FINDING #8312 · 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)
6% 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
5.00
ACCEL
+1.14
RETENTION
60.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 35 STARS / WINDOW
Author Audience
AUDIENCE
84
FOLLOWERS
17
OWNER ★
667
Engagement Signals
FORKS
9
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 35 / 35 (DIVERSITY 1.00)
Why This Is A Finding
zengxiao-he/tessera собрал 35 звёзд за окно, тогда как у автора всего 17 подписчиков — эффективная аудитория ≈ 84. Это даёт surprise-индекс 0.0404 (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 9771 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 15%
VELOCITY5.003.71+1.29ABOVE 60%
RETENTION60.0%39.3%+20.7 PPABOVE 80%
FORKS991-82ABOVE 12%
SURPRISE0.040.01+0.03ABOVE 84%