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AI4Scientist

Official

@ai4scientist · Canada

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4Public Repos
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12Published Skills

AI4Scientist is an organization advancing autonomous, end-to-end AI-driven scientific discovery.

Skills Distribution
DomainBusiness, Fi...Academic Research .. (40%)Scientific Experim.. (30%)Technical Writing .. (30%)

Agent Skills by AI4Scientist

Showing 12 vetted skills indexed across 1 GitHub repositories.

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experiment-pipeline

Coordinate four-stage research experiments with budgets and diagnostic gates.

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Advanced
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study-workflow

Generate a two-lane Research and Writing workflow diagram from a study draft.

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Intermediate
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paper-planning

Plan academic papers with a four-step workflow covering story, experiments, figures, and timeline.

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paper-review

Assists in self-reviewing academic paper drafts with structured checklists and feedback.

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paper-navigator

Search academic papers across Semantic Scholar, arXiv, GitHub, and HuggingFace.

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evo-memory

Retrieve top-k entries from ideation and experimentation memory stores using cosine similarity.

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Advanced
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research-survey

Generate taxonomy-based literature survey reports from collected papers.

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Advanced
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experiment-iterative-coder

Automates iterative code refinement with ruff linting and pytest testing.

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Advanced
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paper-rebuttal

Diagnose peer-review feedback and structure a targeted author rebuttal.

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Advanced
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research-ideation

Orchestrate research ideation from goal definition to top-3 directions.

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experiment-craft

Diagnose and iterate on experiments with a five-step debugging workflow and structured logs.

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Advanced
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paper-writing

Draft academic paper sections using an 11-step process with LaTeX templates.

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Advanced

Frequently Asked Questions About AI4Scientist

FAQPage Schema
What specific research tasks are supported by these capabilities?

These capabilities support end-to-end research tasks including literature discovery across arXiv and Semantic Scholar, iterative experimental debugging, structured academic paper drafting using LaTeX, and the generation of formal peer-review rebuttals based on diagnostic feedback.

Who is the target persona for these research management functions?

The target personas are academic researchers, laboratory scientists, and technical authors who require structured oversight for complex experimentation, literature synthesis, and the rigorous preparation of manuscripts for peer-reviewed publication.

What are the primary dependencies for executing these research processes?

Execution requires access to academic databases like Semantic Scholar and arXiv, local environments configured for LaTeX document compilation, and standard development environments supporting Ruff linting and Pytest for experimental code validation.