Proof of Quality in Motion: New Tasks, New Claims, New Wins

Hey there, Sapiens!

The weeks since TGE have been exciting, busy, and most of all: Successful. We’re building a data economy where people, and not black boxes, decide what AI learns. Over the past weeks the network did exactly that: thousands of you shipped tags, validated peers, and staked real skin in the game to push our Proof of Quality loop forward.

What we’ve been up to

Shipping for Web3 + community. We rolled out the new claiming dashboard so you can claim USDC and $SAPIEN directly from our system. No change to your daily flow. just cleaner, verifiable settlement rails. To find it, log in to your Sapien account to find the “Rewards Dashboard” on the left hand side of the screen right below the Task Dashboard.

New & updated task inventory (live):

• Logic Path (English): Easy, Medium, Hard

• Logic Path (Swahili)

• Gastro Tag

• Breakfast Image Bounding Box

• Furniture Classification

All these went live on the platform throughout the last week and are waiting for you to input your expertise on your dashboard!

On the road. We were on the ground at Korea Blockchain Week and TOKEN2049 for great conversations with aligned builders at the intersection of AI and Web3. Some big partnerships are brewing. Stay tuned.

What you have achieved

Throughput & consistency! Crossing 100k+ tags post-TGE while maintaining strong validation pass rates of over 80%  across new logic and classification tasks!

Your expertise, Staked! Over 500,000 $SAPIEN have been staked, with the Quality of Work rising accordingly for high staking tasks, with some having consistently achieved accuracy of over 90%.

Quality flywheel! As your reputation rises, more of you are stepping into validator roles, and we’re seeing the expected correlation: stake + reputation → accuracy.

Thank you. None of this happens without you. To everyone shipping tags, validating peers, and welcoming new contributors.

Why we’re doing this

Because hallucinations have real costs. According to the Financial Times, an Australian Big Four accounting and consulting firm is partially refunding a ~US$290k report after AI-generated errors and fabricated citations were identified.

When the stakes are public policy, healthcare, autonomy, or your business, data provenance and human-verified truth are non-negotiable. Sapien’s answer: verifiable human contributions, staked accountability, and peer validation by default, not after the fact.

Where are we going

Next up (immediate):

• More Bounding Box tasks on proprietary datasets

• Audio tasks in multiple Asian languages with accent & diversity coverage

Keep your eyes peeled for even more tasks and ways to apply your expertise.

Let’s keep building so we can make Proof of Quality the industry standard for AI training data! Big updates ahead from our KBW and TOKEN2049 tracks. If you’re ready to take on higher-value work, increase your stake, level up your reputation, and claim your rewards onchain right here: earn.sapien.io/