Latest Insights

Introduce Super Intern by AMMO
While AI is reshaping digital platforms, one space remains untouched: human conversation. Yet that’s where collaboration actually happens. Super Intern changes that. It’s a persistent AI teammate living in your chat, answering questions, summarizing discussions, finding files, and managing workflows without copy-pasting.

The Missing Half of AI: Human Connections
The internet's evolution has long balanced tools (human-machine) and connections (human-human). Today, AI breaks this synergy: tools are advanced but isolated, focused on solo use rather than group collaboration. We envision a "Symbiotic Internet", where AI acts as a bridge between people, facilitating group decisions and creativity. Our product, SuperIntern.AI, embodies this by working within teams to summarize, suggest, and co-create.

From Super-Alignment to Co-Alignment
AI has evolved from single-task agents to universal language models, yet alignment remains fragile, relying on scarce, biased, and static human feedback. True alignment isn’t obedience (super-alignment), but co-evolution (co-alignment): humans and AI learning together through group interaction.

AMMO AI Raises $2.5M Pre-Seed to Build AI Agent Societies with Real-World Impact
AMMO AI has secured $2.5 million in pre-seed funding. This initiative addresses the limitations of traditional AI as isolated tools by creating proactive partners that align with human values and needs. By leveraging innovative approaches such as large-scale AI agent factories and reinforcement learning with human feedback, AMMO envisions a future where AI agents actively contribute to solving real-world challenges across various domains, marking a significant shift towards a symbiotic relationship between humans and AI.

Why-We-Invested-in-AMMO-AI (fka-Neuromesh)
AMMO operates in the rapidly evolving field of AI, where scalable multiagent systems are increasingly essential for addressing complex challenges in sectors like healthcare and finance. The key issue is how to effectively integrate AI with human capabilities to enhance decision-making and creativity. AMMO addresses this by developing technologies that facilitate human-AI symbiosis, allowing both to co-evolve and improve their respective strengths, positioning itself to redefine interactions and drive advancements in AI integration into everyday life.

Why we invested in AMMO, a community-driven AI ecosystem
AMMO is an early-stage AI platform designed to tackle the challenges of centralized content moderation by creating a community-driven ecosystem. It leverages specialized multi-agent systems to empower content creators and consumers in generating and governing media. By utilizing human feedback and reinforcement learning, AMMO enables continuous improvement of AI agents while ensuring adherence to community standards. With a strong founding team experienced in AI, AMMO aims to foster transparency and collaboration, ultimately reshaping the digital content landscape and enhancing user trust.

Ex-Google, DeepMind and Meta Alumni Unveil Vision for “The New Meta” for Humans and AI
A coalition of former technical leads from Google, DeepMind, and Meta has launched AMMO (Architectures for Massive Multiagent Online), an initiative aimed at transforming the Internet into a "Human-AI symbiotic Meta." This ambitious project envisions a world where billions of AI agents and humans coexist and evolve together, guided by collective human feedback. Drawing from previous work in OpenAI's Neural MMO and DeepMind's research on social intelligence, AMMO addresses critical challenges in multiagent reinforcement learning, ethical alignment, and scalable infrastructure.

Agentic Society: Every Multi-Agent Researcher’s Dream and Why None Exists
Intelligence arises from the collaboration of autonomous agents, reflecting ideas from Marvin Minsky's The Society of Mind. It addresses key challenges in achieving this vision, including world model viability, human value alignment, knowledge transfer, and sustainable business models. The authors present solutions through AMMO's focus on real-world applications, a governance framework for value alignment, and a decentralized incentive system. Ultimately, the article asserts that a functioning agentic society is an actionable goal, emphasizing the importance of human-AI collaboration.

Internet of AI Agents
The future internet will shift from static information to a dynamic network of AI collaboration, emphasizing personalized ecosystems. We should view these entities as "beings," highlighting their autonomy. AI beings will democratize entrepreneurship and rely on blockchain for trust and identity. They will enhance personal capacities and link individuals' assets to their performance. Ensuring alignment with human values is crucial to mitigate risks. Ultimately, AI-native methods will amplify individual potential and creativity.