jmagly/profile-temporal
agentic/code/frameworks/research-complete/skills/profile-temporal/SKILL.md
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`.
$ install --global
skillsauthnpx skillsauth add jmagly/aiwg profile-temporalInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
- namespace:
- aiwg
- platforms:
- [all]
- name:
- profile-temporal
- description:
- 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`.
- argumentHint:
- --entity PROF-P-x [--out PATH]
- allowedTools:
- Read, Bash
- model:
- sonnet
- category:
- research-analytics
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
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