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snake-fan
GitHub creator profile

snake-fan

Repository-level view of 10 collected skills across 2 GitHub repositories.

skills collected
10
repositories
2
updated
2026-06-29
repository explorer

Repositories and representative skills

paper-reading-field-map
postsecondary-teachers-all-other

Use when the user is new to a research direction and wants to scan papers to understand branches, representative works, common methods, benchmarks, metrics, saturated areas, and unclear areas.

2026-06-24
paper-reading-research-question
postsecondary-teachers-all-other

Use when the user knows the broad field and reads papers to find concrete, researchable, experimentally testable gaps or research questions.

2026-06-24
paper-reading-problem-reality-check
postsecondary-teachers-all-other

Use when the user wants to stress-test whether one selected Research Question Card's problem is real, evidence-backed, externally grounded, safely motivated, and worth keeping as a research motivation.

2026-06-24
paper-reading-theoretical-grounding
postsecondary-teachers-all-other

Use when the user has a research problem but needs theoretical foundations, conceptual lineage, or research traditions that support the problem framing.

2026-06-24
paper-reading-method-inspiration
postsecondary-teachers-all-other

Use when the user has a rough problem and reads papers to collect transferable modeling ideas, architectures, training flows, optimization objectives, agent pipelines, or data construction methods.

2026-06-24
paper-reading-method-commitment
postsecondary-teachers-all-other

Use when the user has a selected Candidate Method, multiple Candidate Methods to merge, a user-authored rough method, or a reconstructed chat method and wants to converge on one human-owned method outcome before experiment design, research framing, or risk review.

2026-06-24
paper-reading-experiment-design
postsecondary-teachers-all-other

Use when the user has a method idea or Committed Method Design and reads papers to design tasks, datasets, baselines, metrics, ablations, human evaluation, user studies, or a claim-to-evidence experiment plan.

2026-06-24
paper-reading-research-framing
postsecondary-teachers-all-other

Use when one research source chain is stable enough to turn into paper framing or a provisional framing sketch by comparing closest related works, checking claim-level citation support, clarifying positioning and differentiation, and producing a writing blueprint.

2026-06-24
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