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PoUC Network

Turn useful work into portable credentials and reputation

PoUC Network is an independent Polkadot SDK/FRAME testnet/RC experiment for useful work. Signed attestations for AI evaluation, safety red-teaming, privacy-preserving data work, and human review become portable credentials and reputation. v1.0 ships a runtime, TypeScript SDK/API, Evaluation and AI Safety DApps, Portal, off-chain evidence commitments, and an Android Edge Node. No PoUC token, staking, bond, rewards, or monetary slashing. Not an official Polkadot project or production parachain.

Top comment

Hi Product Hunt — I built PoUC after asking a simple question: **Can useful work, rather than capital, become a verifiable part of network infrastructure?** PoUC stands for Proof of Useful Contribution. It turns signed contribution records into portable credentials and contribution-derived reputation. Version 1.0 focuses on AI safety red-teaming, model evaluation, privacy-preserving data work, and human verification. The core flow is: 1. A contributor performs a bounded task. 2. The client creates a sanitized, bounded receipt and content commitment; raw prompts, PII, and model output remain off-chain. 3. Verifiers submit signed L1/L2/L3 attestations. 4. The runtime prevents duplicate submissions, updates contribution-derived reputation, and exposes credential, revocation, and appeal state. 5. Eligible Collator candidates use registered Session Keys and reputation-based selection. PoUC does not require a native token, staking, or a candidacy bond. The repository includes a Polkadot SDK/FRAME runtime, Evaluation and AI Safety DApps, a Portal, TypeScript SDK/API clients, an off-chain evidence gateway, and an Android Edge Node tested on a Pixel 6a. The Android client is a lightweight observer/relay client. It is not a Polkadot Validator or Collator. This is an early Testnet/RC experiment — not an official Polkadot product, a public Relay Chain deployment, or a production parachain. I’m looking for direct feedback on protocol design, developer experience, portability, and the limits of contribution-based reputation.

About PoUC Network on Product Hunt

Turn useful work into portable credentials and reputation

PoUC Network was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #25 on the daily leaderboard. PoUC Network is an independent Polkadot SDK/FRAME testnet/RC experiment for useful work. Signed attestations for AI evaluation, safety red-teaming, privacy-preserving data work, and human review become portable credentials and reputation. v1.0 ships a runtime, TypeScript SDK/API, Evaluation and AI Safety DApps, Portal, off-chain evidence commitments, and an Android Edge Node. No PoUC token, staking, bond, rewards, or monetary slashing. Not an official Polkadot project or production parachain.

On the analytics side, PoUC Network competes within GitHub and Web3 — topics that collectively have 49.3k followers on Product Hunt. The dashboard above tracks how PoUC Network performed against the three products that launched closest to it on the same day.

Who hunted PoUC Network?

PoUC Network was hunted by SHENGHAO QU. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

For a complete overview of PoUC Network including community comment highlights and product details, visit the product overview.