Falkor's new GraphRAG SDK just took #1 on GraphRAG bench and yes it's open source
@yoheinakajima
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Agent Orchestration Mirrors Org Charts More Than Backend Architecture
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developers talk about agent harnesses/orchestration like it's back-end architecture and that if they could only get it right, they can keep building on top of it but what if it's more like personal/organizational decision making processes and org charts, and it's meant to be
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AI Explores Hypothetical Physics and Biology in Speculative Science
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Speculative Science & Frontier Modeling Platforms
— Yohei (@yoheinakajima) 29 avril 2026
AI collaborates with scientists to explore hypothetical physics, biology, and new paradigms. This isn’t just research acceleration, it’s exploration of entirely new possibility spaces.
The behavior underpinning it is curiosity… pic.twitter.com/s6urkKLf1HSpeculative Science & Frontier Modeling Platforms AI collaborates with scientists to explore hypothetical physics, biology, and new paradigms. This isn’t just research acceleration, it’s exploration of entirely new possibility spaces. The behavior underpinning it is curiosity
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AI as Advocate for Non-Human Stakeholders in Governance
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Anthropocene Mediation Platforms (Human ↔ Nature)
— Yohei (@yoheinakajima) 29 avril 2026
Systems represent non-human stakeholders (rivers, forests, ecosystems) in decision-making processes. AI models impact, advocates for outcomes, and participates in governance frameworks.
This emerges from a shift where… pic.twitter.com/AJMXYkTsg0Anthropocene Mediation Platforms (Human Nature) Systems represent non-human stakeholders (rivers, forests, ecosystems) in decision-making processes. AI models impact, advocates for outcomes, and participates in governance frameworks. This emerges from a shift where
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AI Agents as Cultural Memory Preservation Systems
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Cultural Memory & Legacy Systems
— Yohei (@yoheinakajima) 29 avril 2026
Agents preserve languages, traditions, and personal histories as living, interactive systems. This extends to individuals (family memory) and entire cultures.
The driver is loss: as the world accelerates, preservation becomes more valuable.… pic.twitter.com/JUQs4OnDT9Cultural Memory & Legacy Systems Agents preserve languages, traditions, and personal histories as living, interactive systems. This extends to individuals (family memory) and entire cultures. The driver is loss: as the world accelerates, preservation becomes more valuable.
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AI-Powered Trust-Based Micro-Community Networks Replace Large Platforms
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Trust-Based Micro-Community Networks
— Yohei (@yoheinakajima) 29 avril 2026
Small, high-trust groups become more valuable than large, low-trust networks. AI helps form, maintain, and govern these groups based on shared values and behavior.
This is a direct reaction to the dilution of trust in large platforms. Humans… pic.twitter.com/64Cnbvb4jHTrust-Based Micro-Community Networks Small, high-trust groups become more valuable than large, low-trust networks. AI helps form, maintain, and govern these groups based on shared values and behavior. This is a direct reaction to the dilution of trust in large platforms. Humans
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AI Systems Support Ethical and Moral Decision-Making Processes
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Ethical & Moral Decision Support Systems
— Yohei (@yoheinakajima) 29 avril 2026
AI systems help individuals and organizations navigate complex ethical decisions. These aren’t prescriptive, but reflective, offering frameworks, precedent analysis, and consequence modeling.
As decisions become more complex and visible,… pic.twitter.com/WEIwfKpFdsEthical & Moral Decision Support Systems AI systems help individuals and organizations navigate complex ethical decisions. These aren’t prescriptive, but reflective, offering frameworks, precedent analysis, and consequence modeling. As decisions become more complex and visible,
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Hyper-Personalized Learning Systems Adapt to Individual Cognition
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Hyper-Personalized Learning & Cognitive Systems
— Yohei (@yoheinakajima) 29 avril 2026
Education shifts from standardized curricula to lifelong adaptive systems tuned to individual cognition. These platforms incorporate behavioral science, memory patterns, and motivation loops.
The enduring truth: people learn… pic.twitter.com/LWwuqZHPvTHyper-Personalized Learning & Cognitive Systems Education shifts from standardized curricula to lifelong adaptive systems tuned to individual cognition. These platforms incorporate behavioral science, memory patterns, and motivation loops. The enduring truth: people learn
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AI Co-Creation Studios Turn Consumers Into Product Builders
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AI-Powered Co-Creation Studios
— Yohei (@yoheinakajima) 29 avril 2026
Consumers become co-builders of products, not just buyers. AI translates intent into production, collapsing the gap between idea and execution.
This drives hyper-personalization, but more importantly, emotional ownership. People value what they… pic.twitter.com/ARnwZBraJjAI-Powered Co-Creation Studios Consumers become co-builders of products, not just buyers. AI translates intent into production, collapsing the gap between idea and execution. This drives hyper-personalization, but more importantly, emotional ownership. People value what they