Blockchain

Nesa's AI inference process is the end-to-end execution workflow for an AI request: from submission and task scheduling to distributed inference, result verification, and final output delivery. By integrating the MetaInf scheduling system, private inference technology, and verification mechanisms, the process enhances data privacy and result trustworthiness while performing AI inference.

Verifiable AI is a technical mechanism that authenticates the actual execution of AI reasoning, ensures the trustworthiness of output results, and enables independent verification. Nesa embeds Verifiable AI as a core network capability, using cryptographic proofs, distributed execution, and result verification to not only complete AI inference computations but also to prove that the reasoning process meets expectations, thereby strengthening developers' confidence in AI-generated outputs.

Nesa (NES) is an AI infrastructure network designed for privacy-preserving, verifiable computing and decentralized execution. Leveraging Equivariant Encryption (EE), HSS-EE, and a distributed inference architecture, it allows AI models to perform inference tasks without exposing data or model content.

Brevis is a verifiable computation platform driven by zero-knowledge proofs (ZK), referred to as "The Infinite Compute Layer" for Web3. Its core approach is to offload resource-intensive computations off-chain, enabling the blockchain to simply verify a succinct proof on-chain.

Pico zkVM is the open-source modular Zero-Knowledge Virtual Machine (zkVM) from Brevis (BREV). It allows developers to write any computational logic in Rust and produce a Zero-Knowledge Proof (ZK) verifying that the computation was executed correctly.

The ZK data coprocessor eliminates smart contracts’ inability to access historical data by enabling off-chain retrieval of historical or cross-chain data from archive nodes, performing computations, and returning a zero-knowledge proof that confirms both the result and the authenticity and correctness of the data. This proof can be verified by the contract on-chain in milliseconds. The data flow involves four stages: application request, off-chain computation, ZK proof generation, and on-chain verification and result reception, allowing for reliable conclusions without the need to replay all data.

Oracles primarily bring external, off-chain data onto the blockchain, with their credibility relying on nodes and economic incentives. ZK co-processors such as Brevis focus on verifiable computation of existing on-chain historical data, leveraging zero-knowledge proofs to allow direct on-chain validation of results. These two technologies occupy opposite sides of the blockchain data flow, providing complementary roles in data direction, trust models, and computational capabilities. Their boundaries are not strictly defined; in real-world scenarios, collaborative hybrid approaches are commonly adopted.

BREV is the native token of the Brevis network, enabling three core functions: proof fee payments, Prover staking, and protocol governance. coChain operates as a proof-of-stake blockchain with Ethereum-based staking and slashing mechanisms. Validators submit their results as "proposals" to the request chain, triggering a challenge window. If an incorrect proposal is successfully contested using zero-knowledge proof, the associated stake is slashed on Ethereum. If no challenge is raised, the result is accepted automatically, saving the cost of proof.

Play-to-Earn (P2E) is a blockchain-based gaming economic model. At its core, it leverages token incentives and NFT asset ownership confirmation to convert players’ in-game activities into measurable on-chain economic yield. Under this model, players move beyond being mere consumers of content—they become participants in the virtual economy, asset holders, and returns distributors. The advent of P2E represents a fundamental overhaul of the traditional gaming economic structure, directly connecting “time invested” with “asset yield” and gradually evolving games from entertainment systems into digital economic networks with financial attributes.

Alien Worlds is a decentralized metaverse game system built on blockchain, with its core structure comprising Planet DAO, an NFT asset system, and the Trilium (TLM) tokenomics model. By converting in-game actions into on-chain verifiable economic activities, the project enables players' operations on virtual planets to directly influence resource distribution and Rendite structures, thereby creating a continuous Play-to-Earn ecosystem.

TLM is the core token of Alien Worlds, powering the GameFi economic cycle through NFT farming, Planet DAO, and staking mechanisms. This article analyzes its token model, incentive mechanisms, and risk structure.

Alien Worlds (TLM) is a decentralized metaverse game ecosystem built on the blockchain. Its core mechanisms center on virtual planet exploration, NFT asset interactions, and a DAO governance structure, while the native token Trilium (TLM) serves as both the value carrier and incentive tool for the entire economic system. The project aims to redefine traditional gaming by leveraging on-chain mechanisms to overhaul asset ownership and yield distribution, shifting players from "content consumers" to "participants and governors of the virtual economy."

As cryptocurrencies, gold, and other alternative assets attract more market attention, the retirement investment sector is shifting toward digitalization and diversified asset allocation. iTrustCapital has emerged as a fintech platform in this trend, integrating cryptocurrencies, precious metals, and self-directed retirement accounts to deliver a more seamless and convenient retirement investment experience.

With growing market volatility and mounting inflationary pressures, more investors are turning to alternative assets like gold, silver, and cryptocurrencies. Against this backdrop, iTrustCapital has risen as a platform that combines digital assets and precious metals within a single retirement investment system, allowing users to manage their asset allocation more intuitively and flexibly.

As retirement investing increasingly shifts toward diversified asset allocation, Self-Directed IRAs are gaining more attention from investors. In contrast to traditional retirement accounts, which primarily invest in stocks, bonds, and mutual funds, Self-Directed IRAs allow investors to access alternative assets such as cryptocurrencies, gold, and silver, and iTrustCapital is a leading platform offering these retirement investment services.