a task on @axisrobotics is more than a robot simulation. it is a structured data pipeline where every successful run can become part of the next training cycle. every task moves through three stages: pre-training collects human demonstrations, training uses those demonstrations to build a policy, and post-training lets contributors supervise that policy and correct it when it fails. the interesting part is how each contribution is handled. your trajectory is uploaded, replayed in simulation for physical and schema checks, automatically scored, then available for on-chain signing. signed runs receive a unique data id linked to the task and contributor, creating a verifiable provenance trail. the data then feeds back into the system. demonstrations can enter pre-training after refinement, while post-training corrections help improve the policy and generate the next round of tasks. even repeat attempts have a purpose. you can complete a task up to five times, but points use your average score across those runs, so repeating is about improving quality rather than simply farming attempts. if you want to understand how your contributions move from a browser session into robot training, start here: s.kaito.ai/vHCN7wI

not every city is built in daylight. some are shaped by the people who move through its shadows. @kageuri_com brings 4,444 shadow merchants to robinhood chain, each tied to a world built around trade, rewards, and the guild. 9% of every secondary sale goes back to the guild, creating a royalty model connected to the wider kageuri ecosystem. collection details: • supply: 4,444 • chain: robinhood • mint: tba kageuri · 影売り

that feeling when the @1win session finally ends and you’re just sitting there processing everything that happened. late night games, unexpected moments, a few close calls, and enough action to make the night fly by. now it’s time to chill, reset, and let tomorrow bring a fresh session.

the interesting part of @playonmint’s new campaign isn’t just the $50,000 prize pool. it’s that creators can compete through two completely different signals. the contribution leaderboard is built around what you create. the top 300 creators share $50,000 in $mntd by publishing quality content around mint, mintabear, $mntd, and their experience using the platform. the reputation leaderboard takes another route. connect your socials and wallets, and your existing activity can be used to determine eligibility for 1,170 mintabear freemint spots. so you’re not looking at one leaderboard with one scoring system. you have contribution through content and reputation through your onchain and social footprint. the campaign starts today at 4pm utc.

physical ai can’t learn the real world from satellite images alone. a warehouse interior, a stairwell, a loading bay or a crowded market street requires ground-level data that conventional mapping systems often miss. @vangrid_io is building a spatial data layer around this gap. contributors can record short videos with an ordinary phone, which are reconstructed into 3d models and tied to a specific capture request through bounties. what makes the data especially interesting is the verification layer. each capture is fingerprinted with its content hash, coarse location and timestamp, then the fingerprints are batched and anchored on base. that gives buyers a way to verify captured data against a public ledger instead of simply trusting the source. vangrid is essentially turning real-world observations from people into structured, verifiable spatial data that can serve physical ai, training and procurement. there’s also a $100,000 contribution campaign for the top 300 contributors.

I lost $1 to bad pricing and MEV — UNTOUCHED 🌿 Check how rekt you are at rekt.baibai.cx/r/284ee691c3 and get points

It’s been one of those weeks at @AcrossWeb3… pure grind, nonstop cooking 🤝 This week alone we locked in with: @megatioeth @Liquidfrogjpg @AbsApeland_ @Pocketspirits @dead_mood_nft @Masked__Cats @TheSymbioteLab NFT szn really feels alive again. Purging inactive members and opening the doors to new members this week👀

Got 5x WL for @Duckgo_Nfts to giveaway! FREE MINT on ETH To enter: ~ Like, reply and retweet ~ follow @boynav_ @AcrossWeb3 & @Duckgo_Nfts Ends in 24hrs