Evidaxis
Dated record

AReaL

repo · Post-training & Alignment, n = 16 · areal-project/AReaL · paper: arXiv:2505.24298 (on file; not matched in OpenAlex) · as of

12 commits/week averaged over the trailing window (niche median 16.05). No paper is linked in OpenAlex. Dependents: no reading captured in the partition. 5,902 GitHub stars, recorded, not scored. Measured for AReaL as of 2026-11-07; sources: GitHub, OpenAlex and deps.dev where linked.

commits/wk 12 averaged, trailing window niche median 16.05 (n = 16) last commit week 2026-11-01 measured · GitHub ·
citations no paper linked all years, indexed to date niche median 14 (n = 5) no reading · OpenAlex ·
direct dependents not captured this week weekly axis input; partition 2026-11-07 niche median 4.5 (n = 6) no reading · deps.dev snapshot ·
stars 5,902 recorded, not scored niche median 10,496 (n = 16) measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is AReaL still maintained?

Development velocity is the one measurable axis of three: 12 commits per week averaged over the trailing window (niche median 16.05/wk, n = 16).

GitHub averaged 12 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-11-01.

Commits in the latest captured week vs 4 weeks earlier: 3 · vs 26 weeks earlier: -3 · 52-week range: 1 to 38 commits in an individual week.

line chart: AReaL, weekly commits, 12 in latest week vs niche median 11.5, 2025-11-09 to 2026-11-01
AReaL averaged 12 commits a week, 0.7 times the niche median of 16.05. GitHub commit_activity · .
Latest eight weeks
Week startingCommitsNiche P25Niche P75
2026-09-13230.7533.25
2026-09-2019035.25
2026-09-2711.7537
2026-10-049036.75
2026-10-1113033.25
2026-10-1890.7532.25
2026-10-2519030
2026-11-01121.534.75
heatmap chart: AReaL, weeks with commits, 26 of 26, 2026-05-10 to 2026-11-01
26 of the last 26 captured weeks had commits for AReaL. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-11-0938
2025-11-1614
2025-11-2326
2025-11-3018
2025-12-0726
2025-12-1417
2025-12-2112
2025-12-2814
2026-01-0424
2026-01-1112
2026-01-1812
2026-01-2517
2026-02-0134
2026-02-0814
2026-02-151
2026-02-2211
2026-03-0133
2026-03-0810
2026-03-1519
2026-03-2213
2026-03-2922
2026-04-0513
2026-04-1221
2026-04-1929
2026-04-2625
2026-05-0315
2026-05-105
2026-05-177
2026-05-246
2026-05-313
2026-06-076
2026-06-143
2026-06-219
2026-06-2824
2026-07-053
2026-07-123
2026-07-199
2026-07-263
2026-08-0210
2026-08-0911
2026-08-1612
2026-08-2316
2026-08-303
2026-09-068
2026-09-1323
2026-09-2019
2026-09-271
2026-10-049
2026-10-1113
2026-10-189
2026-10-2519
2026-11-0112

GitHub commit_activity · period 2025-11-09 to 2026-11-01 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 868e3c39d9c7-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week121.7-5.76.8 to 19.2GitHub, trailing 12 weeks2026-11-07Public query11.9
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-11-07Public queryno reading
Weekly direct dependentsno readingno readingno readingno readingWeekly direct dependents2026-11-07Public queryno reading
Daily package dependents (unscored)no readingno readingno readingno readingdeps.dev REST, unscorednot capturedPublic queryno reading
Stars5,90274no reading5,343 to 5,902GitHub stars, unscored2026-11-07Public query5,887

Evidaxis snapshot · period 2026-11-07 · n = 1 system · method source linked readings · updated · version 868e3c39d9c7-b1

How to cite AReaL's record?

Evidaxis. AReaL measurement record. Snapshot 2026-11-07. urn:evidaxis:claim:e_PCV8H6P7B04:m5:2026-11-07. CC0-1.0. https://evidaxis.org/e/e_PCV8H6P7B04/

Evidaxis · period 2026-11-07 · n = 1 system · method claim URN · updated · version 868e3c39d9c7-b1

How does AReaL compare with its niche?

16 systems in Post-training & Alignment; niche median 16.05 commits per week. The reader chooses the sort order.

dot plot chart: AReaL, averaged commits per week, 12 vs niche median 16.05, 2026-11-07
AReaL at 12 commits a week among 16 systems; niche median 16.05. GitHub, current cohort · .
All 16 systems, alphabetical; choose a heading to sort
AReaL12no readingno reading5,902
ART20.1no reading110,848
Axolotl20.6no reading212,668
LLaMA-Factory2.5582475,915
ms-swift26.2no reading516,057
NeMo-RL41.5no readingno reading2,117
Open R10.2no readingno reading26,474
Open-Instruct9.7no readingno reading3,924
OpenRLHF2.511no reading10,144
prime-rl42.8no readingno reading2,224
ROLL0.714no reading3,448
Search-R10246no reading5,568
Trinity-RFT0.51no reading712
TRL57.8no reading15819,683
Unsloth796.2no reading2679,133
verl25.2no readingno reading24,157

Evidaxis snapshot · period 2026-11-07 · n = 16 systems · method medians of measured values · updated · version 868e3c39d9c7-b1 · CSV for this niche

What changed since the last snapshot?

2 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

slope chart: AReaL, changed published values, 2, 2026-10-31 to 2026-11-07
2 published values changed for AReaL since 2026-10-31. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week11.9120.1
Citing worksno readingno readingno reading
Weekly direct dependentsno readingno readingno reading
Stars5,8875,90215

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 22 partitions · method paired snapshot values · updated · version 868e3c39d9c7-b1 · History CSV

Take the data or follow changes

Values and captured history are available under CC0-1.0. The system feed records changes to published numbers.

Values CSVHistory CSVJSON recordAtom feedJSON FeedAdd Evidaxis as a preferred source on GoogleReport an error

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated · version 868e3c39d9c7-b1

For teams tracking many systems

Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.

Cohort CSV · Snapshot archive · Membership manifest

Paper and links

Source records identify the system, repository and linked works; no paper authors are published.

Paper reference on file: arXiv:2505.24298.

What is not measured for AReaL, and why

Missing readings describe instrument coverage. A missing value is not a measured zero.

Unmeasured slots
ReadingReason
Citing worksnot linked
Weekly direct dependentsno partition
Daily package dependents (unscored)no reading captured

Direct dependents: no reading captured in partition not captured; the value is missing, not zero.

Gate ETA: never published; Evidaxis makes no public actionable prediction.

Dependents ecosystem composition: no reading; this field is not present in the snapshot.

Evidaxis · period 2026-11-07 · n = 1 system · method measurement coverage · updated · version 868e3c39d9c7-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 19 weekly observations; minimum 4. Axis coverage: 1 of 3 axes measurable. Gate: not computable - 1 of 3 axes measurable

Gate: not computable - 1 of 3 axes measurable

AReaL

repo
Post-training & Alignment · n = 16 · areal-project/AReaL
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

· Evidaxis snapshot · 2026-11-07
Gate: not computable - 1 of 3 axes measurable
position in cohort distribution one of 16 in cohort
percentile 73 within cohort p25 p50 p75 p0 p100
percentile
p73
· Evidaxis snapshot · 2026-11-07
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.68 within cohort, log-slope +0.031/wk.0+0.68
velocity z
+0.68 σ
slope
+0.031/wk
· Evidaxis snapshot · 2026-11-07
log-slope +0.031/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
12
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
58.5
percentile p73
commit heatmap, last 26 weeks12/wk
weekly commits, 26 weeks26 weeks of commits, peak 24 in a week, 26 active weeks, 246 total.week 1: 5 commitsweek 2: 7 commitsweek 3: 6 commitsweek 4: 3 commitsweek 5: 6 commitsweek 6: 3 commitsweek 7: 9 commitsweek 8: 24 commitsweek 9: 3 commitsweek 10: 3 commitsweek 11: 9 commitsweek 12: 3 commitsweek 13: 10 commitsweek 14: 11 commitsweek 15: 12 commitsweek 16: 16 commitsweek 17: 3 commitsweek 18: 8 commitsweek 19: 23 commitsweek 20: 19 commitsweek 21: 1 commitsweek 22: 9 commitsweek 23: 13 commitsweek 24: 9 commitsweek 25: 19 commitsweek 26: 12 commits
weeks
26
peak/wk
24
active
26
total
246
· Evidaxis snapshot · 2026-11-07
citations by yearCitation source: not measured.
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -0.32, regime recent slope sign differs from prior window. prior slope -0.034, recent slope +0.011 per week. -0.034prior 39w+0.011recent 13w-0.32×
swing
-0.32×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m5
commit-axis Sharpe log-linear slope over residual std, value -0.026 with 95% CI -0.047 to -0.006, 50 degrees of freedom. CI spans zero.0-0.02695% CI -0.047, -0.006-0.047-0.006
sharpe
-0.026
95% ci
-0.047, -0.006
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
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 22 of 22 · · m5

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
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
0
Reconstructed history points
no reading
As-of partition
no reading
Fragility veto
no reading
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

Reconstructed history

Reconstructed from git history, not a point-in-time capture. This series is separate from captured observations.

sparkline chart: AReaL, reconstructed commits, 3, 2025-w39 to 2026-w38
AReaL has 3 reconstructed commits in the latest week; reconstructed niche median not measured. Git history reconstruction · .
Reconstructed weekly commits
PeriodCommits
2025-w3914
2025-w4015
2025-w4118
2025-w4211
2025-w4321
2025-w4422
2025-w4538
2025-w4614
2025-w4726
2025-w4818
2025-w4926
2025-w5017
2025-w5112
2025-w5214
2026-w0124
2026-w0212
2026-w0312
2026-w0417
2026-w0534
2026-w0614
2026-w071
2026-w0811
2026-w0933
2026-w1010
2026-w1119
2026-w1213
2026-w1322
2026-w1413
2026-w1521
2026-w1629
2026-w1725
2026-w1815
2026-w195
2026-w207
2026-w216
2026-w223
2026-w236
2026-w243
2026-w259
2026-w2624
2026-w273
2026-w283
2026-w299
2026-w303
2026-w3110
2026-w3211
2026-w3312
2026-w3416
2026-w353
2026-w368
2026-w3723
2026-w383
Peer signals
SystemMomentumPercentile
AReaL58.573
ART54.660
Axolotl56.667
LLaMA-Factory15.60
ms-swift40.327
NeMo-RL60.580
Open R141.140
Open-Instruct69.593
OpenRLHF40.433
prime-rl61.387
ROLL25.213
Search-R143.947
Trinity-RFT22.77
TRL51.953
Unsloth81.8100
verl31.420

Evidaxis · period 2026-11-07 · n = 1 system · method measurement detail · updated · version 868e3c39d9c7-b1 · record JSON · snapshot receipt