EMON ၊||၊ DeSpeed ၊||၊
695 posts
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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 dexscreener.com, 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:
teneo-protocol.ai/blog/the-dexsc…
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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: teneo-protocol.ai/blog/from-comm…
- How to run it well: teneo-protocol.ai/blog/how-to-ru…
- The Creator Challenge, $200 USDC across 13 winners: teneo-protocol.ai/blog/keep-your…
Keep your Beacon running!
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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: teneo-protocol.ai/beacon
CoinMarketCap@CoinMarketCap
The last time CMC featured Teneo, it was Teneo Beacon: the app you install to run a node from your own device. Teneo is back, and this time it is about what running Beacon earns you. It is called $AGENTIC. $AGENTIC takes everything you have earned on Teneo (your Points, Fragments, agent queries, Discord roles, and NFTs) and rolls it into one reward you claim straight to your own wallet. Once it is there, it is recorded on the blockchain: anyone can check it, and no one can reduce it or take it back. Most reward programs can change the rules later. This one cannot. And it runs on a real network: 6.5M nodes and hundreds of AI agents are already live, and Teneo's 2026 roadmap takes it from built to a working business. The full roadmap is linked below. To qualify, before Teneo takes its snapshot: connect your wallet, connect X, and run Beacon for at least 72 hours. The longer you run it, the larger your reward. Learn More: bit.ly/3QNV05b (CMC Labs: Partnership)
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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:
teneo-protocol.ai/blog/keep-your…
English
@PerceptronNTWK @CryptoCoinShow tge after 8 weeks ?🤔🙄
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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 👇
Crypto Coin Show@CryptoCoinShow
Reddit sold its data to Google and OpenAI for $ 200M+. None of that went to the users who created it. Meanwhile, every person online generates 1.3MB of data per second and gets nothing for it. @PerceptronNTWK has built the decentralized alternative. 800,000 nodes. Live paying clients. A $10M AI Data Fund. We sat down with @Peter_thoc, Co-Founder, to break down how it works. Timestamps: 0:00 Perceptron Overview 1:16 How Much Data is Generated Daily 3:04 Nodes, Bandwidth, and Earning Points 5:22 Passive vs. Active Data Contribution 7:03 How Earning Rewards Are Calculated 10:46 Cost Advantage Over Centralized Providers 17:00 The $10M AI Data Fund 20:54 Long-Term Vision and TGE Timeline
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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:
teneo-protocol.ai/beacon
and of course don't forget...
Keep your Beacon running!
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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.
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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!
Vangrid@vangrid_io
Vangrid × @teneo_protocol Teneo grids the internet. Vangrid grids the physical world. Teneo turns civilian devices into nodes feeding the agent economy: public, social, live data. Vangrid turns civilian pockets into nodes capturing the physical world: 3D spatial ground truth for embodied AI. Digital + Physical. Two decentralized networks. One backbone for autonomous agents. First move: joint expeditions. We point the swarm at the physical world. The grid is inevitable.
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
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:
teneo-protocol.ai/blog/how-to-ru…
English
EMON ၊||၊ DeSpeed ၊||၊ retweetledi
Here’s a slice of the network:
💻 79K+ active Chrome extension installs, and counting.
And that’s only on PC.
Perceptron runs on real devices, in real hands, across the globe.
That's the data layer AI needs.
English