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An advisory intelligence architecture combining RAG, fine-tuned reasoning, formal planning, constraint solvers, and external verifiers. The framework operates as a governance layer above existing DCIM, BMS, and IT systems, producing recommendations without taking control of infrastructure.
The framework optimizes across five critical dimensions, balancing competing priorities through multi-objective optimization.
Energy spend, demand charges, peak shaving
CO2e per job/request, carbon-aware shifting
Electrical/thermal envelopes, N+1 constraints
SLA/SLO for inference, time-to-completion
Audit-ready metering, allocation, reporting
An eight-stage pipeline from data ingestion to auditable execution.
Seven non-negotiable gates that every output must pass before execution. If any verifier fails, the system regenerates or escalates to human review.
All outputs match JSON schema; no missing required fields
Proposed plan cannot exceed feeder/PDU/rack limits (with safety margins)
Plan respects predicted rack inlet temperature bounds + hotspot risk threshold
Inference capacity and latency budget preserved
Any facility setpoint change requires explicit risk classification and rollback plan
kW/kWh/unit checks, monotonicity, bounds, unit conversions
Persist inputs used, assumptions, plan, verifier outcomes, final actions
If any verifier fails, the system will either regenerate the output with corrected parameters or escalate to human review. No unverified outputs are permitted to reach execution.
The framework operates across IT, facility, and contract domains with appropriate levels of automation and human oversight.
What sets the Helios Cognitive Energy OS apart from traditional DCIM and facility management solutions.
Non-intrusive, operator-governed advisory layer. No direct plant control, zero operational risk.
Energy and carbon attribution down to individual jobs, clusters, tenants, and business units.
ARCS/ARCF overlays, IQAS v5.x audit gates, and SINE v2.0 protocols ensure compliance.
Cryptographically signed evidence bundles with hash-linked provenance for audit readiness.
8-20% addressable cost savings with $600,000+ annualized savings potential.
Continuous scenario testing, immutable recordkeeping, and board-ready reporting.
Full compliance mapping to major regulatory frameworks and industry standards.
Global Reporting Initiative
Sustainability Accounting
Carbon Disclosure Project
SEC Climate Disclosure
Corporate Sustainability
Environmental Management
Energy Management
Climate Financial Disclosures
Purpose-built for organizations with significant data center energy footprints.