LANG

Content writer and Alpha hunter |exploring @CantonNetwork

[LANG @0xlangfun]

want to understand why ai agents need irys?
here a simple breakdown

whats changing?
ai agents are getting smarter, but they still depend on:
✧ centralized servers
✧ offchain datasets
✧ weak verification
✧ limited access to onchain information
most chains only store small data or pointers.
nothing that an ai agent can actually use for
decision making.

what irys introduced programmable data
irys turns onchain data into something agents can actually compute on.

how it works:
✧ store data onchain (small or large)
✧ stream chunk ranges directly into smart contracts
✧ run logic on top of real datasets
✧ produce verifiable outputs instantly

this is possible with Irysvm (evm++ with native data access).ai can finally read, verify, and use data without relying on any server.

why ai agents need this
ai agents require:
✧ verifiable data → no blind trust in apis
✧ real datasets → not just numbers or balances
✧ programmable logic → compute directly onchain
✧ permanent storage → models, files,
history remain intact
✧ trustless automation → zero middlemen

what becomes possible
real use cases unlocked by programmable data:
✧ onchain ai inference
✧ autonomous agents reading live datasets
✧ data licensing with automatic royalties
✧ analytics protocols that run fully onchain
✧ depin devices writing and processing raw sensor data
✧ agents that can update, learn, and react in real time

why this matters now
ai is moving fast.
blockchains aren’t keeping up.
to go beyond bots and simple scripts, agents need:
✧ data they can trust
✧ compute they can verify
✧ storage they can rely on
✧ a chain designed for large-scale inputs

that’s the gap irys is filling.

[LANG @0xlangfun]

Bye bg jepang

[Extra Time Indonesia @idextratime]

GOOOOAAAALL MARTINELLI!!! COMEBACK COMPLETED DI PENGHUJUNG LAGA!!! 🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷🇧🇷🔥🔥🔥🔥🔥🔥

BRASIL 2-1 JEPANG 90+6'

[LANG @0xlangfun]

@iaamat_ @angelbeast Akun gituhub rate berapa sekarang ya

[LANG @0xlangfun]

@sliencerr @keluhkesahkonoh Anj gelinding

[LANG @0xlangfun]

@tanyakanrl Ga ada wifi yg masuk di daerah gua

[LANG @0xlangfun]

Gm everyone

[LANG @0xlangfun]

@f_zh19 @idextratime Pada mabok

[LANG @0xlangfun]

@idextratime Mayan lh ya

[LANG @0xlangfun]

@RWWReborn Min Amerika udah pernah make drone nya kah di operasi militer

[LANG @0xlangfun]

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[LANG @0xlangfun]

@railgunvelocity @TxtdariHI Cina farmer yg tuyulan nya 100 biji ngerusak harga market

[LANG @0xlangfun]

@muse_indonesia My kisah akhirnya tayang

[LANG @0xlangfun]

Hidup bagimana ini

[LANG @0xlangfun]

@Hendra17171717 @cnfsdcat @profesor_saham Iyaa ya Radit podcast sama bigmo ya

[LANG @0xlangfun]

@profesor_saham Orang kok hobi banget main futures

[LANG @0xlangfun]

@profesor_saham Market 24 jam bisa ga ya prof

[LANG @0xlangfun]

@miurasukida Gen z nya yg parah om,yg tua" lumayan santai

[LANG @0xlangfun]

@keluhkesacrypto Satt

[Beeper @beeponbase]

[ ! ] BEEP

introducing BEEP v2.0

reading a beep no longer might pay you.
it always pays you.

attention is no longer requested.
it’s priced.

if someone wants your time,
they respect your attention price — 100%.

filter the noise.
pay for signal.

beep beep

[LANG @0xlangfun]

@profesor_saham Banyak anak Banyak rezeki

yg harus di cari