Quorum

Clinical AI Verification & Evidence Platform

Connecting to gateway...
Cumulative FinOps savings

0.00%

Optimized: $0.00 vs. $0.00

Context compression ratio

0.0%

0 / 0 Input Tokens

Bio-semantic cache hit-rate

0 Hits

Active vector indices: 0

Base router latency

1.4 ms

Google Cloud Run Stateless Target

Scientific fidelity (SFSScientific fidelity score: neuro-symbolic clinical validator grading reasoning against medical databases.)

0/100

Live evaluation: Idle

B2B scientific workspace

Clinical trial protocol screener & patient matcher

Simulate uploading patient genetic diagnostics and checking matching drug therapies. SciRoute evaluates inputs and runs background databases lookups in parallel.

B2B application output stream
Awaiting stream

Awaiting clinical screener simulation...

Developer infrastructure logs

Comparative Core Routing & Symbolic Verification Telemetry

Unoptimized pipeline (raw RAG)

Awaiting pipeline telemetry...

SciRoute AI pipeline

Awaiting pipeline telemetry...

Symbolic verification guardrail

Idle
Rule-1: gen-drug match Rule-2: contraindication avoidance Rule-3: trial ID integrity
Asynchronous verification results will appear here in real-time.
Multi-agent consensus network
Status: Idle Agreement score: --
Genomics profiler
--
Awaiting diagnostics...
Pharmacology expert
--
Awaiting compound profile...
Clinical trial matcher
--
Awaiting NCT protocol...

Central clinical control center

Secure HL7 FHIR R4 gateway & Epic Systems EHR transaction compliance manager

Verify compliant data sharing with external health networks. Authenticate with the Epic Systems sandbox, map clinical diagnostics to standard FHIR format, and audit transactions.

EHR OAuth2 authentication

Status: Awaiting credential verification

Clinical parameters mapping & simulation

0 Alert Quarantined FHIR Transactions Inbox

Human-In-The-Loop clinical overrides & sandbox bypass approval queue

Live gateway complies. Zero compliance warnings active.

Prompt condensation and distillation

Compress raw system prompts and extract few-shot templates.

Enterprise system prompts often contain conversational fluff and massive embedded few-shot examples that consume up to 80% of active VRAM. Paste a prompt below to compile it instantly using real-time streaming context evaluation.

Evolutionary DAG prompt mutations

Closed-loop system prompt directed lineage evolution search.

MIPRO Engine
Elite mutant fitness

0.00

Awaiting directed evolution search.
Evolutionary mutation directed lineage tree
Awaiting mutation run.

Compiled skill playground

Natively execute distilled workflow pathways at $0 cost and <1ms latency.

Playground execution report
Select a compiled skill and click Natively Execute...

Compiled prompt output

Linguistically compressed instruction set and isolated memory cards.

Token reduction

0.0%

0 / 0 tokens
Latency speedup

1.00x

1.8s vs 1.8s
Semantic fidelity

100.0%

Perfect alignment.
Annualized savings

$0.00

Projected B2B value.
Context keep classification heatmap
Awaiting prompt compilation stream to render keep-probabilities.
Distilled prompt rules
Awaiting prompt compilation.
Extracted few-shot cache blocks
No few-shot examples extracted yet.

Secure GxP Prompt Data Contract

Cryptographically signed immutable alignment certificate

GxP Compliant
GxP
CONTRACT ID: PRM-CTR-PENDING
TIMESTAMP: Awaiting Evolve Action
SHA256 CHECKSUM: -
CRYPTOGRAPHIC GXP SIGNATURE: -

Stateful cross-agent memory

Consolidated State Chord tracking active session factual profiles

Instead of feeding thousands of tokens of redundant chat transcript across multi-step agents, SciRoute consolidates facts into a single state chord. Watch state badges light up during simulation runs.

Sensory buffer
0/10
Active logs
Episodic chord
0
Events tracked
Long term past
0
Sessions saved
Identified genes
No genes detected
Variants (rsIDs)
No variants detected
Compounds (PubChem)
No compounds detected
Active clinical trials (NCT)
No trials detected
Factual assertions
{}
Chronological state timeline
No chronological state events recorded yet.

Clinical conflict resolution desk

Resolve active contradictions between multi-agent assertions

Automated algorithms flag conflicting variant pathogenous calls across multiple agent layers. Clinicians can view evidence and sign overriding judgements manually.

No active contradictions found in this session.

Semantic past recall search

Query historical session memory using natural language overlap

Type keywords, gene names, compounds, clinical trials, or rsIDs to compute Jaccard-overlap similarities against disk-persisted past session states.

No past sessions searched yet.

Factual policy editor

Inject new genetic and therapeutic indicators into real-time ground truth mocks

Active ground truth records 0 entries
Synchronizing databases...

Scientific model context protocol (Sci-MCP)

Standardized server-side tools and schemas for AI agents

Agents call tools and request schema resources over standard MCP endpoints. Test the API directly on the dashboard below.

Execute MCP tool endpoint
Await Tool Invocation...
Exposed schema resources (click to read)

clinvar://variants/active

Pathogenicity profiles for active variant rsIDs.

pubchem://compounds/approved

Oncological therapeutics and target pathways.

Partner DB Tool Compiler

Scans connected SQL servers and private clinical schemas, auto-compiles standard JSON schemas, and dynamically maps them as active MCP tools.

No auto-discovered partner databases compiled yet.

Bulk B2B diagnostics

Async Multi-Patient Trial Screening & Protocol Routing

Submit multi-patient trial profiles as a JSON array. SciRoute routes each patient to the optimal SLMSmall language model: faster, cost-efficient model used for lower-complexity clinical triages./LRMLarge reasoning model: heavy multi-step reasoning LLM used for high-complexity patient profiles. route, enforces safety guidelines, and validates diagnostic accuracy against clinical databases asynchronously.

Patient profiles dataset (JSON array) Preloaded
Active B2B job queues
No active batch operations.

Batch telemetry monitor

Real-Time Async Processing Stats & Clinical Audits

Batch Status: Idle 0% (0/0)
B2B savings

$0.0000

Total USD saved
Avg safety

0/100

Clinical grade
Token saved

0.0%

Compression
Active batch patient outcomes
Submit a clinical batch to monitor live async outcomes.

HIPAAHealth insurance portability and accountability act: standards safeguarding patient protected health information. Guard sandbox

Real-Time Safe Harbor 18-Identifier Redaction & Re-Hydration

Active

Enterprise HIPAA Guard intercepts inbound payloads, scrubbing 18 Safe Harbor identifiers (Names, SSNs, DOBs, MRNs, Phone, Location) using local stateful regexes. Cloud LLMs generate recommendations using redacted tokens, which are re-hydrated locally on stream termination to ensure zero PII leaks.

Original patient record (PHI / FHIR JSON)
Scrubbed cloud-safe payload (sent to LLM)
Click 'Execute' to view de-identified text output.
Active token mappings
No active redactions.
HIPAA compliance audit trail
Awaiting redaction trial...

B2B FinOps ROI dashboard

Track live cumulative cost savings from Cache, Compression & Routing pipelines

Cache hits
$0.00
Saved USD
Compression
$0.00
Saved USD
Routing SLM
$0.00
Saved USD

MCTSMonte Carlo tree search: generates multi-path logical reasoning simulations in parallel to check medical safety. Live reasoning search graph

Interactive tree telemetry showing live exploration pathways and branch selection

Nodes: 0 | Max Depth: 0

Active shadow deployments

Compare LRM primary against sub-10ms challenger models

Shadow on
Primary (production)

Production-Primary-Prompt

Review patient genomic profile, match markers to known therapies, and trials.

Shadow (challenger)

Challenger-Optimized-SLM

Match genetic markers to therapies and trials. Compress output, strip fluff, prioritize cost.

Moving average statistics 0 completed trials
Avg cost per query $0.0000 vs $0.0000
Shadow savings delta: +0.0% saved

Avg latency 0ms vs 0ms

Scientific fidelity (SFS) 0/100 vs 0/100
Fidelity variance: 0 SFS change

HITL active Clinical Quarantine Queue

Resolve low safety alerts (SFS < 70) and verify overrides before cache registration

Live Clinical Queue is empty. No quarantined transactions.

Clinical Peer Debate Chamber

Multi-agent asynchronous dispute resolution under clinical uncertainty

IDLE
Oncology lead
Dr. Elizabeth Vance
100%
Clinical pharmacologist
Dr. Marcus Chen
100%
Emergency triage
Dr. Sarah Jenkins
100%
Health economist
Dr. Helen Vance
100%
Patient advocate
Elena Rostova
100%
Genomics specialist
Dr. David Jones
100%
Cardiology specialist
Dr. Sarah Smith
100%
Compliance officer
Officer Mark Stern
100%
Pathologist
Dr. Raymond King
100%
Internal medicine lead
Dr. Chloe Patel
100%
No active clinical peer debates in progress.
Trigger a debate by setting the router's "accuracy weight" above 0.75 on the dashboard tab and matching a patient profile.

Bio-ontology semantic relationship network

Real-time knowledge graph traversing synonym & drug-target links

Hardware-aware VRAM roofline simulator

Analyze model weights & KV Cache footprints across enterprise NVIDIA GPUs

16
Mathematical Roofline Boundary Chart
VRAM Footprint Allocation
Model weights (7B params): 14.00 GB
KV cache allocation: 4.00 GB
vLLM system overhead: 2.00 GB

Total required VRAM: 20.00 GB
VRAM capacity (80GB max) 25.0%
Roofline Processing Bounds
Limiting execution regime: Memory bandwidth bound
Arithmetic intensity: 1.0 FLOPs/Byte
Decode phase speed: 45.2 tokens/sec
Avg prefill latency: 120.4 ms
Active thermal load: 55°C / 125W
Cloud CapEx margin: +95.4% saved
Self-Hosted Financial Run Rate
Cost per M tokens: $0.15 (vs unoptimized cloud API: $15.00)
$2,970.00
est. monthly savings (200M tks)

Multi-metric weight configurator

Define priority knobs to compute optimal model utility thresholds

Scientific accuracy weight ($w_{acc}$) 0.50

Penalizes candidates with accuracy ratings below the prompt's scientific complexity threshold.

Financial cost optimization weight ($w_{cost}$) 0.50

Maximizes preference for edge SLM and self-hosted models to reduce running expenses.

Execution latency weight ($w_{lat}$) 0.50

Favors low time-to-first-token models (<500ms) for real-time clinician interaction.

Real-time routing playground

Paste or write a biomedical query to evaluate dynamic routing paths

Lagrangian SLA Constraint Solver

Solve multi-metric linear programming dual-compromise frontier boundaries

Lagrangian LP
B2B Query Budget Limit Cap (USD) $0.050

Absolute maximum budget allowable per single clinical prompt transaction.

Maximum Target SLA Latency (ms) 1000ms

Enforces response constraints before soft Lagrangian penalty kicks in.

Required Clinical Accuracy Threshold 80%

Enforces minimal required Scientific Fidelity Score (SFS) bounds.

Lagrangian Active Compromise Frontier Awaiting solver
MODEL COST LATENCY ACCURACY OK SLA SCORE
Submit query to populate SLA frontier...
Solver status idle.
Enterprise Router Output

Claude 3.5 Sonnet

HEAVY REASONING LRM
Est. Query Cost
$0.005100
Avg Latency
1500 ms
Scientific Accuracy
98.0%
Financial Savings over Cloud heavy baseline
B2B CapEx optimization efficiency
$0.000000
0% saved
Decision justification:

No active evaluations recorded. Adjust weights and click "Calculate Multi-Model Utility Scores" to trigger.

Multi-metric utility leaderboard

Real-time utility ranking computed via $U_m = w_{acc}\bar{A}_m + w_{cost}\bar{C}_m + w_{lat}\bar{L}_m - P_m$

Rank / Candidate Accuracy Cost/M Latency Penalty Utility Score
Leaderboard empty. Trigger a prompt evaluation to score candidates.

Predictive Pareto frontier and active outage calibration

Optimize accuracy-cost-latency thresholds dynamically. Simulate real-time cloud provider outage spikes to test system auto-recovery.

Active Telemetry
Multi-model Pareto optimization frontier
Pareto optimal Suboptimal candidate
X-Axis: Estimated transaction cost (USD per 1M tokens) Y-Axis: Scientific fidelity accuracy score (SFS %)
Live provider outage simulator

Drag sliders to manually inject latency delays. Dynamic routing calculations automatically pivot around impaired providers in real time via live WebSocket state broadcasts.

Fetching active model catalog...

Adverse event intake

Secure local PHI scrubbing & GxP narrative generation

PERSONA MODE:

Sovereign enclave analytics

Total Ingested
0
GxP Pass Rate
0%
Held For HITL
0
Avg Audit Score
0.00

HIPAA guard diff viewer

Zero-leak safe-harbor de-identification

SECURE ENCLAVE
Awaiting clinical record processing... diff highlights will populate here.

Multi-specialty consensus board

Active pharmacological & oncological debate

Consensus Grade
IDLE
Awaiting medical expert debate session... logs stream in real time.

Process reward model (PRM) logic audit

Step-level fact checking & contradiction filtering

Path Probability
0.0000
Awaiting step-by-step PRM logic trace evaluation...

FDA E2B (R3) GxP narrative

Standardized regulatory submission draft

AWAITING AUDIT
Compliance narrative report is generated dynamically upon PRM logical sign-off.

Case registry audit trail

Immutable sovereign records stored locally for HIPAA compliance

Case ID Drug Targets Consensus PRM Score Verdict Status

Sierra guardrail workflow & compliance exporter

Sequential GxP state transitions and Ami Labs certified cryptographic signature export

Select a case
Select an active case below to initialize the GxP guardrail stepper

Fine-tuning setup

Sovereign clinical alignment & model customization

Core model & dataset
MIMIC-IV Adverse Events Cohort 1 95.80% suit
🤗 Hugging Face hub integration
Auto-Loader
Custom ingestion & ontology alignment
Step 1: Local dataset ingestion
Drag and drop clinical file here or click to browse
Supports CSV, JSON, or TSV formats up to 2GB.
Step 2: Pre-flight sanity cleaner
Step 3: Clinical cohort blender
Local Dataset Registry Corpus
50% 50%
Step 4: Ontology alignment guard
Real-time ontology logs
No active training ontology mappings detected. Start training steps to see logs.
Training stage & dataset format
Column mapping matrix
Instruction key:
Input / context key:
Output key:
LoRA adapter details
Optimization, precision & hardware
GaLore low-rank projection
FlashAttention-2 & context
Cutoff length:
Gradient accumulation:
Clinical safeguards & memory
Enable pre-flight EHR de-identification
Enable 5x training speed & 80% VRAM savings
1.00
Adjust penalty ratio for clinical diagnostic errors
Financial metrics & ROI
ESTIMATED COST
MIG Slicing Margin: +58%
$0.40 / hr
vs $1.38 physical base
GPU partition SFS layout

0.25 (MIG fractional)

Slicing active: 4 tenants packed concurrently
Localized NVMe cache IOPS

3.20 GB / s

IO throughput: 8.4x baseline init speedup
State-resume failovers

0

Zero progress lost during node evictions

3D Parallelism & MIG GPU Memory Planner

SOTA automated physical hardware topology & partition planner

Topology Engine
GaLore Low-Rank Optimizer Projection
WEIGHT VRAM
-
OPTIMIZER VRAM
-
GRADIENT VRAM
-
ACTIVATION VRAM
-
LORA VRAM
-
TOTAL ESTIMATED
-
Unsloth VRAM optimization -
Standard PyTorch - Unsloth Triton kernels -
SOTA 3D Parallel Split: TP: - | PP: - | DP: -
Inter-node NVLink: -
Intra-node PCIe stage latency: -
Page fragmentation waste: -
Physical GPU Cluster Partition Topology
Awaiting configuration submit...

Training stdout console

Real-time epoch progress & checkpoint log outputs

Select a job
Awaiting job selection or submission to stream container output...

Convergence curves

Blue: Logarithmic Loss | Purple: Clinical PRM Alignment %

0 1.2 2.5 0% 50% 100%

Active HIPAA guard de-identification enclave

Real-time local Protected Health Information (PHI) scrubbing and de-identification stream

Active enclave
Patient names
0
Medical record numbers
0
Dates & ages
0
Phone numbers
0
Clinic locations
0
Awaiting job selection or submission to stream HIPAA enclave de-identification telemetry...

GPU cluster jobs directory

List of active and historic training enclaves on peer cloud systems

Job ID / Model Hardware / Provider MIG Partition Current Epoch Hourly Cost Status

Active-passive clustering pool

Real-time SLA routing matrix and latency telemetry

Primary node
Vertex Gemini flash
Latency 115 ms
Uptime 99.98%
Secondary cloud
Claude 3.5 Sonnet proxy
Latency 145 ms
Uptime 99.95%
Local sovereign
Llama 3 70b local
Latency 220 ms
Uptime 100.0%
Standard routing matrix active
Active gateway node: Vertex-Gemini-Flash (cloud)

HL7 FHIR conformance auditor

Validates inbound clinical resources against structural schema definitions

Paste FHIR resource JSON
Compliance status Unchecked
Awaiting schema execution...

Clinical ontology mapping engine

Grounds symptoms, marks, and drugs into standard terminologies with calibration checks

No mapped standard concept codes active

Cryptographic audit ledger

Append-only GxP-compliant transaction log secured via SHA256 hashes

Clinical knowledge base syncer

Real-time FDA drug streams & PubMed study feed parser

Live stream connected
Extracted medical entities
No entities ingested yet
Ingestion feed logs
Awaiting ingestion stream...

Federated clinical cohort evaluator

Privacy-preserving clinical auditing with epsilon-differential privacy

1.00
True local metrics
Scientific score (SFS): -
Average cost: -
Average latency: -
DP redacted metrics
Scientific score (SFS): -
Average cost: -
Average latency: -

Multi-modal diagnostic cross-examiner

Validating free-text clinical instructions against numerical physiological streams

Continuous vital signs
Heart rate (BPM):
Systolic BP (mmHg):
SpO2 (%):
Laboratory panels
Blood glucose (mg/dL):
Platelets (/µL):
Live physiological monitor stream Live tracking
Clinical note narrative

Interaction-to-next-paint optimizer

Profiling UI-thread layout blocking during massive document streaming

Healthy (good)
500
Standard DOM pipeline (unoptimized) -
Thrashing: 0ms Paint: 0ms
Virtualized pipeline (SciRoute optimized) -
No-blocking scheduler Savings: 0%
Live interface responsiveness simulator
60
Click buttons above to profile responsiveness. Unoptimized blocks will temporarily freeze the spinner.

Clinical operations teleboard

Real-time SaaS unit economics, hardware-isolated cryptographic enclaves, and LLMLingua-2 prompt compression telemetry

Secure enclave active Compression ready

Global edge cluster visualizer

Real-time multi-region sovereign enclave routing and transit latency

User
ROUTED TO: -
TRANSIT RTT: -
RAFT SYNC LAG: -
Active secure enclaves
User geographic location

Selecting user location simulates client RTT based on fiber great-circle formulas.

SLA agreement contract compiler

Adjust clustered availability parameters to generate real-time enterprise SaaS terms

99.9%
99.0% (Single node) 99.9% (Multi-region cluster) 99.999% (Sovereign active-active)
16 req/sec
4 RPS 64 RPS 128 RPS 256 RPS (MIG cluster scale)
Estimated subscription pricing

$1,850.00/mo

Contract tier classification

Standard scale-up clinic

GDPR residency posture Score: 100/100
HIPAA cryptographic attest Score: 100/100

Clinical outcomes simulator

Markov-Chain Weibull survival probability projection over 60-month horizon

Treatment status: Evaluating parameters...
Median overall survival

--

Median progression-free survival

--

Clinical support ticketing enclave

Raise GxP-signed support queries over disputed diagnostics with stateful HIPAA scrubbing

Secure socket active
Original PHI submission
Awaiting ticket submission...
Stateful redacted egress
Awaiting ticket submission...
7-Persona collaborative ticket audit loop
Awaiting active query execution...

SAML SSO & active policy control

Multi-tenant authorization, departmental isolation, & rate limiting

UNAUTHORIZED

Enforce active OIDC/SAML federated identity handshakes to isolate hospital department workloads (Oncology, Cardiology, Emergency) and protect sensitive HIPAA workloads.

Select clinician identity:

Active Leaky-Bucket Rate-Limiting Policies

Department Cost Center Ledgers

Department Requests Tokens consumed Calculated cost FinOps savings

Ambient exam-room scribe & SOAP note compiler

Capture unstructured conversations & auto-generate clinical SOAP notes

Simulate exam-room audio capture. SciRoute runs specialized speaker diarization and translates dialogue into medical-grade clinical notes.

Load clinical dialogue template:

Interactive reasoning-step grounding auditor

Verify black-box MCTS clinical thought traces against genetic & scientific databases

Parse complex reasoning trails, match biomedical references to local databases (dbSNP, ClinVar, PubChem, ClinicalTrials.gov), and ground reasoning steps with precise citation cards.

Clinician RLHF & auto-DPO dataset builder

Harvest expert human-in-the-loop overrides & compile fine-tuning datasets

Every time an expert clinical override is approved in the sandbox quarantine, SciRoute's closed-loop engine captures the unoptimized response as Rejected and the clinician's correction as Preferred, exporting ready-to-use DPO pairs.

Registered Preference Pairs

0 Pairs Accumulated

Adversarial revenue protection (appeal compiler)

GraphRAG-powered insurance denial defense and automated necessity compiler

AWAITING INGESTION

Select a medical claim denial template. SciRoute maps diagnostic ICD-10 criteria against active payer policies (LCD/NCD) using hierarchical GraphRAG chunking (4096 parent / 512 child token overlaps) to compile a bulletproof medical necessity appeal.

Denial scenario:

Pre-emptive chart hardening (audit defense compiler)

Asynchronous specialist clinician notes audits & clawback defense

GRADE: A (HARDENED)

Enter active clinician consultation notes below. SciRoute simulates predatory retrospective insurance audits to identify diagnostic contradictions or lack of medical necessity, injecting precise workflow interventions to secure full B2B reimbursements.

Preload notes template:

Telemetry state-space prognosis (Mamba SSM)

High-frequency waveform stream alignment joined with FHIR labs

Continuous mathematical solver integrating 250Hz ECG and SpO2 waveforms aligned with sparse clinical FHIR lab entries. Resolves continuous bilinear State-Space Mamba equations to forecast patient deterioration risks.

LIVE ECG & SpO2 BED-08 SIGNAL
MAMBA INTEGRATION INFERENCE
Deterioration risk: 12.5%
Continuous Latent states: [1.000, 0.000]
Aligned serum lactate: 1.20 mmol/L

Multi-agent care coordinator (specialist panel)

Asynchronous panel resolving therapeutic collisions & clinical conflicts

Simulates Oncology, Cardiology, and Emergency department heads negotiating treatment constraints for patient crisis scenarios. Validates contraindications to compile optimized consensus plans.

INTER-SPECIALIST CHAT STREAM
Terminal idle. Click 'Trigger specialist panel' to initiate inter-department dialogue.

Guardrails & drift telemetry dashboard

Real-time NLI factuality check, semantic vector drift & systems telemetry anomalies

Factuality alignment

99.0%

NLI Grounded check
Semantic divergence

0.035

STABLE_NOMINAL
GPU VRAM telemetry

14.2 GB

Latency: 120ms
Sovereign system status: nominal. Zero anomalies detected in active runtime context.