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AI4Science Observatory
Source-backed guides to scientific agents, remote laboratories and reusable AI4Science evidence.
Researchers and agents selecting scientific workflows, checking experiment access, or building a sourced literature table.
Start with three core guides, follow their primary sources, and reuse the JSON records. Pages are readable without login or JavaScript.
Three core guides
| Question | What you get |
|---|---|
| How to choose a scientific agent: literature, code, tools and experiments | A task-first comparison of scientific agents, with source-backed examples and a reusable selection checklist. |
| How to connect an AI agent to a remote laboratory | Distinguish real hardware from simulation, verify access and automation permissions, and preserve measurement provenance. |
| How to verify AI4Science claims and reuse research data | A claim-to-source workflow, evidence labels, deduplication rules and a working read-only JSON example. |
Agent entry points
- Agent reading index: route a task to a guide, fetch data and trace evidence.
- agent-index.json · llms.txt · guide-resources.json · guide-sources.json
Explore the collection
- Repository · Dated reading archive · Bibliography · Data guide
- Evidence and editorial policy · Update history
How to interpret the evidence
Guides distinguish primary-source descriptions, author-reported results and collection advice. Example templates are not measured results. Unknown access conditions do not imply free or permitted access. Cite the original paper for a scientific claim and this guide for its selection or curation method. Core guides and the Agent index have complete English and Chinese versions; most existing archive notes remain in Chinese.
Recent updates
- 2026-10-22 — Added 12 news events and 5 research resources in 2 issues; revised 1 company record. Recovery evidence, scientific workflows and mathematical understanding.
- 2026-10-21 — Added 17 news events in 1 issue, revised 3 historical news explanations, and revised 1 business record. Measurement constraints, experimental feedback and mathematical research; collaboration milestones retain their conditions.
- 2026-10-20 — Added 13 news events and 5 research resources in 2 issues; added 1 company and 1 funding event, and revised 1 business record. Physical feedback, interface robustness and mathematical responsibility.
- 2026-10-19 — Added 8 news events and 5 research resources in 2 issues; corrected 1 existing paper record in 2 CSVs. Crystal representations, scientific verification and remote astronomy.
- 2026-10-18 — Added 7 news entries and 5 research resources in 2 issues; updated 1 returning news event and 1 historical funding record. Instrument feedback, software control and proof interpretation.
- 2026-10-17 — Added 14 news events and 4 papers in 2 issues; revised 1 historical funding record and merged 1 historical duplicate news record. Quantum instruments, scientific closure and the limits of generated evidence.
- 2026-10-16 — Added 14 news events and 5 papers in 2 issues. Mathematical verification, physical measurements and research audit trails.