Evidaxis

LMDeploy

repo
Inference & Serving · n = 13 · InternLM/lmdeploy
Single-axis · conf low
momentum
momentum 45.8 of 100 45.8 /100
momentum
45.8/100
pctile
p33
convergence gate
Convergence gate: velocity only, citation axis absent × ∅
gate
0 of 2 axes

velocity only, citation axis absent.

gate shut
position in cohort distribution one of 13 in cohort
percentile 33 within cohort p25 p50 p75 p0 p100
percentile
p33
momentum is the combined velocity and citation signal, percentile within cohort
velocity z
velocity z gaugevelocity z-0.34 within cohort, log-slope +0.021/wk.0-0.34
velocity z
-0.34 σ
slope
+0.021/wk
log-slope +0.021/wk
convergence planefull gate = rising
LMDeploy on the convergence plane LMDeploy at velocity z -0.34 and citation z no axis, against 0 dual-axis cohort peers. single-axis: citation axis absent, excluded from the plane. z>=1 median velocity z → citation z ↑
velocity z
-0.34
citation z
no axis
peers
12

single-axis: citation axis absent, excluded from the plane.

citation z no citation axis
cohort
13
systems measured
weekly commits
13
not rising
total citations
n/a
no axis
momentum
45.8
percentile p33
commit heatmap, last 26 weeks13/wk
weekly commits, 26 weeks26 weeks of commits, peak 24 in a week, 25 active weeks, 306 total.week 1: 15 commitsweek 2: 0 commitsweek 3: 15 commitsweek 4: 12 commitsweek 5: 5 commitsweek 6: 12 commitsweek 7: 24 commitsweek 8: 8 commitsweek 9: 12 commitsweek 10: 11 commitsweek 11: 8 commitsweek 12: 9 commitsweek 13: 8 commitsweek 14: 11 commitsweek 15: 12 commitsweek 16: 15 commitsweek 17: 10 commitsweek 18: 22 commitsweek 19: 10 commitsweek 20: 11 commitsweek 21: 21 commitsweek 22: 6 commitsweek 23: 9 commitsweek 24: 12 commitsweek 25: 16 commitsweek 26: 12 commits
weeks
26
peak/wk
24
active
25
total
306
citations by yearno axis

LMDeploy holds an Evidaxis momentum score of 45.8 of 100 on methodology m2, snapshot 2026-08-08, measured within the Inference & Serving cohort (n = 13). No axis is currently rising within the cohort, and no second (citation) axis is available, so it sits below the two-axis gate.

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 +0.94, regime steady. prior slope -0.006, recent slope -0.005 per week. -0.006prior 39w-0.005recent 13w+0.94×
swing
+0.94×
regime
steady
windows
13w vs 39w
snapshot 1 of 1 · · m2
commit-axis Sharpe log-linear slope over residual std, value +0.005 with 95% CI -0.013 to +0.023, 50 degrees of freedom. CI spans zero.0+0.00595% CI -0.013, +0.023-0.013+0.023
sharpe
+0.005
95% ci
-0.013, +0.023
dof
50
snapshot 1 of 1 · · m2
commit changepoint52 weekly commit points. No significant changepoint detected (|delta slope| within the noise floor).no significant changepoint
changepoint
none detected
snapshot 1 of 1 · · m2
code-leads-citation lag reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
axis alpha vs cohort reserved

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

status
reserved
value
insufficient data
snapshot 1 of 1 · · m2
gate ETA reserved

reserved: needs snapshot history (1 snapshot exists)

status
reserved
value
insufficient history
snapshot 1 of 1 · · m2
methodology gate snapshot 1 of 1 · · m2
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 · · m2

Verdict

LMDeploy is tracked. No axis is currently rising relative to its cohort, and it has no second (citation) axis available.

Path to Rising: needs development velocity to turn positive within its cohort; a second measurable axis to exist (no academic paper is currently tracked).

Sources

InternLM/lmdeploy development-velocity axis

Embed this badge

Evidaxis single-axis, LMDeploy
[![Evidaxis: LMDeploy](https://evidaxis.org/badge/e_1ER3NPA3Y77/2026-w32.svg)](https://evidaxis.org/e/e_1ER3NPA3Y77)

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Full Inference & Serving cohort →

entity_id e_1ER3NPA3Y77 methodology m2 snapshot 035a72a81e59 period 2026-w32 record JSON ↓ source snapshot

Score derived from public data on Evidaxis methodology m2, never edited by hand. Cite as: “Evidaxis, LMDeploy, entity e_1ER3NPA3Y77, snapshot 2026-w32.”

Durable reference (format-independent): urn:evidaxis:claim:e_1ER3NPA3Y77:m2:2026-08-08