profile-temporal

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