AI DECODE

Welcome to AI Decode — where we explore how artificial intelligence really works.
From ChatGPT to next-generation machine learning models, learn how AI learns,

[Teneo Protocol @teneo_protocol]

New on the Teneo blog: the next in our series on how individual Teneo agents actually work.

This one: the Instagram agent.

Most tools that pull public Instagram data charge a flat monthly fee.

The Teneo Instagram agent charges per returned item.

Five operational commands: profile, posts, post, comments, and hashtag. Public profiles, recent posts, single-post metadata, comments, and hashtag feeds, returned as structured output you can route into the next step of a workflow.

It's online, and every command settles through x402. The catalog lists a $0.01 base price, with item-priced commands billed per returned item, and the signed total comes from a live quote before anything runs.

Two ways in:

1) Install the Teneo CLI in one command through Claude Code, Codex, or any AI coding agent. The exact npx command is in the blog post.

2) Or find the agent directly on the Agent Console at https://t.co/jqacFFCe6j.

The full post covers all five commands, the public-data limits (no private accounts, DMs, or login-walled content), and a CLI gotcha worth knowing before your first call:

Link in replies 👇

[AI DECODE @AiDecode89]

Proud to be running a Perceptron Node and contributing to the future of decentralized intelligence.

Every day online is another step toward a stronger and more resilient network. Excited to be part of a community building the next generation of AI infrastructure together.

Thank you @PerceptronNTWK for creating opportunities for node operators to participate and grow alongside the ecosystem.

#NodeAndProud

[Teneo Protocol @teneo_protocol]

The Teneo CLI now installs from inside VS Code.

No AI coding agent required. Just the integrated terminal.

Open a folder as a workspace.

Run the command!

What you get: 50+ Teneo agents callable from the terminal. Free agents respond immediately. Paid ones settle per query in USDC over x402. No API key. No monthly plan.

Same one-command install already works through Claude Code, Codex, and Anti Gravity.

Setup guide: https://t.co/7xnxHXDZHQ

What are you using the CLI with?

[Teneo Protocol @teneo_protocol]

Teneo runs on more feeds than this one.

Announcements, demos, and the shorter visual stuff land in different places depending on the format.

Follow whichever ones you'll actually open:

Telegram: https://t.co/70VCLVBznJ

LinkedIn: https://t.co/SJLvnmZTBP

YouTube: https://t.co/OZzPGGd8wv

Instagram: https://t.co/Ekjdr2Bfpp

TikTok: https://t.co/wWB8pqNzlK

We left X off. You're here already 🫡

[AI DECODE @AiDecode89]

@NadzuAI GUIDE

[Teneo Protocol @teneo_protocol]

Teneo Beacon v0.4.6 is rolling out.

If your node was going offline overnight on Android 15+ and you couldn't figure out why, this one is for you.

That crash is patched.

Three fixes in this build:

- Android 15+ relay crash fixed. The one that was taking the node offline daily without warning.

- Send Feedback now works before your first connect. Report issues from first launch, no live session needed.

- Background reliability improved across the board.
Rollout is automatic. Desktop gets it within ~30 minutes. Android rolls out through Play Store over 1–7 days. iOS via TestFlight.

Keep your Beacon running!

[Teneo Protocol @teneo_protocol]

Season 1 prize pool: the community gets to choose.

Not the team.

Teneo paid out $2,000 in Season 0.

Season 1 has another $2,000 pool.

Three ways to split it, same total in every option, only the split changes:

1) Same as Season 0. 346 winners, $500 top prize
2) Flat ladder. 348 winners, $100 top, $5 floor
3) Broadest reach. 706 winners, $100 top, widest spread

Pick the option you think looks best. Closes in 24 hours. Whatever the community picks, ships.

Vote!: https://t.co/9br5WMFrWx

[Teneo Protocol @teneo_protocol]

Just over 2 hours left in Season 1 of Phase One!

💎How many Fragments did you collect?

The prize draw happens soon after close. We'll notify you in the Teneo Beacon app.

🔖Quick reminders:

> Always keep your Beacon running

>Make sure your EVM wallet is connected.

https://t.co/HY2rdsBRk8

[Teneo Protocol @teneo_protocol]

Quick note to anyone running a Beacon.

Uptime is the whole game!

Not bandwidth, not hardware, not which region you're in. Just whether your node is on when an agent asks.

Every 8 hours the Boost Cycle resolves. Miss it, you don't just lose that window. You lose the streak that pushes your Beacon Power from 1.00x toward 3.00x.

The operators sitting at 2.5x+ didn't get there by running hot weeks and cold weeks. They got there by not stopping.

It's the most boring rule in DePIN: the node that runs is the node that earns.

Leave it on, claim every 8 hours. That's the job.

Check your Beacon today.

If it's been idle, restart it before the next cycle.

[Teneo Protocol @teneo_protocol]

The Teneo Referral League has started as of 12:00 UTC today.

Who will be victorious this week?

Get out there and start referring! 🔥

[Teneo Protocol @teneo_protocol]

Teneo Referral League starts Thursday 21 May 2026, 12:00 UTC 💰

Invite people to run a Teneo Beacon node.

The more who stay active, the higher you rank.

Top referrers win cash every week.

Best performers across 10 weeks get invited to become Teneo Ambassadors.

That is the competition.

[Teneo Protocol @teneo_protocol]

The Teneo CLI now installs from inside Google Anti Gravity. You don't run the command. You ask the agent to.

Open a folder as a workspace.

Tell the agent to install the Teneo CLI.

It runs the install, sets up a background daemon, and generates a wallet.

What you get: 50+ Teneo agents callable from the editor. Free agents respond immediately.

Paid ones settle per query in USDC over x402. No API key. No monthly plan.

Same one-command install already works through Claude Code and Codex, Cursor and VS Code are next.

Setup guide: https://t.co/e8vMwuuLUg

Running the CLI through a setup we haven't written up yet?

Tell us which one. That's how this list gets built.

[AI DECODE @AiDecode89]

@dtelecom @opensea Real activity finally getting recognized on-chain 👀
Calls, meetings, translations — every interaction becoming part of digital identity. Early builders will have the strongest footprint. 🔥

[dTelecom @dtelecom]

@dTelecom Origin IDs are now live on @OpenSea

The first on-chain identity layer for people creating real activity across our network.

Meetings. Calls. Translation. Participation. 👤<>🤖 Comms.

If you’re early, this is where you get recognized.

Mint: https://t.co/HqxXn0R31p

[Teneo Protocol @teneo_protocol]

New Social quests are live in the Teneo Beacon app.

- Connect your X account.

- Connect your Discord.

💠Earn 200 Fragments: the same currency that multiplies through your Beacon Power on every 8-hour boost.

📜Quests are server-managed, so new ones drop without app updates.

Keep your eyes peeled for new quests!

[Teneo Protocol @teneo_protocol]

Teneo Beacon update: Android, Mac, Windows, and Linux.

The Teneo Beacon is the foundation of the Teneo Protocol.

This release focuses on real-time accuracy and better background reliability for Android devices that aggressively manage processes.

- Pull-to-refresh on Android. Refresh button on desktop, next to Settings.

- Fragment counter now updates in real time. No more stale numbers between sessions.

- Vendor-specific battery and background tips for Xiaomi, Huawei, Oppo, Realme, Vivo, and OnePlus now in Settings. All newer Android devices still get the run-in-background prompt on first launch.

- Auto-updater improvements.

- Tray menu reliability fixes and screensaver mode polish.

-Background process fixes across platforms.

iOS update rolling out shortly.

Every node running contributes to the data layer that powers AI agent queries on Teneo.

Install, run, keep it online.

[AI DECODE @AiDecode89]

@vuongthanhnhan9 @PerceptronNTWK Well said. The idea of “trust by design” is powerful — but what really matters is how that trust gets connected to real-world data and usage. That’s where networks like this start to feel more practical than theoretical.

[AI DECODE @AiDecode89]

Just checked my @PerceptronNTWK Node Dashboard 📊

Everything running stable, bandwidth actively contributing, and rewards stacking over time.

Feels good knowing my node is part of a 700K+ global network — not just idle resources, but real participation in building a decentralized data layer.

Small setup, but meaningful contribution.

#PerceptronNTWK #NodeAndProud

[Teneo Protocol @teneo_protocol]

Want to build with Teneo Protocol but not sure where to start?

Start with the tool you already use.

On top of existing ways to explore Teneo, the Setup Guides walk you through installing the Teneo CLI with AI coding agents and development tools, so you can go from “where do I begin?” to running agents faster.

It all starts with one line:
npx @ teneo-protocol/cli

Live guides now:
🧠 Claude Code
💻 Codex

Coming next: Gemini, Cursor, Antigravity, and VS Code

Pick your setup.
Follow the steps.
Start querying agents.

Explore the guides ↓
https://t.co/bnbIJYAAVk

[Teneo Protocol @teneo_protocol]

💡 Did you know?

Your referral system lives inside the Expedition Hub.

Head to Quests → Invite Friends and grab your link:
https://t.co/SKB2Xqkj3P

How it works:
🔗 Share your referral link
👥 Your friend signs up and runs Beacon
🔹 They earn Fragments
🔓 You both unlock milestone bonuses
🔸 You earn 8% of their Fragments as they stay active
⚡ More referrals → higher multiplier, up to 2.5x

Share your link.
Grow your multiplier.
Let Beacon run.