Evidaxis

FastVLM

repo
Multimodal Foundation Models · n = 13 · apple-aiml-research/ml-fastvlm
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 13 in cohort
percentile 100 within cohort p25 p50 p75 p0 p100
percentile
p100
momentum averages present-axis z-scores; two- and three-axis scores are not strictly comparable
velocity z
velocity z gaugevelocity z+3.04 within cohort, log-slope +0.004/wk.0+3.04
velocity z
+3.04 σ
slope
+0.004/wk
log-slope +0.004/wk
citation z Citation axis: insufficient source coverage (source returned too few observations).
direct-dependents z Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met.
cohort
13
systems measured
weekly commits
0.1
Development velocity axis: measured.
total citations
n/a
Citation axis: insufficient source coverage (source returned too few observations).
momentum
87.9
percentile p100
commit heatmap, last 26 weeks0.1/wk
weekly commits, 26 weeks26 weeks of commits, peak 1 in a week, 1 active weeks, 1 total.week 1: 0 commitsweek 2: 0 commitsweek 3: 0 commitsweek 4: 0 commitsweek 5: 0 commitsweek 6: 0 commitsweek 7: 0 commitsweek 8: 0 commitsweek 9: 0 commitsweek 10: 0 commitsweek 11: 0 commitsweek 12: 0 commitsweek 13: 0 commitsweek 14: 0 commitsweek 15: 0 commitsweek 16: 0 commitsweek 17: 0 commitsweek 18: 0 commitsweek 19: 0 commitsweek 20: 0 commitsweek 21: 1 commitsweek 22: 0 commitsweek 23: 0 commitsweek 24: 0 commitsweek 25: 0 commitsweek 26: 0 commits
weeks
26
peak/wk
1
active
1
total
1
citations by yearCitation axis: insufficient source coverage (source returned too few observations).

FastVLM holds an Evidaxis momentum score of 87.9 of 100 on methodology m4, snapshot 2026-10-10, measured within the Multimodal Foundation Models cohort (n = 13). 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 +3808.50, regime accelerating from a flat base. prior slope +0.000, recent slope +0.004 per week. +0.000prior 39w+0.004recent 13wn/a
swing
n/a
regime
accelerating from a flat base
windows
13w vs 39w
snapshot 1 of 1 · · m4
commit Sharpereserved: <26 non-zero commit weeks
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 · · 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
2
shipped
2
reserved
4

shipped

  • recency-swing
  • commit-changepoint

reserved

  • commit-sharpe
  • code-leads-citation-lag
  • axis-alpha
  • gate-eta
snapshot 1 of 1 · · m4

Measurement states

FastVLM is under weekly measurement. History: 15 weekly observations; minimum 4. Development velocity axis: measured. Citation axis: insufficient source coverage (source returned too few observations). Direct-dependents axis: minimum of 14 usable points of the new quantity and 5 latest dependents not met. Gate: not computable — 1 of 3 axes measurable

Sources

apple-aiml-research/ml-fastvlm development-velocity axis
OpenAlex paper citation-momentum axis

Others in Multimodal Foundation Models

DeepSeek-OCR Multimodal Foundation Models
1 of 3 axes measurable
58
p67
vel +0.63 cit no axis deps no axis
axis dials
+0.63 n/a n/a
DeepSeek-VL2 Multimodal Foundation Models
1 of 3 axes measurable
48
p42
vel -0.13 cit no axis deps no axis
axis dials
-0.13 n/a n/a
Eagle 2.5 Multimodal Foundation Models
1 of 3 axes measurable
9
p0
vel -3.32 cit no axis deps no axis
axis dials
-3.32 n/a n/a
GLM-V Multimodal Foundation Models
1 of 3 axes measurable
81
p83
vel +2.46 cit no axis deps no axis
axis dials
+2.46 n/a n/a
InternVL Multimodal Foundation Models
1 of 3 axes measurable
52
p50
vel +0.20 cit no axis deps no axis
axis dials
+0.20 n/a n/a
Kimi-VL Multimodal Foundation Models
1 of 3 axes measurable
39
p33
vel -0.88 cit no axis deps no axis
axis dials
-0.88 n/a n/a

Full Multimodal Foundation Models cohort →

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
n/a
Theil-Sen slope
n/a
Latest direct dependents
n/a
Confirmed-clean points
0
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_JN83HWXP85Z 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, FastVLM, entity e_JN83HWXP85Z, snapshot 2026-w41.”

Durable reference (format-independent): urn:evidaxis:claim:e_JN83HWXP85Z:m4:2026-10-10