Explore Franklin AI

AI Research Papers

Understand new AI research with readable explanations and links to the original papers.

Oct 19, 2026

AI Agents Skills

CDSE separates an agent skill into planning, experience, tools and scripts

A skill-evolution framework updates four coordinated components instead of treating a reusable skill as one undifferentiated document.

Oct 19, 2026

Inference GPU Optimization

Hopper GPU kernels pair FP8 prefill with INT4 decode, reporting speed gains alongside a measured perplexity cost.

Oct 19, 2026

Robotics Scientific Agents

A research system develops missing laboratory capabilities in a digital twin and validates workflows through physical experiments.

Oct 19, 2026

Interpretability AI Research

Per-sample sparse coding improves agreement between independently learned dictionaries in synthetic and model-activation experiments.

Oct 19, 2026

AI Research Social Reasoning

A research framework models changing subjective states, reporting results on DynToM and RecToM while leaving real-person validation open.

Oct 19, 2026

Scientific Agents Drug Discovery

A drug-discovery harness links scientific operations, evidence and skill review, with benchmark and laboratory results reported separately.

Oct 19, 2026

Scientific AI Molecular Research

A learned search policy refines same-formula molecular candidates, while fingerprint prediction remains a limit on exact identification.

Oct 19, 2026

AI Safety Monitoring

A single monitor is trained to assess different behaviours in reasoning traces, using broad or specific natural-language factors.

Oct 19, 2026

Scientific AI Reproducibility

Agents reproduced 77.4% of atomic claims in a 20-paper benchmark, while expert review showed why robustness flags need human assessment.

Oct 19, 2026

Agent Memory Retrieval

A temporal locator predicts when relevant evidence occurred, then merges that retrieval channel with ordinary semantic search.

How do I use these AI research explainers?

Start with the overview to understand the paper’s main idea, then follow its original paper link for the methods, results and limitations.

Can I suggest a research paper?

Use Submit Research to send the original paper URL and explain why it is useful. An editor reviews the suggestion before publication.