Scientist World: Grow a Research World for AI-Scientists
Taiming Lu +2
AI-Scientists arrived, but a world for them to grow in did not.
arXiv→Monolith 03
Precision farming intelligence for South Asian crops. Climate modeling for the agricultural systems that feed 2 billion people.
Phase 01 active. First live pilot deployment: within 6 months of launch.
Official partnership with the Sri Lanka Department of Agriculture.
First live pilot deployment: within 6 months of site launch.
Live from the frontier
Questions
The Advanced Agriculture laboratory focuses initially on rice, tea, and coconut — Sri Lanka's primary agricultural exports and food crops. The first live pilot is a rice-yield prediction model for the North Central Province, the country's main paddy-growing region.
Yes. The partnership with the Sri Lanka Department of Agriculture is an active data-sharing relationship. DOA provides historical yield data, soil classification maps, and field-trial data; ASI Research Lab provides research outputs the DOA can deploy through its extension services.
Sri Lanka's agricultural land is covered by the free Sentinel-2 (ESA) and Landsat-9 (NASA) programs. NDVI and derivative indices from this multispectral imagery provide reliable early indicators of crop stress, converted into field-level alerts through an automated processing pipeline.
The first live pilot deployment is targeted within six months of site launch: a rice-yield prediction model for the North Central Province. The scope is deliberately narrow, specific, and achievable.
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Taiming Lu +2
AI-Scientists arrived, but a world for them to grow in did not.
arXiv→Linqian Wu +1
Interpretability, AI auditing and assessments of machine consciousness increasingly rest on mechanism-level quantities: functionals of a system's causal transition law that describe how it computes, not what it outputs.
arXiv→Zeyu Leo Liu +9
On-policy distillation (OPD) trains a student on its own rollouts under a frozen teacher's per-token supervision.
arXiv→Fazl Barez +26
Neural networks are likely to be among the most consequential artefacts in human history.
arXiv→Ilker Gurcan +2
Discovering continuous symmetries directly from differential-equation data can reveal geometric structure for model reduction and scientific machine learning without symbolic determining equations or a closed-form representation of the governing system.
arXiv→Chenruo Liu +3
Low-rank adaptation (LoRA) is commonly used in both supervised fine-tuning (SFT) and reinforcement learning (RL), often under similar optimizer settings.
arXiv→