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: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 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 60 within cohort p25 p50 p75 p0 p100
percentile
p60
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.37 within cohort, log-slope +0.028/wk.0+0.37
velocity z
+0.37 σ
slope
+0.028/wk
log-slope +0.028/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
16
systems measured
weekly commits
20.1
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
54.6
percentile p60
commit heatmap, last 26 weeks20.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 81 in a week, 25 active weeks, 360 total.week 1: 1 commitsweek 2: 10 commitsweek 3: 3 commitsweek 4: 29 commitsweek 5: 8 commitsweek 6: 9 commitsweek 7: 10 commitsweek 8: 2 commitsweek 9: 10 commitsweek 10: 12 commitsweek 11: 7 commitsweek 12: 5 commitsweek 13: 0 commitsweek 14: 13 commitsweek 15: 6 commitsweek 16: 8 commitsweek 17: 29 commitsweek 18: 26 commitsweek 19: 22 commitsweek 20: 34 commitsweek 21: 81 commitsweek 22: 11 commitsweek 23: 1 commitsweek 24: 10 commitsweek 25: 3 commitsweek 26: 10 commits
weeks
26
peak/wk
81
active
25
total
360
citations by yearCitation source: not measured.

ART holds an Evidaxis momentum score of 54.6 of 100 on methodology m5, snapshot 2026-11-07, 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 +17.07, regime accelerating. prior slope -0.004, recent slope -0.065 per week. -0.004prior 39w-0.065recent 13w+17.07×
swing
+17.07×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value +0.015 with 95% CI -0.007 to +0.036, 50 degrees of freedom. CI spans zero.0+0.01595% CI -0.007, +0.036-0.007+0.036
sharpe
+0.015
95% ci
-0.007, +0.036
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m5
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m5
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m5
methodology gate snapshot 1 of 1 · · m5
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 · · m5

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: 17 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: minimum of 14 usable points of the new quantity 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
59
p73
vel +0.68 cit no axis deps no axis
axis dials
+0.68 n/a n/a
Axolotl Post-training & Alignment
1 of 3 axes measurable
57
p67
vel +0.53 cit no axis deps no axis
axis dials
+0.53 n/a n/a
LLaMA-Factory Post-training & Alignment
1 of 3 axes measurable
16
p0
vel -2.75 cit no axis deps no axis
axis dials
-2.75 n/a n/a
ms-swift Post-training & Alignment
2 of 3 axes measurable
40
p27
vel -0.88 cit no axis deps -0.67
axis dials
-0.88 n/a -0.67
NeMo-RL Post-training & Alignment
1 of 3 axes measurable
61
p80
vel +0.84 cit no axis deps no axis
axis dials
+0.84 n/a n/a
Open R1 Post-training & Alignment
1 of 3 axes measurable
41
p40
vel -0.71 cit no axis deps no axis
axis dials
-0.71 n/a n/a

Full Post-training & Alignment cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: minimum of 14 usable points of the new quantity 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
29
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 m5 snapshot 868e3c39d9c7 period 2026-w45 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m5, never edited by hand. Cite as: “Evidaxis, ART, entity e_2S60RGNZHBS, snapshot 2026-w45.”

Durable reference (format-independent): urn:evidaxis:claim:e_2S60RGNZHBS:m5:2026-11-07