FINDING #8102 · UNIT ID 1260030086
zengxiao-he/tessera
From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracle, and interpretability tooling.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
4% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
6.67
ACCEL
+3.00
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 20 STARS / WINDOW
Author Audience
AUDIENCE
82
FOLLOWERS
17
OWNER ★
653
Engagement Signals
FORKS
9
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 20 / 20 (DIVERSITY 1.00)
Why This Is A Finding
zengxiao-he/tessera собрал 20 звёзд за окно, тогда как у автора всего 17 подписчиков — эффективная аудитория ≈ 82. Это даёт surprise-индекс 0.0545 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 15% OF 9558 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9558 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY6.675.67+1.00ABOVE 56%
RETENTION0.0%42.9%-42.9 PPABOVE 0%
FORKS9333-324ABOVE 7%
SURPRISE0.050.00+0.05ABOVE 89%