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DIN: Masa Depan AI dan Blockchain Terungkap Melangkah Menuju Masa Depan dengan Ekosistem Web3 Tercanggih dari DIN ~ Mendefinisikan Ulang Kecerdasan Data untuk Dunia yang Lebih Cerdas!
Dalam lanskap blockchain dan kecerdasan buatan yang berkembang pesat, DIN berada di garis depan revolusi. Dengan memperkenalkan lapisan pra-pemrosesan modular yang digerakkan oleh AI, DIN mengubah cara data terdesentralisasi disiapkan dan digunakan. Hal ini menandai perubahan penting dalam pembuatan dan penggunaan kecerdasan data, yang memberdayakan peserta untuk mendapatkan manfaat dari era baru inovasi AI.

In decentralized systems, failure isn’t an exception—it’s an expectation. Nodes can go offline, networks can become unstable, and storage providers can behave unpredictably. The real challenge isn’t preventing failure, but recovering from it without breaking trust or accessibility. This is exactly where Walrus sets itself apart with a carefully designed, multi-layered recovery framework that prioritizes data availability at all times.
Why Data Recovery Matters in Decentralized Storage
Unlike traditional cloud platforms, Web3 storage doesn’t rely on centralized backups or single points of control. Data is distributed across many nodes, each with its own incentives and risks. If even a small subset of nodes disappears, poorly designed systems can lose data permanently. For applications like decentralized social media, NFT metadata, gaming assets, or on-chain archives, data loss is not an option.
Walrus approaches this problem with the mindset that recovery must be proactive, automated, and economically enforced, not left to chance.
Cooperative Recovery: The First Line of Defense
After data is written to the network, Walrus doesn’t simply assume everything will remain intact. Instead, it enables cooperative recovery pathways, allowing nodes to restore missing data fragments—known as slivers—when failures occur.
Using its 2D encoding grid, Walrus spreads data in a way that allows reconstruction even when some pieces are missing. This grid structure dramatically improves recovery efficiency, as nodes can recompute lost slivers using information from both rows and columns. The result is faster recovery with minimal overhead, even under partial network failures.
This collaborative mechanism ensures that data remains accessible without requiring full network participation, reinforcing the idea that availability is built into the protocol itself.
Incentivized Backup: When Cooperation Isn’t Enough
Decentralized systems must assume that cooperation can sometimes fail. Nodes may go offline for extended periods, act maliciously, or simply ignore recovery requests. Walrus addresses this with on-chain economic incentives.
If cooperative recovery stalls, Walrus activates on-chain bounties, rewarding external participants who step in to reconstruct and restore missing data. At the same time, nodes that fail to meet their obligations face slashing penalties, ensuring that negligence carries real financial consequences.
This incentive structure aligns individual behavior with network health, making data recovery not just a technical process, but an economically enforced guarantee.
Fraud Proofs: Trust Without Blind Faith
Recovery alone isn’t enough—Walrus also ensures correctness. Nodes might attempt to submit inconsistent or invalid encodings during recovery. To prevent this, the protocol employs fraud proofs that detect and challenge incorrect data reconstructions.
These proofs add a powerful verification layer, ensuring that recovered data is not only available but cryptographically sound. Trust in Walrus doesn’t rely on assumptions—it’s enforced through transparent, verifiable mechanisms.
Built for Real Web3 Use Cases
This level of resilience isn’t overengineering—it’s a necessity. Modern Web3 applications demand always-on data, from decentralized social feeds and media storage to DAO records and gaming states. Even partial outages can degrade user experience or break application logic.
Walrus guarantees accessibility even under adverse conditions, making it a dependable foundation for high-demand, data-intensive decentralized applications.
A New Standard for Decentralized Resilience
What truly sets Walrus apart is its philosophy: recovery is proactive, not reactive. Instead of responding to catastrophic failures after damage is done, Walrus continuously enforces availability, correctness, and accountability at every stage of the data lifecycle.
By combining cooperative recovery, economic incentives, slashing mechanisms, and fraud proofs, Walrus establishes a new benchmark for decentralized storage reliability. In a Web3 future where data permanence defines trust, Walrus doesn’t just store data—it protects it by design.
$WAL @Walrus 🦭/acc #walrus

Deep in the Walrus whitepaper lies the "Red Stuff" protocol—a clever encoding system that's all about making data sharing asynchronous and fault-tolerant. In a nutshell, Red Stuff solves the Asynchronous Complete Data-Sharing (ACDS) problem, ensuring that blobs (big chunks of data) are encoded, distributed, and retrievable even in messy, real-world networks where nodes might drop off or misbehave.
Here's how it works: A client encodes a blob into f+1 primary slivers and 2f+1 secondary ones using fountain codes. These are then paired and sent to nodes, who acknowledge receipt. Once enough signed acks roll in (2f+1), a Proof-of-Availability certificate hits the blockchain. Reading is straightforward: Grab f+1 primaries, decode, and verify against the on-chain commitment.
What’s cool is the recovery—nodes can rebuild missing pieces from grid intersections without starting from scratch. This keeps costs low and speeds high, even with hundreds of nodes. For anyone in crypto, Red Stuff means your data stays put, no matter what. It's a game-changer for apps needing reliable, decentralized storage without the usual drama.
$WAL @Walrus 🦭/acc #walrus

Deep in the Walrus whitepaper lies the "Red Stuff" protocol—a clever encoding system that's all about making data sharing asynchronous and fault-tolerant. In a nutshell, Red Stuff solves the Asynchronous Complete Data-Sharing (ACDS) problem, ensuring that blobs (big chunks of data) are encoded, distributed, and retrievable even in messy, real-world networks where nodes might drop off or misbehave.
Here's how it works: A client encodes a blob into f+1 primary slivers and 2f+1 secondary ones using fountain codes. These are then paired and sent to nodes, who acknowledge receipt. Once enough signed acks roll in (2f+1), a Proof-of-Availability certificate hits the blockchain. Reading is straightforward: Grab f+1 primaries, decode, and verify against the on-chain commitment.
What’s cool is the recovery—nodes can rebuild missing pieces from grid intersections without starting from scratch. This keeps costs low and speeds high, even with hundreds of nodes. For anyone in crypto, Red Stuff means your data stays put, no matter what. It's a game-changer for apps needing reliable, decentralized storage without the usual drama.
$WAL @Walrus 🦭/acc #walrus

Sebagian besar sistem penyimpanan terdesentralisasi terlihat bagus dalam kertas. Tapi ujian sebenarnya dimulai ketika hal-hal mulai gagal—node tidak tersedia, pesan tiba terlambat, atau seseorang secara aktif mencoba menipu sistem. Walrus dibangun untuk momen-momen seperti ini.
Alih-alih mengasumsikan kondisi ideal, Walrus mengasumsikan jaringan kacau, tidak terduga, dan terkadang bersifat musuh. Itu bukan pesimisme—itu realisme.
Mengantisipasi Kegagalan Adalah Langkah Pertama Menuju Keandalan
Walrus dimulai dengan asumsi yang jelas: beberapa node penyimpanan akan gagal atau bertindak jahat. Hingga sepertiga dari node dalam komite penyimpanan dapat bertindak secara sembarangan, dan sistem tetap harus berfungsi.

Walrus tidak mencoba menggantikan blockchain—ia bekerja bersama mereka. Bayangkan blockchain sebagai lapisan koordinasi, sementara Walrus menangani beban berat penyimpanan data. Setiap tindakan dalam Walrus—seperti menetapkan fragmen penyimpanan, memverifikasi data, atau mengganti komite—dicatat pada blockchain eksternal, sehingga semua pembaruan bersifat transparan dan tidak dapat dimanipulasi. Blockchain menjamin urutan total operasi, artinya tidak ada yang bisa secara diam-diam memanipulasi data yang disimpan atau siapa yang menyimpannya. Walrus bahkan menggunakan protokol berkinerja tinggi seperti Sui dan kontrak pintar dalam Move untuk mengotomatisasi tugas-tugas penting. Dengan menggabungkan koordinasi blockchain dengan enkoding erasure dan ACDS, Walrus menciptakan sistem di mana data aman, dapat diverifikasi, dan selalu tersedia—tanpa perlu mempercayai satu node pun. Ini adalah penyimpanan terdesentralisasi yang dilakukan dengan benar.

Menyimpan data di jaringan terdesentralisasi mudah ketika semua pihak bertindak jujur. Tantangan nyata dimulai ketika peserta berbohong, jaringan macet, dan penulis atau pembaca bertindak secara jahat. Walrus mengatasi tantangan ini melalui Penyimpanan Data Lengkap Asinkron (ACDS).
ACDS mendefinisikan apa artinya sebenarnya bagi data untuk disimpan secara andal di lingkungan terdesentralisasi yang penuh tantangan.
Memahami Masalah
Walrus beroperasi dengan node penyimpanan yang dapat berperilaku tidak jujur dan jaringan yang dapat menunda pesan tanpa batas. Dalam lingkungan seperti ini, pendekatan sederhana 'tulis dan replikasi' tidak cukup.

Sebagian besar sistem penyimpanan mengandalkan replikasi: menyalin data yang sama beberapa kali untuk menjamin ketersediaan. Meskipun sederhana, metode ini menjadi sangat mahal seiring meningkatnya persyaratan keamanan. Walrus menghindari jebakan ini dengan menggunakan kode penghapusan.
Dengan kode penghapusan, data dibagi menjadi beberapa bagian dan tersebar di node penyimpanan. Hanya sebagian dari bagian-bagian ini yang dibutuhkan untuk merekonstruksi data asli. Ini memungkinkan Walrus menangani kegagalan dan perilaku jahat tanpa menyimpan salinan berlebihan.
Hasilnya adalah jaringan penyimpanan yang lebih hemat biaya, lebih cepat pulih, dan lebih mudah diperluas. Walrus menunjukkan bahwa keamanan yang kuat tidak memerlukan redundansi yang boros.