UltraMassive.ML // A.R.E. Decision Layer

§01engine telemetrylive synthetic counters

Live counters driven by the decision seal. Every dispatch increments the routed total, updates the tier load distribution, and appends a row to the dispatch log.

Requests Routed

0

all-time synthetic

Median Latency

142ms

P50 · rolling window

Egress Committed

0

APX-HL-EGRESS edges

Tier Hit Rate

94.2%

right-sized selection

Tier Load Distribution

NANO0

STANDARD0

FRONTIER0

Recent Dispatches

§02possibility–necessity calibrationΠ/N band · tier selection

Every request is scored against a possibility–necessity band. The engine selects the cheapest tier whose capability clears the necessity floor and the confidence threshold τ.

A.R.E. ROUTING SIMULATOR · max possibility-reward − λ(cost)LIVE

task complexity 0.50

cost sensitivity λ 0.50

confidence floor τ 0.40

possibility Π 0.50 · necessity N 0.30

routed tier → STANDARD

reward 0.45 · cost $0.50/1K · Δcarbon −0.08 gCO₂eq

invariant: t* = argmin{cost(t) : cap(t) ≥ max(N, τ)} · deterministic, replayable

§03geofenced sovereignty protocolGSP · hard jurisdiction constraint

Configure a prompt profile and enable regulatory constraints. An attempt to route constrained data to a non-compliant node triggers BOUNDARY_BREACH_PREVENTED and redirects to a compliant sovereign cluster.

01 · Prompt Profile

02 · Optimization Weights

latency priority 0.50

carbon floor 0.30

cost cap 0.60

03 · Regulatory Enforcement

EU AI Act · Title IIIconfine to EU jurisdiction French Sovereign Cloudconfine to EU-FR only US ITAR / FedRAMPconfine to US-VA cleared nodes Singapore PDPAconfine to SG jurisdiction

SOVEREIGN ROUTING · LIVE DECISION GRAPHGSP ACTIVE

gateways 6 · jurisdictions 5
constraint EU ONLY
attempts 0

Gateway

Decision RecordAWAITING REQUEST

Select a profile and click Route Request. The engine evaluates all six gateways against your regulatory constraints.

// Expanded routing cost function J(n) = w₁·Cost(n) + w₂·Latency(n) + w₃·GridCarbon(n) + Ω_geo(n, Φ) Ω_geo(n, Φ) = { 0, if n satisfies geopolitical policy Φ { ∞, otherwise // hard constraint, not a penalty

§04weighted interval hypergraphsovereignty axis · linear order

Jurisdictions are linearly ordered on the sovereignty axis. Each routing decision is an interval hyperedge weighted by J(n). Hover any interval to inspect its cost composition.

FIG.3 // weighted interval hypergraph · hover an interval to inspect J(n)

APX-HL-EGRESS

Interval

§05egress-commit ledgerAPX-HL-EGRESS · synthetic stream

Every routing decision commits to APX-HL-EGRESS as a directed hyperedge carrying a SPIFFE principal, geographic coordinates, and an attestation signature.

APX-HL-EGRESS · COMMIT STREAMSYNTHETIC · LIVE

§06tier selection matrixNANO · STANDARD · FRONTIER

Three tiers, one deterministic selector. The cheapest tier satisfying the necessity floor wins.

Tier I · NANO

Lightweight Routing

Classification, extraction, simple routing. Carbon-optimal.

Capability: 0.30
Cost: $0.10 / 1K tokens
P99: <50ms
Models: Llama-3.2-1B, Phi-3-mini

Tier II · STANDARD

Balanced Routing

General inference, summarization, code generation.

Capability: 0.70
Cost: $0.50 / 1K tokens
P99: <200ms
Models: Llama-3.1-70B, Mistral-Large

Tier III · FRONTIER

High-Capability Routing

Complex reasoning, long-context, agentic tasks.

Capability: 0.95
Cost: $1.00 / 1K tokens
P99: <500ms
Models: Llama-3.1-405B, Claude-3.5-Sonnet

§07contactbring us your hardest routing problem

email: contact@ultramassiveml.io
phone: +1 202.709.9701
engine: ultramassive.ml
ecosystem: ultramassiveml.io · aperx.ultramassiveml.io

autosymbotic division
UltraMassive Advanced Scientific Research Corp
Detroit, Michigan · USA
CVE / MBE · UEI M56HEXXMJC47 · CAGE 22QR2