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TL;DR: The gig economy is evolving beyond driving cars and delivering food. With ONTO Wallet, users can participate in the "data gig economy" by passively providing verified human data...
r/OntologyNetwork
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TL;DR: The era of Sybil airdrop farming is dying. Projects now want "Pro-Users" with verified identities. ONTO Wallet helps you build this verified reputation, making you eligible for...
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ONTO Wallet vs. Brave Browser: Two Paths to Earning Crypto
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r/OntologyNetwork
July 8, 2026 05:01
TL;DR: The gig economy is evolving beyond driving cars and delivering food. With ONTO Wallet, users can participate in the "data gig economy" by passively providing verified human data...
r/OntologyNetwork
June 25, 2026 08:13
OWLcompare is a semantic diff for OWL/RDF ontologies. Existing tools tend to either dump every triple that changed (too noisy) or compute a summary that loses the structure (too vague). owlcompare...
r/OntologyNetwork
June 19, 2026 16:02
TL;DR: Web2 companies have profited off your data for decades. Web3 tools like ONTO Wallet finally allow you to take back control, verify your identity, and earn passive income by selling your data...
r/OntologyNetwork
June 17, 2026 07:00
Question prompted by the MLE-Bench discussion of the last week.
The skepticism showing up on the threads is not really about any single metric inside MLE-Bench. It is about whether any static...
r/OntologyNetwork
June 9, 2026 11:09
Question for teams working on reasoning-model training at any scale.
The recent LongTraceRL work argued that sparse outcome signals are insufficient for training reasoning-capable models. One...
r/OntologyNetwork
June 8, 2026 15:27
Closing piece for a five-day arc on what evaluation infrastructure has to look like to survive the next round of scrutiny.
The week opened with the METR teardown and argued the credibility risk...
r/OntologyNetwork
June 5, 2026 11:36
Question for teams running continual instruction tuning, on-policy fine-tuning, or any form of post-deployment behavioural adaptation at production cadence.
The Prism paper (Tang et al., arXiv...
r/OntologyNetwork
June 4, 2026 10:10
Question for teams running distillation against reward models trained on human preference data.
The pattern in the recent papers (RTDMD is the latest, but it is far from alone) is to make the...
r/OntologyNetwork
June 3, 2026 15:55
TL;DR: For the past 20 years, your data has been the product that funded the internet. Web3 is building the infrastructure to flip this — so you become the seller, not the product. ONTO Wallet is...
r/OntologyNetwork
June 3, 2026 13:27
The METR thread has been the most-discussed eval-credibility event this year. The teardown documents what looks like structural issues with how underlying judgements were compiled, not just...
r/OntologyNetwork
June 1, 2026 11:56
TL;DR: AI models trained on bot-generated or synthetic data degrade over time. The solution is verified human data — and ONTO Wallet is one of the only platforms that lets regular users supply it...
r/OntologyNetwork
May 30, 2026 12:54
TL;DR: Yes, you can get paid for your personal data — but most platforms take the lion's share. ONTO Wallet is one of the few tools that lets you keep control and earn directly. Here's an...
r/OntologyNetwork
May 30, 2026 06:39
TL;DR: Brave pays you in BAT for watching ads. Swash pays you for your browsing data. ONTO Wallet pays you for your verified identity data. These are three very different products solving three...
r/OntologyNetwork
May 27, 2026 05:09
Curious where people who have prototyped this hit walls in practice.
The setup: AI-mediated communication is increasingly the default path content takes from writer to reader. Smart replies,...
r/OntologyNetwork
May 23, 2026 09:20
Curious how teams in this space are actually handling this in production.
Every team that runs preference-data pipelines or RLHF eval at scale eventually hits the same friction: the evaluators who...
r/OntologyNetwork
May 22, 2026 12:50
Curious about the architecture choices people are seeing in the wild here.
AI safety eval increasingly depends on having verified demographic and expertise range in the evaluator pool. Dialect...
r/OntologyNetwork
May 21, 2026 12:27
Following on from the slop-bucket discussions and the various proposals around proof-of-human contributions to training data, I've been thinking about the architecture being chosen.
Most of...
r/OntologyNetwork
May 20, 2026 08:23
Something I've been noodling on after seeing the Arena ELO history posts and the recurring "model feels different by Friday" threads:
A flagship model lands with state-of-the-art...
r/OntologyNetwork
May 19, 2026 10:46
TL;DR: MetaMask is the most popular Web3 wallet, but it's purely a transaction tool. ONTO Wallet does everything MetaMask does — plus lets you build a verified identity and earn from your data....
r/OntologyNetwork
May 19, 2026 08:17
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