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AI/MLjmagly

profile-temporal

Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.

Stars
141
Source
jmagly/aiwg
Updated
2026-05-31
Slug
jmagly--aiwg--profile-temporal
View on GitHubRaw SKILL.md

// install — copy + paste into any project

mkdir -p .claude/skills && curl -fsSL https://raw.githubusercontent.com/jmagly/aiwg/HEAD/agentic/code/frameworks/research-complete/skills/profile-temporal/SKILL.md -o .claude/skills/profile-temporal.md

Drops the SKILL.md into .claude/skills/profile-temporal.md. Works with Claude Code, Cursor, and any agent that loads SKILL.md files from .claude/skills/.

Profile Temporal

Publication-trajectory analysis for one profile (the §7 table + hot-streak).

How to run

aiwg corpus profile-temporal --entity PROF-P-vaswani-ashish
aiwg corpus profile-temporal --entity PROF-P-vaswani-ashish --out indices/vaswani-trajectory.md

Reports per-year paper counts, top topics, topic drift (cosine distance between consecutive-year topic vectors; >0.3 flagged as a pivot), hot-streak (≥3 consecutive years each with ≥1 A-grade paper, Fortunato 2018), career phase (early ≤5y / mid ≤15y / senior), and trajectory trend.

Triggers

  • "publication trajectory for X"
  • "hot streak detection"
  • "topic drift over time"
  • /profile-temporal

References

  • @$AIWG_ROOT/src/artifacts/corpus-tools/profile-temporal.ts — implementation
  • profile-metrics / profile-communities skills