Evidaxis

Unsloth

repo
Post-training & Alignment · n = 16 · unslothai/unsloth
2 of 3 axes measurable · conf medium
convergence gate
Convergence gate: Gate: computed weekly across the cohort; no convergence event this week Development velocity: rising vote Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): measured ×
gate
1 of 3 axes

Gate: computed weekly across the cohort; no convergence event this week

Gate: computed weekly across the cohort; no convergence event this week
position in cohort distribution one of 16 in cohort
percentile 87 within cohort p25 p50 p75 p0 p100
percentile
p87
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+2.01 within cohort, log-slope +0.099/wk.0+2.01
velocity z
+2.01 σ
slope
+0.099/wk
log-slope +0.099/wk
citation z Citation source: not measured.
direct-dependents z
direct-dependents z gaugedirect-dependents z+0.00 within cohort, log-slope +0.014/point.0+0.00
direct-dependents z
+0.00 σ
slope
+0.014/point
Direct-dependents axis: measured.
cohort
16
systems measured
weekly commits
272.8
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
62.6
percentile p87
commit heatmap, last 26 weeks272.8/wk
weekly commits, 26 weeks26 weeks of commits, peak 528 in a week, 26 active weeks, 4379 total.week 1: 80 commitsweek 2: 28 commitsweek 3: 61 commitsweek 4: 32 commitsweek 5: 19 commitsweek 6: 42 commitsweek 7: 75 commitsweek 8: 136 commitsweek 9: 50 commitsweek 10: 75 commitsweek 11: 196 commitsweek 12: 112 commitsweek 13: 141 commitsweek 14: 58 commitsweek 15: 113 commitsweek 16: 85 commitsweek 17: 131 commitsweek 18: 195 commitsweek 19: 349 commitsweek 20: 425 commitsweek 21: 284 commitsweek 22: 296 commitsweek 23: 225 commitsweek 24: 250 commitsweek 25: 393 commitsweek 26: 528 commits
weeks
26
peak/wk
528
active
26
total
4379
citations by yearCitation source: not measured.
Daily dependents count (unscored) 4 dependents 4 direct · pypi/unsloth · deps.dev · the scored m3 axis uses weekly partitions

Unsloth holds an Evidaxis momentum score of 62.6 of 100 on methodology m3, snapshot 2026-09-26, measured within the Post-training & Alignment cohort (n = 16). Axis coverage: 2 of 3 axes measurable. Gate: computed weekly across the cohort; no convergence event this week

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 +2.60, regime accelerating. prior slope +0.055, recent slope +0.142 per week. +0.055prior 39w+0.142recent 13w+2.60×
swing
+2.60×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.086 with 95% CI +0.061 to +0.111, 50 degrees of freedom. CI excludes zero.0+0.08695% CI +0.061, +0.111+0.061+0.111
sharpe
+0.086
95% ci
+0.061, +0.111
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-09-12), slope change +134.308 commits per week.2026-09-12
date
week
50 of 52
Δslope
+134.308/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

Unsloth reconstructed weekly commits52 points, range 3 to 425 commits/wk.
min
3 commits/wk
max
425 commits/wk
latest
25 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)

Unsloth dependents over time12 points, range 4 to 12 dependents.
min
4 dependents
max
12 dependents
latest
4 dependents
points
12

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

Measurement states

Unsloth is under weekly measurement. History: 11 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: measured. Gate: computed weekly across the cohort; no convergence event this week

Sources

unslothai/unsloth development-velocity axis
unsloth.ai homepage

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
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

Full Post-training & Alignment cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: measured.

Coverage state
scored
Cohort z
+0.00
OLS slope
+0.014
Theil-Sen slope
+0.009
Latest direct dependents
23
Confirmed-clean points
23
Reconstructed history points
15
As-of partition
2026-09-07
Fragility veto
inactive
Rising vote
no

This axis measures the frozen-panel trajectory of the package set selected and linkage-verified as of 2026-07-21. Systems outside that panel are not measured on this axis. Residual survivorship beyond the frozen universe is disclosed, not denied.

The earliest weekly points of each series were read from deps.dev's BigQuery history on 2026-07-21; later points are weekly captures. Each record reports how many of its points are reconstructed history.

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_J16JY8N155H 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, Unsloth, entity e_J16JY8N155H, snapshot 2026-w39.”

Durable reference (format-independent): urn:evidaxis:claim:e_J16JY8N155H:m3:2026-09-26