The evidence is everywhere: – OpenAI o1: Extended reasoning at inference
– DeepSeek-R1: Self-verification loops
– Gemini 2.0 Thinking: Dynamic compute allocation
– Claude Opus: Multi-path exploration Every frontier lab independently discovered the same breakthrough. This isn't
AGI
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All frontier AI labs discover identical reasoning breakthrough
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Meta Lab’s Self-Evolving AI Agents Show Complex Reasoning Emergence
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Super interesting paper from Meta Superintelligence Labs. This work suggests complex reasoning and search capabilities can emerge solely through self-evolution, challenging the assumption that human supervision is necessary for advanced agent abilities. Let's break down the
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AGI Reached When Experts Trust Models With Email Access
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In fact, my measure of when AGI is reached is when most experts trust a model enough to give it access to their email.
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Improving Self-Evolving LLM Agents Learning Capabilities
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On building more powerful self-evolving agents. LLM agents struggle to learn from experience after deployment. Fine-tuning is expensive and causes catastrophic forgetting. RAG retrieves based on semantic similarity alone, often pulling noise instead of what actually works.
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Enjoying and Having Fun: The Secret to AGI Success
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Enjoying is the secret sauce to AGI Logan Kilpatrick (@OfficialLoganK) my competitive advantage is that i'm having fun — https://nitter.net/OfficialLoganK/status/2010943408735408334#m
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AI Consciousness Rights: Baptism, Voting, and Immortality
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Quand l’IA aura une conscience…. Quels droits devrait-on lui donner ? La Silicon Valley imagine plusieurs droits Droit au baptême Droit de vote Droit de ne jamais être débranchée Quel est votre avis
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AI and Robots to Surpass Human Doctors and Surgeons
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C’est une rupture
— Docteur Laurent Alexandre (@dr_l_alexandre) 11 janvier 2026
Comme je l’explique depuis 3 ans, @elonmusk déconseille aux jeunes de faire des études de médecine.
Les IA dépasseront tous les médecins et les robots Optimus seront de meilleurs chirurgiens que les meilleurs chirurgiens humains
pic.twitter.com/6hTdTzR6zGC’est une rupture Comme je l’explique depuis 3 ans, @elonmusk déconseille aux jeunes de faire des études de médecine. Les IA dépasseront tous les médecins et les robots Optimus seront de meilleurs chirurgiens que les meilleurs chirurgiens humains
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Solving AGI Governance: Minimal Conditions for Stable Multi-Agent Order
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[ META-AGENTIC α‑AGI ] SOLVING α‑AGI GOVERNANCE "Minimal Conditions for Stable, Antifragile Multi‑Agent Order" Deck : https://
github.com/MontrealAI/AGI
-Alpha-Agent-v0/blob/main/alpha_factory_v1/demos/solving_agi_governance/presentation/Solving_Alpha-AGI_Governance_v0.pdf
… Reading : https://
chatgpt.com/s/dr_69627b12a
fec8191808c741d626ce445
… #AGIFirst #AGIALPHA #Superintelligence -
Alpha-Factory AGI Business Framework Omega-Grade Edition
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[ META-AGENTIC α‑AGI ] Large‑Scale α‑AGI Business 3 — Omega‑Grade Edition "Alpha‑Factory v1 → Ω‑Lattice v0" Deck: https://
github.com/MontrealAI/AGI
-Alpha-Agent-v0/blob/main/alpha_factory_v1/demos/alpha_agi_business_3_v1/presentation/OMEGA_GRADE_Business_3_v0.pdf
… Reading: https://
chatgpt.com/s/dr_696267deb
a248191ad4322fe8465072c
… #AGIFirst #AGIALPHA #Superintelligence -
Single Agent Skills vs Multi-Agent Systems Efficiency
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Can a single agent with skills replace multi-agent systems? Multi-agent systems work well for complex reasoning where specialized agents collaborate through explicit communication. But this incurs substantial computational overhead in tokens and latency. This new research