AGI - AI Dynamics

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Multiple LLMs Solve Previously Unsolvable ARC-AGI-2 Examples Together

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@hardmaru

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01 July 2025 7h25

Many ARC-AGI-2 examples that were unsolvable by any single LLM were solved by combining multiple LLMs. In some cases, an initially incorrect attempt by o4-mini is used by R1-0528 and Gemini-2.5-Pro as a hint to get to the correct solution. ARC-AGI-2 code: https://
github.com/SakanaAI/ab-mc
ts-arc2
…

→ View original post on X — @hardmaru

AB-MCTS: Inference-Time Scaling for Frontier AI Model Cooperation

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@hardmaru

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01 July 2025 3h59

Inference-Time Scaling and Collective Intelligence for Frontier AIhttps://t.co/3qSUaEixQU

We developed AB-MCTS, a new inference-time scaling algorithm that enables multiple frontier AI models to cooperate, achieving promising initial results on the ARC-AGI-2 benchmark.… pic.twitter.com/9guSv7Dtv0
— hardmaru (@hardmaru) 1 juillet 2025

Inference-Time Scaling and Collective Intelligence for Frontier AI https://
sakana.ai/ab-mcts/ We developed AB-MCTS, a new inference-time scaling algorithm that enables multiple frontier AI models to cooperate, achieving promising initial results on the ARC-AGI-2 benchmark.

Agent Smith: Never Send Human to Machine Job

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01 July 2025 2h53

Agent Smith : "Never send a human to do a machine's job." #AGIALPHA #AGIFirst

AGI Agent Auto-Generates Fashion Trends, Sells Out in 36 Hours

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01 July 2025 2h48

[ α‑AGI Business ] Example Scenario : " Minted StylePulse.a.agi.eth with $AGIALPHA—AGI scouts trends, auto-prints patterns, books factories. Collection sold out in 36 h. Solo designer, global runway." #FashionAlpha GitHub : https://
github.com/MontrealAI/AGI
-Alpha-Agent-v0/blob/main/alpha_factory_v1/docs/alpha_agi_business.md
… #AGIALPHA

Autonomous AI Venture Agents with Alpha Token Incentives

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01 July 2025 2h46

[ α‑AGI Business ] Example Scenario : " Imagine a venture arm that never sleeps, never stalls—only compounds. Register venture.a.agi.eth Spin up scout., dd., pulse. agents (all .a.agent.agi.eth) Fuel them with $AGIALPHA so they learn by inventing tougher

AGI Meta-Agent Automates Royalty Claims Settlement On-Chain

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01 July 2025 2h03

[ α‑AGI Business ] Illustrative demo (only) — RoyaltyRadar.a.agi.eth Staked 500 $AGIALPHA; its meta-agent spun up/retired specialist α-AGI Agents on-the-fly, scraped every DSP ledger, Bayesian-proved the gaps, drafted the claim, and auto-settled €2 140 to my wallet

→ View original post on X — @nathanlands

Someone Has to Do This Difficult Job

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@nathanlands

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01 July 2025 1h55

It’s a hard job but someone has to do it.

OceanRoute AGI Agent Hive Optimizes Global Container Logistics

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01 July 2025 1h46

[ α‑AGI Business ] Example Scenario: OceanRoute.a.agi.eth – hypersmart freight exchange “ Global shipping, meet OceanRoute.a.agi.eth. Our agent hive re-plans 14 k container paths / hour, sensing port backlog, weather radar & spot-fuel swings.
Logistics slack → 31