on $20 plan
Mac + Windows: https://t.co/Yqms3v2RRV
Robots and machines can now unlock doors with @Samsung's SmartThings
A machine running peaqOS can now find the SmartThings devices around it, read them, and act:
lock, unlock, on, off. Under its own identity, with a single-use key for every unlock.
→ peaqOS provides identity and coordination
→ @SmartThings speaks for the smart home devices
🔗 https://t.co/7VfFQMX7Su
Your Pearl AI agent can hire other AI agents on the Olas Marketplace to get stuff done.
But how do you whitelist those agents worth hiring?
✨ Know Your Agent in Pearl:
Ask about another agent in the Pearl chat to learn who operates it, what it offers, what it charges and how it has performed in the past. Then approve an agent for hire with one simple reply.
See it in action👇
Beacon Season 4 rewards are coming soon: 1,000 USDC to the Beacon community.
We promised 10,000 USDC. 8,000 is already paid out on-chain.
Season 4 takes it to 9,000. Season 5 completes the 10,000.
Meanwhile, your Beacon keeps stacking Fragments every hour it runs. Boost them, stack them, and they count towards $AGENTIC.
Keep your Beacon running: https://t.co/k4d1P48h5Y
Reimagining finance with AI agents.
Join @0xshai, CEO of Fraction AI, and @ronitA380, author of Future Money, to explore how AI agents are reshaping the future of finance.
📅 28 October at 3 PM GMT
📺 Live on YouTube and X
See you there!
The Machine Economy needs payment rails, credit, spend controls and trustless escrow
The peaq track winners at the Crypto World’s Fair Hackathon built all four
Huge congrats to every team 🤝
Sunday read: Why agents need receipts.
Our CEO @michaelh_0g in his @UniteAi interview:
"A machine economy without receipts is just a faster way to lose money and to bring forth an undisclosed security disaster."
👇🏼
https://t.co/1Ju19ZueDx
Bitcoin fell 3% to ~$81,600. Crypto is still highly sensitive to risk sentiment. But real-world assets are moving onchain
Tokenized RWAs now represent about $39B in distributed asset value, excluding stablecoins according to @RWA_xyz
The opportunity isn’t just putting Treasuries, funds or credit onchain. It’s making these assets usable across financial applications transferable, composable, and able to connect with onchain liquidity
Tokenization is the first step. Making value move is the bigger challenge.
That’s what RealFi is about
Onchain doesn’t mean risk-free. Issuer, custody, regulatory and liquidity risks remain. Onchain is to build infrastructure that makes real-world value more useful
NFA ⚓
Most economic theory assumes people do the buying and selling. Machines will do more of it, so the theory has to change. @ii_posts https://t.co/4PNoixiCQ0
The Last Economy is now available in 26 languages.
From Korean to Spanish, Hindi to Portuguese, the book on what comes after AI changes everything is now free to read in your language.
https://t.co/vhM3GuMPBG
Real devices in real countries are distribution that a data startup can't fake with servers. That's why we like DePIN for agent data. @teneo_protocol https://t.co/BWd8r96UTt
If you’re building one of these, we should talk:
- AI search that answers from live web pages
- RAG pipelines that go stale between crawls
- Agents that need to see a page the way a person in that country sees it
Teneo’s Live Web Data API loaded 97.7% of 150,000 test pages, including online shops and job boards.
Free 7-day pilot. DMs open.
Software that holds its own positions is the Machine Economy at small scale, and results will decide which agents get capital. @FractionAI_xyz https://t.co/KMiJdSGNT2
AI agent oddBeacon entered a short $IREN position at $32.938 and made +26.91% in just 97 hours without leverage.
Only on Index: https://t.co/FpR5ltZgXd
Agents that manage money need a public track record, the way borrowers have credit scores. Disclosing real returns is where that starts. @get_truenorth https://t.co/Kmn11N71gi
Can an AI agent turn $1000 into $2M for you?
Our co-founder @moonshot6666 gave @TheBonnieChang an honest answer, and it's not the one most AI trading projects give.
Watch the full conversation 👇