Question 1

What experiment types does FailedExp Agent support?

Accepted Answer

FailedExp Agent supports 27 experiment types including PCR, qPCR, RT-PCR, Western Blot, ELISA, RNA-seq, ChIP-seq, ATAC-seq, CRISPR, Flow Cytometry, Cell Culture, Immunofluorescence, Immunohistochemistry, Cloning, Transfection, Co-immunoprecipitation, Mass Spectrometry, Protein Purification, Confocal Microscopy, and more.

Question 2

How does FailedExp Agent troubleshoot failed experiments?

Accepted Answer

FailedExp Agent uses a multi-stage AI pipeline: it parses your experiment description, searches a 32,000+ chunk PubMed knowledge base, detects failure patterns, generates ranked hypotheses with literature-backed citations, and provides step-by-step troubleshooting recommendations with specific protocol changes.

Question 3

Is the troubleshooting based on real scientific literature?

Accepted Answer

Yes. FailedExp Agent retrieves evidence from a curated corpus of 32,000+ PubMed abstracts and PMC full-text articles. Each hypothesis is grounded with citation verification and entailment checking against the retrieved literature.

Question 4

How fast does the analysis take?

Accepted Answer

Most analyses complete in 30-60 seconds. The pipeline runs 9 specialized nodes in sequence including literature retrieval, pattern detection, hypothesis generation, evidence hunting, citation grounding, and recommendation generation.

Question 5

What languages does FailedExp Agent support?

Accepted Answer

FailedExp Agent supports 9 languages: English, Turkish (Türkçe), German (Deutsch), Spanish (Español), French (Français), Chinese (中文), Japanese (日本語), Korean (한국어), and Portuguese (Português). Both the user interface and AI-generated recommendations are fully translated.