| 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`. |
| commandHint | {"argumentHint":"--entity PROF-P-x [--out PATH]","allowedTools":"Read, Bash","model":"haiku","category":"research-analytics","modelRole":"efficiency","modelTier":"economy"} |
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
