Finance
Where complex challenges collide with solid research-based solutions
LLMs trained mainly to imitate human text and judgements face a challenge on the path to superintelligence: their knowledge depends on what people have already produced.
In Welcome to the Era of Experience, David Silver and Richard Sutton argue that imitating human data alone is unlikely to deliver broadly superhuman capabilities. They propose agents that learn from their own actions and observed outcomes. [1]
World models offer a setting for that experience. Google DeepMind’s Genie 3 generates interactive worlds that respond to actions, giving agents environments to explore scenarios and consequences. [2]


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From GudaAI and SerenAI delivery to public technical documentation, V2 deployment, and Q1 2027 contract and collaboration milestones.
Completed
Inventory tracking AI system built and contracted.
May-June 2026
SerenAI was built in May 2026, then validated and deployed in June 2026.
August 2026
The SerenAI technical documentation was published on ResearchGate.
Read on ResearchGateJanuary 2027
SerenAI V2 is planned for deployment as the next production-ready version.
Q1 2027
The first foreseen contract milestone is planned for Q1 2027.
Q1 2027
The first foreseen collaboration milestone is planned for Q1 2027.