stara

just exploring building & sharing

[stara @Stara186]

Language models had the internet for text

physical AI needs spatial data and lab collection just doesn't scale @axisrobotics

solves this with a compounding data engine

> browser simulation -> teleoperate robot arms with zero hardware required

> mobile capture -> turn daily human actions into real-world datasets

> post-training fixes -> step in when policies slip to feed high-value corrections back into the loop

every trajectory is verified and logged on-chain via Base for full cryptographic provenance

we aren't just watching robotics evolve we're actively training tomorrow's physical AI

what task are you training on @axisrobotics today??

[Frigg 🌸 @0xfrigg]

$AXIS tokenomics are finally out @axisrobotics

but the number I kept looking at wasn’t the 1B supply or the 16.5% TGE unlock

the contributor rewards part was more interesting to me

10% of the total supply goes to contributors, but it’s not really structured like one big airdrop

4% is for Season 1 / pre-TGE simulation

and only half of that unlocks at TGE

so at launch, only 2% of the total supply is actually unlocking on the contributor side

the other 2% comes at T+3 and T+6, while the bigger 6% allocation is saved for Season 2 / post-TGE sim-to-real

I think that split matters

Axis doesn’t just need people doing tasks until TGE

if the data engine is supposed to keep working, people still need a reason to keep producing new data after launch too

this is basically the loop I’ve talked about before:

collect data ➛ train ➛ find new failures ➛ collect better data

and now the tokenomics are starting to show how they want to incentivize that loop

another detail I liked is that team and private investors get 0 unlock at TGE

their 31.67% allocation starts after a 12 month cliff, then unlocks linearly over 24 months

so the 165M AXIS entering circulation at TGE is mostly coming from ecosystem and liquidity instead

the part I’ll probably watch the closest though is the 51.08% Ecosystem allocation

“61% goes to the network” sounds great as a headline, but most of that is sitting inside a pretty broad ecosystem bucket

where those tokens actually go over time, what they fund, and what kind of real contribution gets rewarded will matter more than the headline percentage itself

for now, the part I like is that most of the contributor allocation is being saved for future data production instead of just rewarding past activity

for a data network, that makes a lot more sense to me

https://t.co/GvODyJjo9A

[stara @Stara186]

@L0cCapital Prediction markets sound really intriguing here

[stara @Stara186]

@0xsunnhi @zerufinance Heavy activity shouldn’t trigger false bot flags

[stara @Stara186]

@MuriscoOfficial @agenticscredit Strong thinking makes the next steps easier to identify

[stara @Stara186]

@Kevihaiceth @agenticscredit Agentics simplifies strategy deployment, no coding

[stara @Stara186]

@mayflowers2x8 Exchanging assets securely makes blockchain more accessible today

[stara @Stara186]

@SeniorDeFi @coingecko Focusing on trading volume matters most

[stara @Stara186]

@jaouad2d your strategy into executable logic

[stara @Stara186]

@duongphat99 This airdrop approach seems clear and well thought out

[stara @Stara186]

@mdali97982 @MetaMask Good progress without losing sight of the bigger mission

[stara @Stara186]

@Fansticp1 @quipnetwork atomic swaps could change everything

[stara @Stara186]

@shoaib7929276 @Americanfort_io This approach could change everything

[stara @Stara186]

@DucCryptoX MINT Originals sound interesting for players

[stara @Stara186]

@BaseArmY00X @FungoLabs I've seen this so many times & none of them has gone well

[stara @Stara186]

@0xsantuy @primus_labs zkTLS really simplifies proving data without full exposure

[stara @Stara186]

@ramseyfox1 @vangrid_io how will this reshape data privacy standards

[stara @Stara186]

@Rabiussunny11 @PlayOnMint Good progress without losing sight of the bigger mission

[stara @Stara186]

@Lin98201 @agenticscredit Interesting approach with the Agentic Credit Score

[stara @Stara186]

@ItsNessaOnX @vangrid_io impressive that 47k attestations prove real-world data

[stara @Stara186]

@0xmelo77 @quipnetwork Node game strong, rewards clearer now

[stara @Stara186]

@XNXX_EN @YieldFields_RH @standard_rsv Choose what strengthens your values