Evidaxis

llm_engineering

repo
Unassigned (AI-v1 census) · n = 6545 · llm_engineering
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 6545 in cohort
percentile 1 within cohort p25 p50 p75 p0 p100
percentile
p1
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z-3.13 within cohort, log-slope -0.052/wk.0-3.13
velocity z
-3.13 σ
slope
-0.052/wk
log-slope -0.052/wk
citation z Citation source: not measured.
direct-dependents z Direct-dependents axis: no admitted own package; not measured.
cohort
6545
systems measured
weekly commits
45.2
Development velocity axis: measured.
total citations
n/a
Citation source: not measured.
momentum
10.9
percentile p1
commit heatmap, last 26 weeks45.2/wk
weekly commits, 26 weeks26 weeks of commits, peak 128 in a week, 25 active weeks, 1508 total.week 1: 54 commitsweek 2: 42 commitsweek 3: 128 commitsweek 4: 112 commitsweek 5: 59 commitsweek 6: 9 commitsweek 7: 54 commitsweek 8: 85 commitsweek 9: 58 commitsweek 10: 49 commitsweek 11: 117 commitsweek 12: 104 commitsweek 13: 73 commitsweek 14: 22 commitsweek 15: 74 commitsweek 16: 61 commitsweek 17: 68 commitsweek 18: 44 commitsweek 19: 58 commitsweek 20: 11 commitsweek 21: 29 commitsweek 22: 63 commitsweek 23: 47 commitsweek 24: 59 commitsweek 25: 28 commitsweek 26: 0 commits
weeks
26
peak/wk
128
active
25
total
1508
citations by yearCitation source: not measured.

llm_engineering holds an Evidaxis momentum score of 10.9 of 100 on methodology m5, snapshot 2026-11-07, measured within the Unassigned (AI-v1 census) cohort (n = 6545). Axis coverage: 1 of 3 axes measurable. Gate: not computable — 1 of 3 axes measurable

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 -11.48, regime recent slope sign differs from prior window. prior slope +0.012, recent slope -0.136 per week. +0.012prior 39w-0.136recent 13w-11.48×
swing
-11.48×
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 -0.016 with 95% CI -0.047 to +0.016, 50 degrees of freedom. CI spans zero.0-0.01695% CI -0.047, +0.016-0.047+0.016
sharpe
-0.016
95% ci
-0.047, +0.016
dof
50
snapshot 1 of 1 · · m5
commit changepoint52 weekly commit points. Changepoint at week 19 (2026-03-21), slope change -55.289 commits per week.2026-03-21
date
week
19 of 52
Δslope
-55.289/wk
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
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
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 1 of 1 · · m5

Measurement states

llm_engineering is under weekly measurement. History: 7 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

llm_engineering development-velocity axis

Others in Unassigned (AI-v1 census)

0xDeCA10B Unassigned (AI-v1 census)
1 of 3 axes measurable
51
p59
vel +0.10 cit no axis deps no axis
axis dials
+0.10 n/a n/a
100-Days-Of-ML-Code Unassigned (AI-v1 census)
1 of 3 axes measurable
69
p78
vel +1.53 cit no axis deps no axis
axis dials
+1.53 n/a n/a
10x Unassigned (AI-v1 census)
1 of 3 axes measurable
50
p45
vel +0.03 cit no axis deps no axis
axis dials
+0.03 n/a n/a
1Cat-vLLM Unassigned (AI-v1 census)
1 of 3 axes measurable
88
p93
vel +3.02 cit no axis deps no axis
axis dials
+3.02 n/a n/a
3D-convolutional-speaker-recognition Unassigned (AI-v1 census)
1 of 3 axes measurable
51
p54
vel +0.08 cit no axis deps no axis
axis dials
+0.08 n/a n/a
3D-ResNets-PyTorch Unassigned (AI-v1 census)
1 of 3 axes measurable
49
p34
vel -0.07 cit no axis deps no axis
axis dials
-0.07 n/a n/a

Full Unassigned (AI-v1 census) 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

entity_id e_YJQ72A60E5K methodology m5 snapshot 868e3c39d9c7 period 2026-w45 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m5, never edited by hand. Cite as: “Evidaxis, llm_engineering, entity e_YJQ72A60E5K, snapshot 2026-w45.”

Durable reference (format-independent): urn:evidaxis:claim:e_YJQ72A60E5K:m5:2026-11-07