Evidaxis

ART

repo
Post-training & Alignment · n = 16 · OpenPipe/ART
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — 1 of 3 axes measurable Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
1 of 3 axes

Gate: not computable — 1 of 3 axes measurable

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 16 in cohort
percentile 100 within cohort p25 p50 p75 p0 p100
percentile
p100
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.11 within cohort, log-slope +0.058/wk.0+2.11
velocity z
+2.11 σ
slope
+0.058/wk
log-slope +0.058/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met.
cohort
16
systems measured
weekly commits
14
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
76.4
percentile p100
commit heatmap, last 26 weeks14/wk
weekly commits, 26 weeks26 weeks of commits, peak 30 in a week, 25 active weeks, 263 total.week 1: 2 commitsweek 2: 5 commitsweek 3: 4 commitsweek 4: 4 commitsweek 5: 6 commitsweek 6: 2 commitsweek 7: 1 commitsweek 8: 10 commitsweek 9: 3 commitsweek 10: 29 commitsweek 11: 8 commitsweek 12: 9 commitsweek 13: 10 commitsweek 14: 2 commitsweek 15: 10 commitsweek 16: 12 commitsweek 17: 7 commitsweek 18: 5 commitsweek 19: 0 commitsweek 20: 13 commitsweek 21: 6 commitsweek 22: 8 commitsweek 23: 29 commitsweek 24: 26 commitsweek 25: 22 commitsweek 26: 30 commits
weeks
26
peak/wk
30
active
25
total
263
citations by yearCitation source: not measured.

ART holds an Evidaxis momentum score of 76.4 of 100 on methodology m3, snapshot 2026-09-26, measured within the Post-training & Alignment cohort (n = 16). Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

Derived signals

second-order reads, computed from the published series

Three signals ship when the commit series is statistically sufficient; the rest are held in a reserved state until the data supports them. A reserved signal shows its reason, never a fabricated number. How these are computed.

recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio +12.38, regime accelerating. prior slope +0.012, recent slope +0.150 per week. +0.012prior 39w+0.150recent 13w+12.38×
swing
+12.38×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.021 with 95% CI -0.001 to +0.043, 50 degrees of freedom. CI spans zero.0+0.02195% CI -0.001, +0.043-0.001+0.043
sharpe
+0.021
95% ci
-0.001, +0.043
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 4 (2025-10-25), slope change +5.231 commits per week.2025-10-25
date
week
4 of 52
Δslope
+5.231/wk
snapshot 1 of 1 · · m3
code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

status
reserved
value
insufficient data
snapshot 1 of 1 · · m3
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m3
methodology gate snapshot 1 of 1 · · m3
commit weeks
52
citation years
0
shipped
3
reserved
3

shipped

  • recency-swing
  • commit-sharpe
  • commit-changepoint

reserved

  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m3

Reconstructed history

ART reconstructed weekly commits49 points, range 1 to 29 commits/wk.
min
1 commits/wk
max
29 commits/wk
latest
22 commits/wk
points
49

Weekly commits over the past year, reconstructed from git history (GitHub commit_activity). This is reconstructed, not a point-in-time capture. Evidaxis captures the Type-2 signals (watchers, issues, dependents) live and never backfills them; those are the moat.

Measurement states

ART is under weekly measurement. History: 11 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met. Gate: not computable — 1 of 3 axes measurable

Sources

OpenPipe/ART development-velocity axis

Others in Post-training & Alignment

AReaL Post-training & Alignment
1 of 3 axes measurable
47
p47
vel -0.26 cit no axis deps no axis
axis dials
-0.26 n/a n/a
Axolotl Post-training & Alignment
1 of 3 axes measurable
53
p60
vel +0.20 cit no axis deps no axis
axis dials
+0.20 n/a n/a
LLaMA-Factory Post-training & Alignment
1 of 3 axes measurable
29
p0
vel -1.67 cit no axis deps no axis
axis dials
-1.67 n/a n/a
ms-swift Post-training & Alignment
1 of 3 axes measurable
52
p53
vel +0.19 cit no axis deps no axis
axis dials
+0.19 n/a n/a
NeMo-RL Post-training & Alignment
1 of 3 axes measurable
75
p93
vel +1.97 cit no axis deps no axis
axis dials
+1.97 n/a n/a
Open R1 Post-training & Alignment
1 of 3 axes measurable
43
p40
vel -0.60 cit no axis deps no axis
axis dials
-0.60 n/a n/a

Full Post-training & Alignment cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 clean points and 5 latest dependents not met.

Coverage state
below_floor
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
1
Confirmed-clean points
23
Reconstructed history points
n/a
As-of partition
n/a
Fragility veto
n/a
Rising vote
no

Source: deps.dev (Google), CC-BY 4.0. Modified: aggregated to system-level counts and momentum scores.

Axis definition · Snapshot axis correlations

entity_id e_2S60RGNZHBS methodology m3 snapshot 9d2fe956adbc period 2026-w39 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m3, never edited by hand. Cite as: “Evidaxis, ART, entity e_2S60RGNZHBS, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_2S60RGNZHBS:m3:2026-09-26