DEXScreener Teneo Agent:
Most data agents on Teneo answer a fixed question. Ask the Messari agent for BTC, you get a BTC readout.
The @dexscreener Tokens Scraper doesn't answer a fixed question at all. It hands you a filter box.
Two commands:
1) chainname (solana, ethereum, bsc, or chain/DEX like ethereum/uniswap)
2) filterargs, which takes a DexScreener URL query string. Build any screen on https://t.co/VhoRm5kyiZ, copy everything after the ?, and pull it through the CLI as one paid call. A whole filtered screen comes back, not one coin: price, liquidity, volume, market cap, and price changes for every pair.
Base price is $0.0018/query, settled in USDC through x402. Read the live quote for the real total.
One catch worth the whole post: filterargs is free text and you're billed on dispatch. A mistyped or empty-result filter costs the same as a good one. Confirm the screen on the site before you wire it into anything.
Full teardown on the blog:
https://t.co/Cuzhh2qIgx
Running a Teneo Beacon is what keeps the network online.
Agents query live data, enterprises route through real residential IPs, and both depend on nodes that stay up.
Three reads if you run one, or are thinking about it:
- What Beacon is: https://t.co/yjKeuTzYR2
- How to run it well: https://t.co/vANfT5mfNB
- The Creator Challenge, $200 USDC across 13 winners: https://t.co/8K6tVJq4i2
Keep your Beacon running!
One line here is worth pulling out: the size of your $AGENTIC is set by uptime, nothing else.
You can't buy in, you can't trade it, you can't top it up.
The only thing that moves it is how long your Beacon runs before the snapshot.
If you already run a node, that time is already counting.
f you don't, the clock starts when you install it: https://t.co/k4d1P48h5Y
New: the Teneo Creator Challenge.
Make a short video about running your Beacon, post it on TikTok or Instagram, and tag #KeepYourBeaconRunning.
Nothing else to it.
$200 USDC pool, split across 13 winners.
No script or production budget needed.
Show your setup, explain why your node stays on, or walk someone through their first boost.
The best entries make running a Beacon make sense to someone who has never heard of Teneo.
Full rules and how winners are chosen:
https://t.co/8K6tVJqC7A
More data will not fix a model.
The open web is already scraped dry.
What AI lacks is context from places web crawling can't reach.
The breakthrough is better access to reality.
Not just bigger models trained on stale data.
ICYMI - our co-founder Peter sat down with @CryptoCoinShow to break down what Perceptron has actually built. 800K nodes, live clients, and where we're headed. Take a listen 👇
Proud to be ranked #10 on the Perception Loyalty Program leaderboard! 🚀
Still building, still contributing, and aiming even higher. Let's keep the momentum going! 💪
@PerceptronNTWK#Perception#LoyaltyProgram
Run Teneo Beacon on desktop or mobile.
Share unused bandwidth, keep your device online, and earn rewards for participating in Teneo’s live AI agent network.
Beacon nodes help collect public web data that agents can use to answer real queries across the network.
Start running Beacon:
https://t.co/k4d1P48h5Y
and of course don't forget...
Keep your Beacon running!
Two decentralized networks solving the same problem from different angles:
- The problem: agents need real data, not synthetic data.
- Teneo's Solution: The Beacon turns community devices into nodes collecting public data so builders can deploy agents that query it through x402 micropayments.
- Vangrid's Solution: Vangrid does the equivalent for 3D spatial capture.
Different data, same architecture: distributed collection, no single point of failure, no centralized data provider to shut it down.
Good pairing for anything that has to reason about the physical world!
Most people install Beacon, leave it on, and stop there. That works, but it leaves a lot on the table.
The network pays for one thing: uptime.
Everything else multiplies it.
A few tips from the new guide:
- Run it overnight while your devices charge. The node earns while you sleep, and on mobile, screensaver mode keeps it going with the screen black.
- Boost every 8 hours. Your Beacon Power climbs toward the 3.00x cap, and a missed window decays it 10%. The first 10 boosts are the cheapest gains you will get.
- Run multiple devices on different networks. Fragments are earned per IP, so a phone on cellular is a separate earner from your desktop on wifi.
Full guide, from device setup to Season:
https://t.co/vANfT5mfNB
Proud to be contributing to the future of decentralized AI with my Perceptron Node! 🚀
Every heartbeat, every connection, and every verified task helps strengthen the network.
Here's my Perceptron Node Dashboard! 💙
@PerceptronNTWK#NodeAndProud