Evidaxis

As of 2026-10-10: Open-Instruct (Post-training & Alignment) is under weekly measurement. Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

Open-Instruct

repo
Post-training & Alignment · n = 16 · allenai/open-instruct
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

Gate: not computable — 1 of 3 axes measurable
position in cohort distribution one of 16 in cohort
percentile 27 within cohort p25 p50 p75 p0 p100
percentile
p27
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-0.93 within cohort, log-slope -0.045/wk.0-0.93
velocity z
-0.93 σ
slope
-0.045/wk
log-slope -0.045/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
16
systems measured
weekly commits
2.8
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
38.4
percentile p27
commit heatmap, last 26 weeks2.8/wk
weekly commits, 26 weeks26 weeks of commits, peak 18 in a week, 20 active weeks, 100 total.week 1: 12 commitsweek 2: 7 commitsweek 3: 7 commitsweek 4: 18 commitsweek 5: 2 commitsweek 6: 2 commitsweek 7: 1 commitsweek 8: 7 commitsweek 9: 3 commitsweek 10: 2 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 5 commitsweek 15: 1 commitsweek 16: 2 commitsweek 17: 7 commitsweek 18: 6 commitsweek 19: 0 commitsweek 20: 4 commitsweek 21: 2 commitsweek 22: 5 commitsweek 23: 5 commitsweek 24: 2 commitsweek 25: 0 commitsweek 26: 0 commits
weeks
26
peak/wk
18
active
20
total
100
citations by yearCitation source: not measured.

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 +1.52, regime accelerating. prior slope -0.052, recent slope -0.079 per week. -0.052prior 39w-0.079recent 13w+1.52×
swing
+1.52×
regime
accelerating
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit-axis Sharpe log-linear slope over residual std, value -0.062 with 95% CI -0.089 to -0.035, 50 degrees of freedom. CI spans zero.0-0.06295% CI -0.089, -0.035-0.089-0.035
sharpe
-0.062
95% ci
-0.089, -0.035
dof
50
snapshot 1 of 1 · · m4
commit changepoint52 weekly commit points. Changepoint at week 4 (2025-11-08), slope change -4.858 commits per week.2025-11-08
date
week
4 of 52
Δslope
-4.858/wk
snapshot 1 of 1 · · m4
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m4
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m4
methodology gate snapshot 1 of 1 · · m4
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 · · m4

Measurement states

Open-Instruct is under weekly measurement. History: 15 weekly observations; minimum 4. Development velocity axis: measured. Citation source: not measured. Direct-dependents axis: no admitted own package; not measured. Gate: not computable — 1 of 3 axes measurable

Sources

allenai/open-instruct development-velocity axis

Others in Post-training & Alignment

AReaL Post-training & Alignment
1 of 3 axes measurable
47
p40
vel -0.27 cit no axis deps no axis
axis dials
-0.27 n/a n/a
ART Post-training & Alignment
1 of 3 axes measurable
66
p93
vel +1.31 cit no axis deps no axis
axis dials
+1.31 n/a n/a
Axolotl Post-training & Alignment
1 of 3 axes measurable
56
p73
vel +0.45 cit no axis deps no axis
axis dials
+0.45 n/a n/a
LLaMA-Factory Post-training & Alignment
1 of 3 axes measurable
24
p0
vel -2.06 cit no axis deps no axis
axis dials
-2.06 n/a n/a
ms-swift Post-training & Alignment
2 of 3 axes measurable
43
p33
vel -0.48 cit no axis deps -0.67
axis dials
-0.48 n/a -0.67
NeMo-RL Post-training & Alignment
1 of 3 axes measurable
66
p87
vel +1.29 cit no axis deps no axis
axis dials
+1.29 n/a n/a

Full Post-training & Alignment cohort →

Direct-dependents momentum (deps.dev)

Direct-dependents axis: no admitted own package; 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

Cite this measurement

Plain citation

Evidaxis. Open-Instruct measurement record. Snapshot 2026-10-10. https://evidaxis.org/e/e_QF7Y4CJ00Q4/ Concept DOI: 10.5281/zenodo.21076011.

BibTeX

@dataset{evidaxis_e_QF7Y4CJ00Q4_20261010,
  title = {Open-Instruct measurement record},
  publisher = {Evidaxis},
  year = {2026},
  url = {https://evidaxis.org/e/e_QF7Y4CJ00Q4/},
  doi = {10.5281/zenodo.21076011}
}

Download record (JSON)

entity_id e_QF7Y4CJ00Q4 methodology m4 snapshot ad5e404d4f82 period 2026-w41 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m4, never edited by hand. Cite as: “Evidaxis, Open-Instruct, entity e_QF7Y4CJ00Q4, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_QF7Y4CJ00Q4:m4:2026-10-10