Research Lifecycle
Every research session follows the same rigorous, auditable pipeline.
PHASE 01
Frame
Define the research question, scope constraints, and target methodology. Claw decomposes broad interests into testable, field-aligned hypotheses and selects appropriate database coverage.
PHASE 02
Discover
Systematic search across PubMed, Semantic Scholar, arXiv, ACL Anthology, OpenAlex, and CrossRef. Filters by relevance, recency, citation impact, and replication status. Maps the full landscape.
PHASE 03
Analyze
Deep reading and evidence extraction. Identifies core claims, methodology details, statistical outcomes, and limitations. Detects contradictions across sources and weighs replication quality.
PHASE 04
Synthesize
Builds structured citation graphs, traces influence paths, and produces balanced, defensible narrative synthesis. Generates follow-up hypotheses grounded in the evidence landscape.
PHASE 05
Output
Exports publication-ready documents — LaTeX, Markdown, BibTeX. Formatted for journals, theses, conference submissions, or internal reports. Every step logged for peer review and reproducibility.
Live Session
A real research workflow running through all five phases.
Frame
you Emerging methods for hallucination mitigation in long-context reasoning models.
claw Decomposed into 3 sub-questions. Targeting NeurIPS, ACL, arXiv (cs.CL, cs.AI). Scope: 2023–2025.
Discover
claw Searching 6 databases… 42 candidate sources found. Filtering by citation count > 5 and peer-review status.
Analyze
claw Grouped: retrieval-augmented generation (14), verifier models (11), uncertainty-aware decoding (17).
claw 3 contradictory findings detected across 2024–2025 benchmarks. Prioritizing replicated results.
Synthesize
claw Citation graph built: 42 nodes, 118 edges. 4 testable follow-up hypotheses generated.
Output
claw Exported: 2-page synthesis (LaTeX), citation map (PDF), bibliography (BibTeX). Audit log saved.
█
Quick Start
# Install
$ go install github.com/academic/cli@latest
# Run a research session
$ academic claw "your research question here"
# Export to LaTeX
$ academic claw --output latex --format neurips