Evidaxis

keras

repo
Unassigned (AI-v1 census) · n = 77 · keras-team/keras
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable — history 3 of 4 weekly observations Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable — history 3 of 4 weekly observations

Gate: not computable — history 3 of 4 weekly observations
position in cohort distribution one of 77 in cohort
percentile 24 within cohort p25 p50 p75 p0 p100
percentile
p24
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-0.39 within cohort, log-slope -0.015/wk.0-0.39
velocity z
-0.39 σ
slope
-0.015/wk
log-slope -0.015/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: outside the frozen panel; not measured.
cohort
77
systems measured
weekly commits
26.1
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
45.1
percentile p24
commit heatmap, last 26 weeks26.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 82 in a week, 26 active weeks, 721 total.week 1: 58 commitsweek 2: 52 commitsweek 3: 23 commitsweek 4: 16 commitsweek 5: 41 commitsweek 6: 34 commitsweek 7: 27 commitsweek 8: 23 commitsweek 9: 19 commitsweek 10: 32 commitsweek 11: 32 commitsweek 12: 21 commitsweek 13: 5 commitsweek 14: 25 commitsweek 15: 7 commitsweek 16: 1 commitsweek 17: 27 commitsweek 18: 20 commitsweek 19: 29 commitsweek 20: 82 commitsweek 21: 9 commitsweek 22: 17 commitsweek 23: 23 commitsweek 24: 38 commitsweek 25: 33 commitsweek 26: 27 commits
weeks
26
peak/wk
82
active
26
total
721
citations by yearCitation source: not measured.
Daily dependents count (unscored) 1,546 dependents 1,110 direct, 467 indirect · pypi/keras · deps.dev · the scored m3 axis uses weekly partitions

keras holds an Evidaxis momentum score of 45.1 of 100 on methodology m3, snapshot 2026-09-19, measured within the Unassigned (AI-v1 census) cohort (n = 77). Axis coverage: 1 of 3 axes measurable. Gate: not computable — history 3 of 4 weekly observations

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 +3.77, regime accelerating. prior slope +0.026, recent slope +0.097 per week. +0.026prior 39w+0.097recent 13w+3.77×
swing
+3.77×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.019 with 95% CI -0.005 to +0.044, 50 degrees of freedom. CI spans zero.0+0.01995% CI -0.005, +0.044-0.005+0.044
sharpe
+0.019
95% ci
-0.005, +0.044
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-09-05), slope change -5.830 commits per week.2026-09-05
date
week
50 of 52
Δslope
-5.830/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

Daily dependents count (unscored)

keras dependents over time3 points, range 1541 to 1546 dependents.
min
1541 dependents
max
1546 dependents
latest
1546 dependents
points
3

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

Measurement states

keras is under weekly measurement. History: 3 of 4 weekly observations. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: outside the frozen panel; not measured. Gate: not computable — history 3 of 4 weekly observations

Sources

keras-team/keras development-velocity axis

Others in Unassigned (AI-v1 census)

Agent-Reach Unassigned (AI-v1 census)
1 of 3 axes measurable
48
p33
vel -0.15 cit no axis deps no axis
axis dials
-0.15 n/a n/a
agent-skills Unassigned (AI-v1 census)
1 of 3 axes measurable
48
p29
vel -0.20 cit no axis deps no axis
axis dials
-0.20 n/a n/a
Agentic-Bug-Hunter Unassigned (AI-v1 census)
1 of 3 axes measurable
39
p12
vel -0.85 cit no axis deps no axis
axis dials
-0.85 n/a n/a
anything-llm Unassigned (AI-v1 census)
1 of 3 axes measurable
54
p55
vel +0.34 cit no axis deps no axis
axis dials
+0.34 n/a n/a
arcbox Unassigned (AI-v1 census)
1 of 3 axes measurable
36
p7
vel -1.10 cit no axis deps no axis
axis dials
-1.10 n/a n/a
caveman Unassigned (AI-v1 census)
1 of 3 axes measurable
73
p86
vel +1.86 cit no axis deps no axis
axis dials
+1.86 n/a n/a

Full Unassigned (AI-v1 census) cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: outside the frozen panel; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
n/a
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_61BHW1YYH5J methodology m3 snapshot fcfd3a7ccdcb period 2026-w38 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m3, never edited by hand. Cite as: “Evidaxis, keras, entity e_61BHW1YYH5J, snapshot 2026-w38.”

Durable reference (format-independent): urn:evidaxis:claim:e_61BHW1YYH5J:m3:2026-09-19