Axolotl

Is anyone using Axolotl?

2 direct dependents on deps.dev as of not captured, under the 5-dependent floor, so no trend is computed.

deps.dev weekly direct dependents of the system's own packages. A package counts when it is declared in the system's own tree, published under that name and not attributed by deps.dev to another repository. Partition dates can repeat across snapshots. Package linkage is not uniformly verified: packages with no repository metadata (no_link) are unverified and remain admitted.

Daily package dependents (unscored): 0; captured 2026-11-06; package: pypi/axolotl. deps.dev REST count for one identity-verified pinned package, captured daily and never scored. Its package scope differs from the weekly package union; neither value replaces the other. 12,668 GitHub stars, recorded, not scored.

deps.dev · period 2026-11-07 · n = 29 partitions · method m5 own packages · updated 2026-11-07 · version 868e3c39d9c7-b1 · CSV

How does Axolotl compare with its niche?

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

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

What changed since the last snapshot?

2 published readings changed between snapshots d1eb0cec0f6a and 868e3c39d9c7.

Evidaxis snapshots · period 2026-10-31 to 2026-11-07 · n = 22 partitions · method paired snapshot values · updated 2026-11-07 · 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.

Evidaxis · period 2026-11-07 · n = 1 system · method CC0-1.0 open export · updated 2026-11-07 · 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.

• axolotl-ai-cloud/axolotl
• Project homepage

What is not measured for Axolotl, and why

Missing readings describe instrument coverage. A missing value is not a measured 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 2026-11-07 · 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

Axolotl

repo

Post-training & Alignment · n = 16 · axolotl-ai-cloud/axolotl

1 of 3 axes measurable · conf low

convergence gate

Gate: not computable - 1 of 3 axes measurable

position in cohort distribution one of 16 in cohort

momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable

velocity z

log-slope +0.033/wk

citation z

∅no citation axis

Citation source: not measured.

direct-dependents z

∅no citation axis

Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.

cohort

16

systems measured

weekly commits

20.6

Development velocity axis: measured.

total citations

no reading

Citation source: not measured.

momentum

56.6

percentile p67

commit heatmap, last 26 weeks20.6/wk

citations by yearCitation source: not measured.

∅Citation source: not measured.

Daily dependents count (unscored) 0 dependents 0 direct · pypi/axolotl · deps.dev · the scored m5 axis uses weekly partitions

code-leads-citation lag reserved

reserved: citation series too short / axis absent for cross-correlation

axis alpha vs cohort reserved

reserved: cohort N too small for regression (power ~0)

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 · 2026-11-07 · 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

2

Confirmed-clean points

29

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.

Reconstructed weekly commits

Period	Commits
2025-w39	2
2025-w40	13
2025-w41	7
2025-w42	7
2025-w43	6
2025-w44	8
2025-w45	10
2025-w46	4
2025-w47	3
2025-w48	7
2025-w49	3
2025-w50	8
2025-w51	11
2025-w52	6
2026-w01	5
2026-w02	11
2026-w03	7
2026-w04	7
2026-w06	14
2026-w07	7
2026-w08	11
2026-w09	34
2026-w10	9
2026-w11	30
2026-w12	18
2026-w13	18
2026-w14	14
2026-w15	8
2026-w16	10
2026-w17	4
2026-w18	4
2026-w19	15
2026-w20	10
2026-w21	16
2026-w22	7
2026-w23	11
2026-w24	8
2026-w25	8
2026-w26	20
2026-w27	22
2026-w28	23
2026-w29	9
2026-w30	4
2026-w31	16
2026-w32	1
2026-w33	3
2026-w34	20
2026-w35	14
2026-w36	8
2026-w37	21

Peer signals

System	Momentum	Percentile
AReaL	58.5	73
ART	54.6	60
Axolotl	56.6	67
LLaMA-Factory	15.6	0
ms-swift	40.3	27
NeMo-RL	60.5	80
Open R1	41.1	40
Open-Instruct	69.5	93
OpenRLHF	40.4	33
prime-rl	61.3	87
ROLL	25.2	13
Search-R1	43.9	47
Trinity-RFT	22.7	7
TRL	51.9	53
Unsloth	81.8	100
verl	31.4	20

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