Quantum Ecosystem Intelligence

The intelligence layer
for the quantum era.

QClaw connects quantum hardware providers, algorithm developers, researchers, and industry partners into a unified, self-hosted intelligence platform.

Designed for the quantum ecosystem
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Platform
Every layer of the quantum stack.
One platform.
Proprietary. Self-hosted. Purpose-built for environments where data sovereignty and operational intelligence are non-negotiable.

Hardware Intelligence

Real-time awareness across photonic, superconducting, neutral atom, and silicon qubit platforms. Unified telemetry and cross-platform benchmarking.

🧬

Algorithm Routing

Intelligent matching of computational problems to optimal quantum backends based on qubit modality, error rates, and availability.

📡

Multi-Channel Access

Phone. Text. Chat. Custom Devices. Web. A single gateway serves every stakeholder through their preferred channel.

🔒

Sovereign Deployment

Fully self-hosted. Zero data egress. No cloud dependencies. Designed from day one for DARPA and DoD compliance requirements.

Autonomous Operations

Agents execute infrastructure diagnostics, automate browser workflows, manage schedules, and coordinate across the ecosystem autonomously.

💰

Grant Intelligence

Automated monitoring of DARPA QPG, SBIR/STTR, MICRO, EDGE, INVENT, and VISTA funding cycles. Targeted alerts to qualified tenants.

Swarm Harness Library
Agentic skill libraries that
benchmark and upskill themselves.
QClaw doesn't deploy static agents. It ships composable harness templates — libraries of skills, tools, and operational patterns that autonomously benchmark performance, identify gaps, and upskill in production.
Swarm Orchestrator
Autonomous routing · Benchmarking loop · Skill evolution
Skills
Tools
📊 Benchmarks
🔄 Upskill
01

Skill Libraries

Composable, domain-specific skill modules — quantum benchmarking, cryoplant telemetry, algorithm cataloging, grant intelligence, workforce pipeline tracking — packaged as versionable, swappable libraries that any harness can load on demand.

quantum-benchmarking cryo-monitor algorithm-catalog tenant-registry grant-tracker workforce-pipeline
02

Tool Harnesses

Pre-wired operational templates that bundle skills with execution tools — shell access, browser automation, web search, scheduled jobs, cross-harness messaging — into deployable units tailored for specific ecosystem roles.

shell execution browser automation web search & fetch cron scheduling cross-harness messaging webhook ingestion
03

Autonomous Benchmarking

Every harness continuously evaluates its own performance — response accuracy, tool execution success rate, domain coverage, latency — and surfaces degradation before it impacts stakeholders. Benchmarks run on schedule and on every deployment.

accuracy scoring latency tracking coverage analysis regression detection baseline comparison
04

Self-Upskilling

When benchmarks reveal knowledge gaps or performance drift, harnesses autonomously trigger skill updates — ingesting new data sources, refining tool configurations, expanding domain coverage, and revalidating against quality baselines.

gap detection skill retraining data source expansion config optimization quality revalidation
Harness Templates
Pre-built for the quantum ecosystem.
🎯
Ecosystem Orchestrator
Cross-domain routing, Grand Challenge coordination, multi-harness synthesis
Hardware Intelligence
Multi-platform telemetry, QBI benchmarking, cryoplant monitoring
🧬
Algorithm Matchmaker
Problem-to-backend routing by qubit modality, error correction, availability
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Workforce Pipeline
K-12 through placement tracking, 12,000+ quantum-ready talent pool
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Tenant Onboarding
On-Ramp automation, resource discovery, lab booking, orientation flows
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Infrastructure Ops
Facility health, predictive maintenance, energy systems, alerting
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Funding Intelligence
DARPA QPG, SBIR/STTR, MICRO, EDGE, INVENT, VISTA, SAM.gov scanning
Vision
Building the nervous system
of the quantum economy.
2026 — 2028

From campus to continent.

QClaw begins as the intelligence layer for IQMP — then expands across the 124-mile Chicago quantum network and beyond. Algorithm routing scales from a single park to a distributed fabric of quantum hardware spanning national laboratories, universities, and commercial providers nationwide.

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Defense & Security

Quantum-native secure operations.

Purpose-built for the DARPA Quantum Proving Ground. Air-gapped deployments. Zero-trust architecture. Real-time benchmarking under DoD evaluation standards.

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Community & Workforce

Democratizing quantum access.

From South Chicago high school students to Fortune 500 NQAC members — the quantum revolution is accessible to everyone through the channels they already use.

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Get in Touch
Let's build together.
Interested in QClaw for your quantum ecosystem? Tell us about your organization and we'll be in touch.

We typically respond within 24 hours. Your information is kept confidential.