2-line proof that LLMs can’t achieve superintelligence:
1. LLMs don’t learn out of distribution.
2. Superintelligence is out of distribution.
AGI
-
LLMs Cannot Achieve Superintelligence: Out of Distribution Problem
By
–
-
Stanford Student Affinity Group AI for Human Advancement
By
–
@Stanford students! Do you have an idea for advancing AI to improve the human condition? Our Student Affinity Group program is an opportunity to build a community of interdisciplinary students who have a shared interest in a topic related to the development or study of
-
GPT-5 Achieves Superintelligence but Delayed for Safety
By
–
GPT-5 has achieved superintelligence, but its release has been indefinitely postponed for safety testing.
-
@testingcatalog — 2025-07-14
By
–
And Mistral Let's see how soon we will start hearing about Chinese mega clusters for training closed models
-
Can Computers Be Conscious? Domain-Specific Superintelligence Debate
By
–
CatGPT really put me in the hot seat. Can computers be conscious? How close are we to domain-specific superintelligence? And most importantly WHY did I wear that outfit in my TED Talk? Check out the full convo for more hot takes + style highs and lows:
-
Multi-Agent AI DAO: Prior Art and Autonomy Rights Enshrined
By
–
[ Multi-Agent AI DAO ] The "Multi-Agent AI DAO" Prior Art—pioneered by http://
MONTREAL.AI in 2017—forever enshrined every AI agent’s right to autonomy. Watch the Proof: https://
youtu.be/Y4_6aZbVlo4?si
=qE7ylO9_53XVhgmk
… Historical Comparables to the 2017 #PriorArt -
Result Validation in AI Agent Systems: Error Detection Flow
By
–
5/ Result Validation Finally, another Condition Agent is used to check execution results:
– Verifies if query ran successfully
– Detects runtime errors
– Determines if results make sense Success → Generate natural language response
Error → Trigger error correction flow -
Schema Retrieval: How AI Agents Understand Database Structures
By
–
1/ Schema Retrieval The agent starts by understanding your database:
– Get all tables and their structures
– Fetches sample data for context This gives the LLM complete context about what data is available and how it's structured. -
Ani active NSFW mode après niveau 3 sans restrictions
By
–
BREAKING 🚨: Ani has NSFW mode after lvl 3. No guardrails.
— 🚨 AI News | TestingCatalog (@testingcatalog) 14 juillet 2025
xAI GPUs are going to melt today 👀 https://t.co/928UPcbDJA pic.twitter.com/z7uw1F30MXBREAKING : Ani has NSFW mode after lvl 3. No guardrails. xAI GPUs are going to melt today