Evidaxis

ms-swift

repo
Post-training & Alignment · n = 16 · modelscope/ms-swift
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 53 within cohort p25 p50 p75 p0 p100
percentile
p53
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.19 within cohort, log-slope +0.010/wk.0+0.19
velocity z
+0.19 σ
slope
+0.010/wk
log-slope +0.010/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
27
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
52.4
percentile p53
commit heatmap, last 26 weeks27/wk
weekly commits, 26 weeks26 weeks of commits, peak 48 in a week, 26 active weeks, 655 total.week 1: 23 commitsweek 2: 27 commitsweek 3: 26 commitsweek 4: 32 commitsweek 5: 21 commitsweek 6: 22 commitsweek 7: 28 commitsweek 8: 21 commitsweek 9: 15 commitsweek 10: 34 commitsweek 11: 27 commitsweek 12: 25 commitsweek 13: 18 commitsweek 14: 12 commitsweek 15: 25 commitsweek 16: 13 commitsweek 17: 16 commitsweek 18: 18 commitsweek 19: 21 commitsweek 20: 20 commitsweek 21: 19 commitsweek 22: 36 commitsweek 23: 34 commitsweek 24: 30 commitsweek 25: 48 commitsweek 26: 44 commits
weeks
26
peak/wk
48
active
26
total
655
citations by yearCitation source: not measured.
Daily dependents count (unscored) 6 dependents 6 direct · pypi/ms-swift · deps.dev · the scored m3 axis uses weekly partitions

ms-swift holds an Evidaxis momentum score of 52.4 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 -44.12, regime recent slope sign differs from prior window. prior slope -0.002, recent slope +0.095 per week. -0.002prior 39w+0.095recent 13w-44.12×
swing
-44.12×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.002 with 95% CI -0.026 to +0.029, 50 degrees of freedom. CI spans zero.0+0.00295% CI -0.026, +0.029-0.026+0.029
sharpe
+0.002
95% ci
-0.026, +0.029
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 4 (2025-10-25), slope change -8.033 commits per week.2025-10-25
date
week
4 of 52
Δslope
-8.033/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

ms-swift reconstructed weekly commits52 points, range 8 to 48 commits/wk.
min
8 commits/wk
max
48 commits/wk
latest
8 commits/wk
points
52

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.

Daily dependents count (unscored)

ms-swift dependents over time12 points, range 0 to 6 dependents.
min
0 dependents
max
6 dependents
latest
6 dependents
points
12

Downstream packages depending on pypi/ms-swift (deps.dev), captured point-in-time each snapshot. This daily series is unscored. The scored axis in m3 uses weekly partitions.

Measurement states

ms-swift is under weekly measurement. History: 13 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

modelscope/ms-swift 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
ART Post-training & Alignment
1 of 3 axes measurable
76
p100
vel +2.11 cit no axis deps no axis
axis dials
+2.11 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
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
4
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_FJPV9XH9GPR 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, ms-swift, entity e_FJPV9XH9GPR, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_FJPV9XH9GPR:m3:2026-09-26