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2026-07-13 13:37:02 +08:00

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Research Brief

Template for document-based input to /idea-discovery or /research-pipeline. Provide detailed context instead of a one-line prompt.

Length guideline: keep the core brief to 1–2 pages (~4–8k chars). The research-wiki query_pack.md that downstream skills consume is hard-capped at 8,000 chars — an oversized brief crowds out gaps / failed-ideas / paper context. Put long material (full notes, logs, draft text) in separate files and reference them by path.

Problem Statement

[2-3 paragraphs: What is broken/missing in current approaches?]

Background

  • Field: [e.g., NLP, CV, RL]
  • Sub-area: [e.g., discrete diffusion models]
  • Key papers I've read: [3-5 papers]
  • What I already tried: [Prior experiments]
  • What didn't work: [Failed attempts and why]

Constraints

  • Compute: [e.g., 8x RTX 3090, 100 GPU-hours]
  • Timeline: [e.g., 3 months to submission]
  • Target venue: [e.g., NeurIPS 2026]

What I'm Looking For

  • New research direction from scratch
  • Improvement on existing method: [which?]
  • Diagnostic study / analysis paper
  • Other: [describe]

Domain Knowledge

[Intuitions, hypotheses, domain-specific insights]

Non-Goals

[What you do NOT want to work on]

Existing Results (if any)

[Preliminary results, tables, observations — even negative results help]