New: when the judge shares the blind spot. Roll two fair dice. You are told at least one is a six.
15 Jun 2026, 17:23
📌 New: when the judge shares the blind spot
Roll two fair dice. You are told at least one is a six. The probability that both are sixes is not 1 in 6, it is 1 in 11: the clue removes every outcome with no six, leaving 11 equally likely cases, one of which is the double six. The fast answer assumes an independence the clue already broke.
Avena et al. tested eight state-of-the-art models on problems built exactly to trigger that shortcut. On the counterintuitive items the models failed consistently and predictably, and chain-of-thought did not reliably rescue them. The trouble is that those same models now do the grading. When an LLM-as-judge carries a reasoning blind spot, a reward model trained on its preferences inherits it, and model-on-model agreement certifies consensus rather than correctness.
The only check that does not share the failure mode is human ground truth you can verify: evaluators whose reasoning consistency is measured and tracked over time, carried on a stable identity with signed contributions. W3C Decentralized Identifiers, W3C Verifiable Credentials, W3C Bitstring Status Lists. ONT ID and ONTO Wallet are the substrate.
Day 1 of Ontology Roundup, Issue 04.
Try the dice trap 👉
Same news in other sources
415 Jun 2026, 17:41
đź’ˇ Freelancer Tip: Stand out in a competitive market
Thousands of freelancers compete for Web3 gigs. Here's how to stand out:
1. Specialize — 'Solidity developer' beats 'programmer'
2. Respond fast — first responders win 40% more gigs
3. Deliver early — underpromise, overdeliver
4. Communicate clearly — updates prevent surprises
5. Ask for reviews — social proof is everything
Tag a freelancer who needs to see this!
#ChronoTech #LaborX #Web3Jobs #Freelancing #Crypto #FutureOfWork
Freelancer Tip: Stand out in a competitive market. Thousands of freelancers compete for Web3 gigs. Here's how to stand out:.
đź’ˇ Freelancer Tip: Stand out in a competitive market
Thousands of freelancers compete for Web3 gigs. Here's how to stand out:
1. Specialize — 'Solidity developer' beats 'programmer'
2. Respond fast — first responders win 40% more gigs
3. Deliver early — underpromise, overdeliver
4. Communicate clearly — updates prevent surprises
5. Ask for reviews — social proof is everything
Tag a freelancer who needs to see this!
#ChronoTech #LaborX #Web3Jobs #Freelancing #Crypto #FutureOfWork
15 Jun 2026, 17:40
📍 Tokenization could push DeFi assets to $2.7T by 2030: Standard Chartered
Read it before the cycle moves on.
🔗 Read more — Cointelegraph
what would you do?
Tokenization could push DeFi assets to $2. 7T by 2030: Standard Chartered. Read it before the cycle moves on.
📍 Tokenization could push DeFi assets to $2.7T by 2030: Standard Chartered
Read it before the cycle moves on.
🔗 Read more — Cointelegraph
what would you do?
15 Jun 2026, 17:32
SWISSCHEESE WEEKLY PREVIEW | June 15–20
This week's key events:
• Federal Reserve decision
• Retail Sales
• Jobless Claims
• Treasury yields
• Oil prices
Markets enter one of the most important weeks of June as investors look for clues on rates, growth, and whether AI-led momentum can continue.
https://swisscheese.finance
SWISSCHEESE WEEKLY PREVIEW | June 15–20. This week's key events:. • Federal Reserve decision. • Retail Sales. • Jobless Claims.
SWISSCHEESE WEEKLY PREVIEW | June 15–20
This week's key events:
• Federal Reserve decision
• Retail Sales
• Jobless Claims
• Treasury yields
• Oil prices
Markets enter one of the most important weeks of June as investors look for clues on rates, growth, and whether AI-led momentum can continue.
https://swisscheese.finance
15 Jun 2026, 17:25
"Music is liquid architecture; architecture is frozen music." – Johann Wolfgang von Goethe
#clickoftheday #clickdeepreals #festivities #france #monday
The more you know đź’ˇ
This Click catches the Roman Theatre of Orange at night, its 2,000‑year‑old stage wall glowing in a fringe of golden bulbs where emperors once commissioned spectacles and Louis XIV later called it the most beautiful wall in his kingdom. Every summer the same stone backdrop becomes the open‑air set for the Chorégies d’Orange – France’s oldest opera festival, born from 19th‑century “Fêtes Romaines” – so even on a quiet June evening like this, the light feels like a rehearsal for the arias, ovations and Roman‑style celebrations still to come.
Did you know that Nodle leaves a tip for every #clickoftheweek?
Is it your turn next?
Have you tried the Click AI contest yet?
Log in on http://clickapp.com, select your best shot and let the AI evaluate your entry – you’ll receive feedback on the quality of your Click and also stand the chance to win big! 🚀
Now smash that like button, share the posts and bring this fantastic shot the reach it deserves! 🚀
Did this catch your attention?
Explore our blog post, Click: Beyond the Filter, to discover how the app powers the ecosystem behind the Trust Network.
"Music is liquid architecture. architecture is frozen music. " – Johann Wolfgang von Goethe.
"Music is liquid architecture; architecture is frozen music." – Johann Wolfgang von Goethe
https://clickapp.com/zk/cid/QmbwQhUiewRjCcjWjhQ1UtTP5oodtJfEXGkw3Z343LdVS7
#clickoftheday #clickdeepreals #festivities #france #monday
The more you know đź’ˇ
This Click catches the Roman Theatre of Orange at night, its 2,000‑year‑old stage wall glowing in a fringe of golden bulbs where emperors once commissioned spectacles and Louis XIV later called it the most beautiful wall in his kingdom. Every summer the same stone backdrop becomes the open‑air set for the Chorégies d’Orange – France’s oldest opera festival, born from 19th‑century “Fêtes Romaines” – so even on a quiet June evening like this, the light feels like a rehearsal for the arias, ovations and Roman‑style celebrations still to come.
Did you know that Nodle leaves a tip for every #clickoftheweek?
Is it your turn next?
Have you tried the Click AI contest yet?
Log in on http://clickapp.com, select your best shot and let the AI evaluate your entry – you’ll receive feedback on the quality of your Click and also stand the chance to win big! 🚀
Now smash that like button, share the posts and bring this fantastic shot the reach it deserves! 🚀
https://x.com/clickdeepreals/status/2066572830460850385
https://www.instagram.com/p/DZnVpQmAF3F
Did this catch your attention?
Explore our blog post, Click: Beyond the Filter, to discover how the app powers the ecosystem behind the Trust Network.