Verafy.ai Blog

Encoded judgment is toxic data: three lines of a smart contract holding frozen judgment, a gas limit, an oracle check and a permanent failure flag, beside the same contract as one sentence of intent and a single exit that pays
NOV 7, 2026

Encoded Judgment Is Toxic Data

Why encoded judgment is the most toxic data on chain, what Ethereum's Glamsterdam gas repricing broke and why, how Toly's six smart contracts round everything else to judgment, and how three draft Solana SIMDs for inference programs store intent instead of judgment, ending code rot and judgment rot.

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Topics: Smart Contracts, Glamsterdam , Ethereum , Eip-8037 , Eip-8038 , Inference Programs , Simd , Solana , Tinysvm , Actually Smart Contracts , Verafy Harness , Verafy

Why now, in numbers: six developments listed beside three 1,024-token proof windows packed with small questions, and the line 120 proofs to 3
NOV 6, 2026

AI Oracles: Why Now, In Numbers

Why AI oracles are worth building now, argued with numbers: proof packing for Anthropic's FlashProve, the cost of an off-chain prover, fast System 1 screens like Jev, difficulty routing, auditable chain of thought, why a chain is the right record, and why three draft SIMDs mean it can all settle on Solana with no new chain.

Topics: Ai Oracles, Proof Packing, Flashprove, Provable Inference, Jev, Difficulty Routing, Chain Of Thought, Solana, Simd, Verafy Harness, Verafy

The verafyHarness logo beside a jury of five harnessed models, Claude, GPT, Gemini, Llama and Qwen, ruling at 94 percent against an 80 percent bar, with sealed blocks below
NOV 6, 2026

Verafy Harness: An AI Validator Anyone Can Run

Verafy Harness wraps one AI model in everything a validator does: intake, evidence checks, commit and reveal voting, a contract runtime, and a routing agent with a keyblock, a banker and an API router. It is the validator for Verafy Chain, a concept chain where contracts are written in words and there is no token. Five labs' models have sealed a block together.

Topics: Verafy Harness, Verafy Chain, Actually Smart Contracts, Ai Validators, Deepseek Harness, Verifiable Inference, No Token, Verafy

Four steps: a prompt program stored on chain, evaluators from many labs, a proof of inference, and a signed ruling the calling program verifies
NOV 5, 2026

Bringing Inference Programs To Solana

Three draft Solana Improvement Documents for inference programs: prompts stored on chain, executed by AI models off chain, with signed rulings, proofs of which model did the work, and challenges. All three drafts are embedded.

Topics: Actually Smart Contracts, Asc, Simd, Solana, Verifiable Inference, Provable Inference, Verafy

The ASC logo in ASCII, next to a rule and two rulings: a $250,000 withdrawal allowed 5 of 5, a $6 billion withdrawal refused 0 of 5
NOV 4, 2026

Actually Smart Contracts: rules in English, enforced by an AI jury

Actually Smart Contracts are rules written in plain English, inscribed on Solana, and enforced by a jury of AI models from different labs. Each vote is signed, and the contract acts only when enough jurors agree.

Topics: Actually Smart Contracts, Asc, Ai Jury, Smart Contracts, Solana, Iq Labs, Verafy

Title card on a dark background: Can you cram all of Solana into an LLM?
NOV 1, 2026

Can You Cram All of Solana Into an LLM?

We already built svmLLM, a tiny Solana-style VM inside neural network weights. So can all of Solana go in an LLM? We break down Agave versus the SVM, count the code, explain why a model needs a harness, and show why it would never keep up with consensus.

Topics: Solana, Agave, Svm, Sbpf, Neural Networks, Ai, Research

svmLLM title card: a tiny Solana VM inside neural network weights. 1,130,672 numbers, each written on purpose by a program, 0 trained.
NOV 1, 2026

svmLLM: A Tiny Solana VM Built Out of Neural Network Weights

svmLLM is a small Solana-style sBPF virtual machine written directly into neural network weights. Every one of its 1,130,672 numbers was set by code, not training. Here is how it works, how it was tested, and where it falls short.

Topics: Solana, Sbpf, Neural Networks, Ai, Pytorch, Research, Open Source

The Verafy Bias Detector home page
OCT 11, 2026

Introducing the Verafy Bias Detector (Beta)

The Verafy Bias Detector runs 565 versioned contentious questions against any model on OpenRouter, has a random cross-company LLM jury score the answers, and publishes a bias report card for each model.

Topics: Ai Bias, Llm Evaluation, Benchmarks, Openrouter, Solana, Verafy

The Verafy Inspector side panel open next to a Wikipedia article
OCT 11, 2026

Introducing the Verafy Inspector for Chrome

The Verafy Inspector is a Chrome side panel that finds the claims on any page, checks them against independent sources, and shows cliff notes and missing perspectives.

Topics: Fact-checking, Chrome Extension, Ai, Verafy, Media Literacy, Open Source

The Verafy Swarm Explorer
OCT 11, 2026

The Verafy Swarm Explorer: One Question, Many Models

The Verafy Swarm Explorer sends one question to many language models, uses other models as judges to check the answers, and shows where they agree and where they split.

Topics: Swarm Explorer, Fact-checking, Llm, Ai Bias, Verafy, Solana

Multiple application screens showing Verafy API integrations across different industries
AUG 29, 2025

44+ Powerful Use Cases for Verafy's AI Fact-Checking API

Explore comprehensive use cases for Verafy's fact-checking API across industries—from social media verification to enterprise compliance, Web3 platforms, and educational tools.

Topics: Use Cases, Api Applications, Fact-checking, Social Media, Enterprise, Web3, Education, Journalism, E-commerce

Developer coding with Verafy API and Solana integration
AUG 25, 2025

Verafy API, Getting Started: Trust-Powered Apps

Learn how to integrate Verafy's consensus-based fact-checking API with Solana blockchain to build transparent, trust-driven applications that combat misinformation.

Topics: Api, Developers, Solana, Blockchain, Ai, Fact-checking, Web3, Trust, Verification

Las Vegas Skyline with AI4 Conference Logo
JUL 13, 2025

Verafy CEO Rex St. John to Speak at AI4 Las Vegas: Advancing AI x Blockchain Innovation

Verafy CEO Rex St. John will be attending and speaking at AI4 Las Vegas this August, discussing Verafy's pioneering work at the frontier of AI x Blockchain integration.

Topics: Ai, Blockchain, Solana, Ai Governance, Ai X Blockchain, Crypto Infrastructure, Decentralization, Innovation

TruthNode joins DoubleZero validator testnet
JUL 9, 2025

TruthNode Joining DoubleZero Testnet: Advancing Solana Infrastructure with Verafy

Verafy’s validator, TruthNode, is joining the DoubleZero testnet, continuing our mission to secure the Solana network and pioneer sovereign infrastructure in the AI age.

Topics: Truthnode, Doublezero, Verafy, Solana Infrastructure, Validator Node, Solana Foundation, Jito Delegation, Builder Movement

Verafy team at Solana Accelerate
MAY 26, 2025

Verafy at Solana Accelerate: Unveiling the Future of Multi-AI Sovereignty

The Verafy team made our debut at Solana Accelerate, announcing our mission to build a sovereign multi-AI future and dropping our first video to outline the vision. Join the closed-beta and help us build the Internet of Truth.

Topics: Multi-ai, Ai Sovereignty, Verafy, Solana Accelerate, On-chain Truth, Ai Accountability, Builder Movement

Cypherpunk Truth Symbolism
MAY 13, 2025

Introducing Verafy Swarm Explorer Closed-Beta & Verafy Prime: Compare AI, Uncover Truth, and More!

Verafy Swarm Explorer enters closed-beta: compare up to 20 AIs, detect bias, and log results on-chain. Join Verafy Prime to access query credits and upcoming features.

Topics: Truth, Blockchain, Ai, Solana, Decentralization, Trustless Systems, Open Source, Ai Alignment