Evidaxis
Dated record

speculators

repo · vllm-project/speculators · paper: not linked · as of

Niche: not yet assigned.

17.7 commits per week averaged over the trailing window. No paper is linked in OpenAlex. Dependents: no reading in the scored panel. 2 of 4 weekly observations; full commit series captured. 860 GitHub stars, recorded, not scored. Measured 2026-10-03 for speculators; sources linked below.

commits/wk 17.7 averaged, trailing window last commit week 2026-10-04 measured · GitHub ·
citations no paper linked all years, indexed to date no reading · OpenAlex ·
direct dependents not in the scored panel partition 2026-10-03 no reading · deps.dev snapshot ·
stars 860 recorded, not scored measured · GitHub ·
Download values (CSV) JSON record Follow this system (feed) Report an error

Is speculators still maintained?

17.7 commits per week averaged over the trailing window.

GitHub averaged 17.7 per week over the trailing window; raw weekly counts below are individual weeks.

Last commit week 2026-10-04.

Commits in the latest captured week vs 4 weeks earlier: -7 · vs 26 weeks earlier: 14 · 52-week range: 0 to 33 commits in an individual week.

line chart: speculators, weekly commits, 19 in latest week, 2025-10-12 to 2026-10-04
speculators averaged 17.7 commits a week. GitHub commit_activity · .
Latest eight weeks
Week startingCommits
2026-08-1611
2026-08-2319
2026-08-3011
2026-09-0626
2026-09-1313
2026-09-2013
2026-09-2714
2026-10-0419
heatmap chart: speculators, weeks with commits, 26 of 26, 2026-04-12 to 2026-10-04
26 of the last 26 captured weeks had commits for speculators. GitHub commit_activity · .
All 52 weeks
Weekly commits
Week startingCommits
2025-10-123
2025-10-191
2025-10-267
2025-11-028
2025-11-093
2025-11-166
2025-11-238
2025-11-300
2025-12-0710
2025-12-1413
2025-12-217
2025-12-280
2026-01-040
2026-01-114
2026-01-188
2026-01-255
2026-02-016
2026-02-081
2026-02-154
2026-02-224
2026-03-019
2026-03-087
2026-03-153
2026-03-227
2026-03-296
2026-04-055
2026-04-128
2026-04-1924
2026-04-2633
2026-05-0312
2026-05-104
2026-05-1716
2026-05-247
2026-05-3117
2026-06-0716
2026-06-1413
2026-06-2111
2026-06-2827
2026-07-0529
2026-07-1213
2026-07-1929
2026-07-2630
2026-08-0218
2026-08-099
2026-08-1611
2026-08-2319
2026-08-3011
2026-09-0626
2026-09-1313
2026-09-2013
2026-09-2714
2026-10-0419

GitHub commit_activity · period 2025-10-12 to 2026-10-04 · n = 52 weeks · method weekly totals; reconstructed dates · updated · version 0641434ff686-b1 · CSV

Readings

Recorded values and sources
ReadingValueΔ 4 weeksΔ 26 weeks52-week rangeInstrumentDateReproducePrevious reading
Commits per week17.7-1.712.34.2 to 19.6GitHub, trailing 12 weeks2026-10-03Public query17
Citing worksno readingno readingno readingno readingOpenAlex, all years2026-10-03Public queryno reading
Direct dependentsno readingno readingno readingno readingDirect dependents2026-10-03Public queryno reading
Daily dependents (unscored)0no readingno reading0 to 0deps.dev REST, unscored2026-w40Public queryno reading
Stars860no readingno reading853 to 860GitHub stars, unscored2026-10-03Public query853

Evidaxis snapshot · period 2026-10-03 · n = 1 system · method source linked readings · updated · version 0641434ff686-b1

How to cite speculators's record?

Evidaxis. speculators measurement record. Snapshot 2026-10-03. urn:evidaxis:claim:e_3H30KSPSVQ4:m3:2026-10-03. CC0-1.0. https://evidaxis.org/e/e_3H30KSPSVQ4/

Evidaxis · period 2026-10-03 · n = 1 system · method claim URN · updated · version 0641434ff686-b1

Is anyone using speculators?

Dependents: no reading in the scored panel.

Weekly dependents
PartitionDirect dependentsWeekly pointsMethod
no partitionno readingno readingm3 package union

Daily dependents (unscored): 0. 860 GitHub stars, recorded, not scored.

sparkline chart: speculators, daily dependents, 0, 2026-w39 to 2026-w40
speculators recorded 0 daily dependents. deps.dev REST (unscored) · .
Captured daily series
Unscored daily dependents, as captured
PeriodDependents
2026-w390
2026-w400

deps.dev · period 2026-10-03 · n = 0 partitions · method m3 package union · updated · version 0641434ff686-b1 · CSV

What changed since the last snapshot?

2 published readings changed between snapshots 9d2fe956adbc and 0641434ff686.

slope chart: speculators, changed published values, 2, 2026-09-26 to 2026-10-03
2 published values changed for speculators since 2026-09-26. Evidaxis snapshots · .
Snapshot values
MetricPreviousCurrentDelta
Commits per week1717.70.7
Citing worksno readingno readingno reading
Direct dependentsno readingno readingno reading
Stars8538607

Evidaxis snapshots · period 2026-09-26 to 2026-10-03 · n = 2 partitions · method paired snapshot values · updated · version 0641434ff686-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 2026-10-03 · n = 1 system · method CC0-1.0 open export · updated · version 0641434ff686-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.

What is not measured for speculators, and why

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

Unmeasured slots
ReadingReason
Citing worksnot linked
Direct dependentsoutside panel

Dependents: no reading in the scored panel.

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 2026-10-03 · n = 1 system · method measurement coverage · updated · version 0641434ff686-b1

Measurement detail

Gate, gauges, percentile, derived signals and snapshot receipt

History: 2 of 4 weekly observations. Axis coverage: 1 of 3 axes measurable. Gate: not computable - history 2 of 4 weekly observations

2 of 4 weekly observations; full commit series captured.

speculators

repo
Unassigned (AI-v1 census) · n = 5773 · vllm-project/speculators
1 of 3 axes measurable · conf low
convergence gate
Convergence gate: Gate: not computable - history 2 of 4 weekly observations Development velocity: measured × Citation momentum: not measurable ∅ Direct-dependents momentum (deps.dev): not measurable ∅
gate
0 of 3 axes

Gate: not computable - history 2 of 4 weekly observations

· Evidaxis snapshot · 2026-10-03
Gate: not computable - history 2 of 4 weekly observations
position in cohort distribution one of 5773 in cohort
percentile 77 within cohort p25 p50 p75 p0 p100
percentile
p77
· Evidaxis snapshot · 2026-10-03
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+0.69 within cohort, log-slope +0.008/wk.0+0.69
velocity z
+0.69 σ
slope
+0.008/wk
· Evidaxis snapshot · 2026-10-03
log-slope +0.008/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: outside the frozen panel; not measured.
cohort
5773
systems measured
weekly commits
17.7
Development velocity axis: measured.
total citations
no reading
Citation source: not measured.
momentum
58.6
percentile p77
commit heatmap, last 26 weeks17.7/wk
weekly commits, 26 weeks26 weeks of commits, peak 33 in a week, 26 active weeks, 442 total.week 1: 8 commitsweek 2: 24 commitsweek 3: 33 commitsweek 4: 12 commitsweek 5: 4 commitsweek 6: 16 commitsweek 7: 7 commitsweek 8: 17 commitsweek 9: 16 commitsweek 10: 13 commitsweek 11: 11 commitsweek 12: 27 commitsweek 13: 29 commitsweek 14: 13 commitsweek 15: 29 commitsweek 16: 30 commitsweek 17: 18 commitsweek 18: 9 commitsweek 19: 11 commitsweek 20: 19 commitsweek 21: 11 commitsweek 22: 26 commitsweek 23: 13 commitsweek 24: 13 commitsweek 25: 14 commitsweek 26: 19 commits
weeks
26
peak/wk
33
active
26
total
442
· Evidaxis snapshot · 2026-10-03
citations by yearCitation source: not measured.
Daily dependents count (unscored) 0 dependents 0 direct · pypi/speculators · deps.dev · the scored m3 axis uses weekly partitions
recency-weighted swing trailing 13-week vs prior 39-week log-slope ratio -0.43, regime recent slope sign differs from prior window. prior slope +0.043, recent slope -0.019 per week. +0.043prior 39w-0.019recent 13w-0.43×
swing
-0.43×
regime
recent slope sign differs from prior window
windows
13w vs 39w
snapshot 1 of 1 · · m3
commit-axis Sharpe log-linear slope over residual std, value +0.055 with 95% CI +0.033 to +0.077, 50 degrees of freedom. CI excludes zero.0+0.05595% CI +0.033, +0.077+0.033+0.077
sharpe
+0.055
95% ci
+0.033, +0.077
dof
50
snapshot 1 of 1 · · m3
commit changepoint52 weekly commit points. Changepoint at week 50 (2026-09-19), slope change +2.619 commits per week.2026-09-19
date
week
50 of 52
Δslope
+2.619/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
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 2 of 2 · · m3

Direct-dependents momentum (deps.dev)

Direct-dependents axis: outside the frozen panel; not measured.

Coverage state
out_of_panel
Cohort z
no axis
OLS slope
no reading
Theil-Sen slope
no reading
Latest direct dependents
no reading
Confirmed-clean points
no reading
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

Evidaxis · period 2026-10-03 · n = 1 system · method measurement detail · updated · version 0641434ff686-b1 · record JSON · snapshot receipt