AReaL
9.8 commits/week averaged over the trailing window (niche median 12). No paper is linked in OpenAlex. Dependents: no reading captured in the partition. 5,828 GitHub stars, recorded, not scored. Measured for AReaL as of 2026-10-10; sources: GitHub, OpenAlex and deps.dev where linked.
Is AReaL still maintained?
Development velocity is the one measurable axis of three: 9.8 commits per week averaged over the trailing window (niche median 12/wk, n = 16).
GitHub averaged 9.8 per week over the trailing window; raw weekly counts below are individual weeks.
Last commit week 2026-10-11.
Commits in the latest captured week vs 4 weeks earlier: -20 · vs 26 weeks earlier: -18 · 52-week range: 1 to 38 commits in an individual week.
| Week starting | Commits | Niche P25 | Niche P75 |
|---|---|---|---|
| 2026-08-23 | 16 | 0 | 36.5 |
| 2026-08-30 | 3 | 0 | 30.25 |
| 2026-09-06 | 8 | 1.75 | 27 |
| 2026-09-13 | 23 | 0.75 | 33.25 |
| 2026-09-20 | 19 | 0 | 35.25 |
| 2026-09-27 | 1 | 1.75 | 37 |
| 2026-10-04 | 9 | 0 | 36 |
| 2026-10-11 | 3 | 0 | 2.25 |
All 52 weeks
| Week starting | Commits |
|---|---|
| 2025-10-19 | 11 |
| 2025-10-26 | 21 |
| 2025-11-02 | 22 |
| 2025-11-09 | 38 |
| 2025-11-16 | 14 |
| 2025-11-23 | 26 |
| 2025-11-30 | 18 |
| 2025-12-07 | 26 |
| 2025-12-14 | 17 |
| 2025-12-21 | 12 |
| 2025-12-28 | 14 |
| 2026-01-04 | 24 |
| 2026-01-11 | 12 |
| 2026-01-18 | 12 |
| 2026-01-25 | 17 |
| 2026-02-01 | 34 |
| 2026-02-08 | 14 |
| 2026-02-15 | 1 |
| 2026-02-22 | 11 |
| 2026-03-01 | 33 |
| 2026-03-08 | 10 |
| 2026-03-15 | 19 |
| 2026-03-22 | 13 |
| 2026-03-29 | 22 |
| 2026-04-05 | 13 |
| 2026-04-12 | 21 |
| 2026-04-19 | 29 |
| 2026-04-26 | 25 |
| 2026-05-03 | 15 |
| 2026-05-10 | 5 |
| 2026-05-17 | 7 |
| 2026-05-24 | 6 |
| 2026-05-31 | 3 |
| 2026-06-07 | 6 |
| 2026-06-14 | 3 |
| 2026-06-21 | 9 |
| 2026-06-28 | 24 |
| 2026-07-05 | 3 |
| 2026-07-12 | 3 |
| 2026-07-19 | 9 |
| 2026-07-26 | 3 |
| 2026-08-02 | 10 |
| 2026-08-09 | 11 |
| 2026-08-16 | 12 |
| 2026-08-23 | 16 |
| 2026-08-30 | 3 |
| 2026-09-06 | 8 |
| 2026-09-13 | 23 |
| 2026-09-20 | 19 |
| 2026-09-27 | 1 |
| 2026-10-04 | 9 |
| 2026-10-11 | 3 |
GitHub commit_activity · period 2025-10-19 to 2026-10-11 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version ad5e404d4f82-b1 · CSV
Readings
| Reading | Value | Δ 4 weeks | Δ 26 weeks | 52-week range | Instrument | Date | Reproduce | Previous reading |
|---|---|---|---|---|---|---|---|---|
| Commits per week | 9.8 | -0.6 | -7.5 | 6.8 to 20.3 | GitHub, trailing 12 weeks | 2026-10-10 | Public query | 9.8 |
| Citing works | no reading | no reading | no reading | no reading | OpenAlex, all years | 2026-10-10 | Public query | no reading |
| Direct dependents | no reading | no reading | no reading | no reading | Direct dependents | 2026-10-10 | Public query | no reading |
| Daily dependents (unscored) | no reading | no reading | no reading | no reading | deps.dev REST, unscored | 2026-10-10 | Public query | no reading |
| Stars | 5,828 | 78 | no reading | 5,343 to 5,828 | GitHub stars, unscored | 2026-10-10 | Public query | 5,807 |
Evidaxis snapshot · period 2026-10-10 · n = 1 system · method source linked readings · updated · version ad5e404d4f82-b1
How to cite AReaL's record?
Evidaxis. AReaL measurement record. Snapshot 2026-10-10. urn:evidaxis:claim:e_PCV8H6P7B04:m4:2026-10-10. CC0-1.0. https://evidaxis.org/e/e_PCV8H6P7B04/
Evidaxis · period 2026-10-10 · n = 1 system · method claim URN · updated · version ad5e404d4f82-b1
How does AReaL compare with its niche?
16 systems in Post-training & Alignment; niche median 12 commits per week. The reader chooses the sort order.
| AReaL | 9.8 | no reading | no reading | 5,828 |
|---|---|---|---|---|
| ART | 19.6 | no reading | 1 | 10,794 |
| Axolotl | 14.2 | no reading | 2 | 12,556 |
| LLaMA-Factory | 2.7 | 402 | 4 | 75,423 |
| ms-swift | 25.6 | no reading | 5 | 15,823 |
| NeMo-RL | 31.3 | no reading | no reading | 2,058 |
| Open R1 | 0.2 | no reading | no reading | 26,478 |
| Open-Instruct | 2.8 | no reading | no reading | 3,896 |
| OpenRLHF | 2.9 | 11 | no reading | 10,081 |
| prime-rl | 33 | no reading | no reading | 2,154 |
| ROLL | 0.5 | 1 | no reading | 3,419 |
| Search-R1 | 0 | 12 | no reading | 5,496 |
| Trinity-RFT | 0.7 | no reading | no reading | 708 |
| TRL | 42.8 | no reading | 154 | 19,494 |
| Unsloth | 641.2 | no reading | 21 | 77,843 |
| verl | 24.1 | no reading | no reading | 23,834 |
Evidaxis snapshot · period 2026-10-10 · n = 16 systems · method medians of measured values · updated · version ad5e404d4f82-b1 · CSV for this niche
What changed since the last snapshot?
1 published readings changed between snapshots 0641434ff686 and ad5e404d4f82.
| Metric | Previous | Current | Delta |
|---|---|---|---|
| Commits per week | 9.8 | 9.8 | 0 |
| Citing works | no reading | no reading | no reading |
| Direct dependents | no reading | no reading | no reading |
| Stars | 5,807 | 5,828 | 21 |
Evidaxis snapshots · period 2026-10-03 to 2026-10-10 · n = 18 partitions · method paired snapshot values · updated · version ad5e404d4f82-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.
Evidaxis · period 2026-10-10 · n = 1 system · method CC0-1.0 open export · updated · version ad5e404d4f82-b1
For teams tracking many systems
Use the cohort CSV, snapshot archive and membership manifest to reproduce observations across systems.
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.
| Reading | Reason |
|---|---|
| Citing works | not linked |
| Direct dependents | no partition |
| Daily 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 2026-10-10 · n = 1 system · method measurement coverage · updated · version ad5e404d4f82-b1
Measurement detail
Gate, gauges, percentile, derived signals and snapshot receipt
History: 15 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- gate
- 0 of 3 axes
Gate: not computable - 1 of 3 axes measurable
· Evidaxis snapshot · 2026-10-10- percentile
- p40
- velocity z
- -0.27 σ
- slope
- -0.018/wk
- weeks
- 26
- peak/wk
- 29
- active
- 26
- total
- 265
- swing
- +1.00×
- regime
- steady
- windows
- 13w vs 39w
- sharpe
- -0.036
- 95% ci
- -0.056, -0.017
- dof
- 50
- date
- week
- 5 of 52
- Δslope
- -8.466/wk
reserved: citation series too short / axis absent for cross-correlation
- status
- reserved
- value
- insufficient data
reserved: cohort N too small for regression (power ~0)
- status
- reserved
- value
- insufficient data
- 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
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.
Reconstructed history
Reconstructed from git history, not a point-in-time capture. This series is separate from captured observations.
| Period | Commits |
|---|---|
| 2025-w39 | 14 |
| 2025-w40 | 15 |
| 2025-w41 | 18 |
| 2025-w42 | 11 |
| 2025-w43 | 21 |
| 2025-w44 | 22 |
| 2025-w45 | 38 |
| 2025-w46 | 14 |
| 2025-w47 | 26 |
| 2025-w48 | 18 |
| 2025-w49 | 26 |
| 2025-w50 | 17 |
| 2025-w51 | 12 |
| 2025-w52 | 14 |
| 2026-w01 | 24 |
| 2026-w02 | 12 |
| 2026-w03 | 12 |
| 2026-w04 | 17 |
| 2026-w05 | 34 |
| 2026-w06 | 14 |
| 2026-w07 | 1 |
| 2026-w08 | 11 |
| 2026-w09 | 33 |
| 2026-w10 | 10 |
| 2026-w11 | 19 |
| 2026-w12 | 13 |
| 2026-w13 | 22 |
| 2026-w14 | 13 |
| 2026-w15 | 21 |
| 2026-w16 | 29 |
| 2026-w17 | 25 |
| 2026-w18 | 15 |
| 2026-w19 | 5 |
| 2026-w20 | 7 |
| 2026-w21 | 6 |
| 2026-w22 | 3 |
| 2026-w23 | 6 |
| 2026-w24 | 3 |
| 2026-w25 | 9 |
| 2026-w26 | 24 |
| 2026-w27 | 3 |
| 2026-w28 | 3 |
| 2026-w29 | 9 |
| 2026-w30 | 3 |
| 2026-w31 | 10 |
| 2026-w32 | 11 |
| 2026-w33 | 12 |
| 2026-w34 | 16 |
| 2026-w35 | 3 |
| 2026-w36 | 8 |
| 2026-w37 | 23 |
| 2026-w38 | 3 |
| System | Momentum | Percentile |
|---|---|---|
| AReaL | 46.6 | 40 |
| ART | 66.3 | 93 |
| Axolotl | 55.6 | 73 |
| LLaMA-Factory | 24.2 | 0 |
| ms-swift | 42.8 | 33 |
| NeMo-RL | 66.2 | 87 |
| Open R1 | 50.7 | 60 |
| Open-Instruct | 38.4 | 27 |
| OpenRLHF | 48.2 | 47 |
| prime-rl | 62.5 | 80 |
| ROLL | 38.2 | 20 |
| Search-R1 | 53.3 | 67 |
| Trinity-RFT | 38.1 | 13 |
| TRL | 49.6 | 53 |
| Unsloth | 82 | 100 |
| verl | 36.3 | 7 |
Evidaxis · period 2026-10-10 · n = 1 system · method measurement detail · updated · version ad5e404d4f82-b1 · record JSON · snapshot receipt