ONTO v4.10.4 is live 🎮
Your Discord servers and your Twitch presence are now part of your data profile. Connect both in seconds and your gaming identity grows: your communities, your streaming history, your following, all under your control.
And a heads up: a new campaign is coming. Connected accounts will be ready to take part on day one.
Drop a 🎮 in the chat when you're connected. Tag a friend whose server you share.
Where agents produce output that needs judgment to confirm, the human evaluator is the most valuable part of the chain. ONTO turns that into something you own: verified identity, a tracked record of your work, and rewards that scale with the complexity you take on.
“Human capital comprises the knowledge, judgment, relationships, ingenuity, and pattern recognition of its people, while token capital is the firm’s AI capability it builds and owns.”
This is precisely our thinking @ONTOWallet as we transform a traditional crypto wallet into an AI-enabled data wallet.
We believe that human evaluators are most valuable where agents produce output that requires judgment to confirm.
We’re running pilots where domain-matched evaluators review agent outputs and push structured results back into live systems via API, with consistency tracked across time.
Because ONTO Wallet benefits from using @OntologyNetwork DID/VC battle-tested infrastructure, human evaluators can opt-in to participate in more complex data challenges and unlock higher rewards too.
Satya is describing the right destination.
The infrastructure that makes the human side of that loop real, accountable, and composable with the systems it’s evaluating is what actually needs to get built.
I’m excited to be working on this.
The platform does not own the evaluator's track record. The evaluator does. The team training on their labels can verify it.
ONTO Wallet ships the holder side today.
The answer is 1 in 11. Not 1 in 6.
"At least one is a six" does not free up the other die. It deletes every outcome with no six, leaving 11 equally likely cases. Exactly one is the double six.
Here is the part that matters: eight frontier models miss this the same way you might. 👇
“Human capital comprises the knowledge, judgment, relationships, ingenuity, and pattern recognition of its people, while token capital is the firm’s AI capability it builds and owns.”
This is precisely our thinking @ONTOWallet as we transform a traditional crypto wallet into an AI-enabled data wallet.
We believe that human evaluators are most valuable where agents produce output that requires judgment to confirm.
We’re running pilots where domain-matched evaluators review agent outputs and push structured results back into live systems via API, with consistency tracked across time.
Because ONTO Wallet benefits from using @OntologyNetwork DID/VC battle-tested infrastructure, human evaluators can opt-in to participate in more complex data challenges and unlock higher rewards too.
Satya is describing the right destination.
The infrastructure that makes the human side of that loop real, accountable, and composable with the systems it’s evaluating is what actually needs to get built.
I’m excited to be working on this.
ONTO v4.10.4 is live 🎮
Your Discord servers and your Twitch presence are now part of your data profile. Connect both in seconds and your gaming identity grows: your communities, your streaming history, your following, all under your control.
And a heads up: a new campaign is coming. Connected accounts will be ready to take part on day one.
Drop a 🎮 in the chat when you're connected. Tag a friend whose server you share.
Question 1 on today's checklist is the one everything else hangs off: can you name who made each judgement?
ONT ID anchors the identity. ONTO Wallet carries the credentials. Questions 2 to 5 follow.
1: Can you name who made each judgement?
A spreadsheet of vendor usernames is a no. A stable evaluator identity the evaluator controls, surviving vendor switches and churn, is a yes. Permanently.
The benchmark publisher does not own the evaluator's record. The evaluator does. The auditor verifies the chain end to end.
ONTO Wallet ships the holder side of evaluator-backed benchmarking today.
MLE-Bench is being quietly contested across r/ML and adjacent threads.
The skepticism is not really about any single metric.
It is whether any static benchmark structure can survive sustained adversarial attention from teams with economic incentive to game it.
🧵
The labelling vendor does not own the step-level evaluator record. The evaluator does. The reward-model team verifies the chain step by step.
ONTO Wallet ships the holder side today.
The recent LongTraceRL work made one thing unavoidable.
Sparse outcome signals are not enough at the reasoning-trace layer. The field has to evaluate intermediate steps.
The downstream consequence almost nobody is naming yet: your reward model now depends on a QA layer that does not currently exist.
🧵
The labelling vendor sees a unique evaluator. The reward-model team gets the guarantee. Neither sees the evaluator's identity.
ONTO Wallet is where that proof actually lives.
Closing Issue 02.
The week opened with the METR teardown. It closes with the two threads still open: chronic sybil contamination in preference data, and the agent decision evaluation vacuum nobody has named yet.
Both solved by the same primitive.
🧵
The labelling vendor changes. The evaluator does not. The cohort statistic stays meaningful through the switch.
ONTO Wallet is where the durable evaluator anchor actually lives.
Last week's Prism paper treats multimodal continual instruction tuning as the deployed reality.
It also flags that the field is hindered by severe engineering bottlenecks.
The bottlenecks the authors describe are on the model side. The ones on the eval side are larger and quieter.
🧵
The labelling vendor does not own the evaluator's record. The evaluator does. The reward-model team verifies the chain end to end.
ONTO Wallet ships the holder side of that today.
Last week's RTDMD paper proposes reward-guided RL for few-step diffusion alignment.
It also explicitly acknowledges, in its own framing, that aligning distilled models with human preferences remains challenging.
The framework solves a downstream problem. The upstream is still doing what it always did.
🧵
ONTO Wallet 4.10.2 is here!
What's new:
Upgraded security & enhanced safety alerts
Optimized TON connection
Fixed crash issues on older iOS devices
Update now for a smoother, safer Web3 experience.
https://t.co/wpw7Co2fp6
#ONTOWallet#Web3#TON#Ontology
With this integration, @ONTOWallet users now have even more utility and built-in features when sending and receiving funds onchain
Use your SPACE ID domain name to safely transact on ONTO Wallet today
💳 ONTO x @SPACEID is going live.
100 gift cards at $5 each. $500 in gift cards total. No quest, no mint.
For real cross-chain users:
✅ Wallet over 1 year old
✅ Assets across 3+ chains
Connect, authorize, qualify. 7 days. → https://t.co/2PjQnjBanA
The publisher does not own the evaluator's record. The evaluator does. The auditor verifies the chain end to end.
ONTO Wallet ships the holder side of that architecture today.
The METR time-horizons graph, cited everywhere from policy briefings to capability roundups, is publicly contested.
A detailed teardown documents "numerous severe errors."
Every lab that ever cited the graph now has a credibility problem they did not have last week.
🧵
🌐 ONTO Wallet now supports more @SPACEID names.
Already in ONTO: .bnb .arb .sol .lens
Newly added: .eth .zkf .manta .gno .cake .burger .wod .floki
One wallet, twelve TLDs, across the chains you actually use.
More tomorrow.
🎉 Winners! If we liked or replied to your comment on the competition post, you're in.
DM us your Ontology address before June 4th to claim your prize.
Miss the deadline, miss the reward. ⏰
🎮 $500 up for grabs to celebrate ONTO Steam verification going live.
ONTO Wallet v4.10.0 also ships a restructured Profile and the prepares for the first @PalzGame data campaign ($2K+ pool).
Full release blog:
https://t.co/rBRc8zTCzg
@menkostx@PalzGame Congratulations! You're one of our winners! Please DM us your address within 5 business days so we can send out your prize. Don’t miss the deadline, or it will expire!
🎮 $500 up for grabs to celebrate ONTO Steam verification going live.
ONTO Wallet v4.10.0 also ships a restructured Profile and the prepares for the first @PalzGame data campaign ($2K+ pool).
Full release blog:
https://t.co/rBRc8zTCzg