External pipelines · RISE project catalogue
Sakana AI Scientist (v1)
The original AI Scientist release (arXiv:2408.06292): an end-to-end agentic pipeline that ideates, runs experiments, and writes a paper with self-review on a fixed set of CS templates (NanoGPT, 2D Diffusion, Grokking). Foundational reference for the AI-scientist line and direct predecessor to v2.
Where it sits
left: what it builds on · right: what builds on it · pale: exampleContributed by Sakana AI
How studies reach it
No published study reaches it yet.
Disciplines it reaches
No study reaches it yet.
Solid: published studies. Light: examples.
Computed from the records on this site: what each study, template and specialist names as used, which study extends which, and who contributed what. 0 studies in total.
What it does
First widely-noticed system to demonstrate a complete machine-learning paper produced autonomously by an LLM pipeline, including in-pipeline reviewer simulation. Released with example papers and per-template scaffolds, making the line of work concrete and inspectable.
- Focus
- end-to-end
- Inputs
- research-area, template
- Outputs
- paper-pdf, code, experiment-logs, llm-generated-review
- Architecture
- multi-agent, tool-use, iterative-loop, artifact-versioning
- Maintained by
- Sakana AI
- Started
- 2024
Description
Data model- Discipline
- Computer science
- Method family
- not specified
- Design
- not specified
- Research stage
- HypothesesResearch designData analysisCode generationDraftingRevision and editingReview
- Contributors
- Sakana AI
- Usage
- not used in published research yet
- Source
- RISE project catalogue · projects/landscape · @4c17bae
- Record
- pipeline:sakana-ai-scientist-v1 · JSON
Solid tags are declared by the source or mapped from its terms; dashed tags are inferred by a published rule. Hover a tag for its provenance.
Bring it into the standard
A pipeline built outside E2ER can meet the standard by describing its steps as a template, attaching the floor of checks and publishing evaluation records. Its authors keep ownership and credit.