literature-review-sprint
Literature Review Sprint
Turn a broad topic, rough idea, or uncertain project direction into a ranked literature map and concrete research implications.
Use this skill when:
- a user needs to understand a new field quickly
- novelty depends on whether close prior work already exists
- a project needs canonical, closest, and recent/concurrent papers before algorithm or experiment design
- a paper draft has weak related-work positioning but the goal is still field understanding, not final citation cleanup
- an advisor meeting needs a crisp paper map, gap analysis, or next reading plan
- early experiments or writing reveal that the project may be in the wrong literature frame
Do not use this skill as a metadata or BibTeX checker. Use citation-audit for citation correctness and citation-coverage-audit for submission-time missing-reference review.
Pair this skill with:
research-project-memorywhen literature findings should persist as risks, actions, claims, or positioning decisionsresearch-idea-validatorbefore or after the sprint when the result should become a pursue/revise/park/kill decision
More from a-green-hand-jack/ml-research-skills
project-init
Initialize an ML research project control root. Use for paper/code/slides repos, shared memory, GitHub Project alignment, agent guidance, worktree policy, and lifecycle handoffs.
39init-python-project
Initialize or enhance a Python/ML project. Use for new repos or forks needing production structure, uv environment setup, and research evidence docs.
37new-workspace
Create Git branches or worktrees for research code and paper versions. Use for experiments, baselines, rebuttal fixes, arXiv/camera-ready branches, and worktree memory.
36project-sync
Sync verified code-side experiment results into paper memory. Use when logs, reports, run docs, or user-confirmed metrics should become paper-facing evidence.
36init-latex-project
Initialize a LaTeX academic paper project. Use for new conference or journal papers needing templates, macros, venue preambles, and writing guidance.
36add-git-tag
Create annotated Git milestone tags. Use when completing a phase, releasing a version, or marking a research checkpoint.
36