A private, on-premise AI system that continuously monitors your low-latency market data infrastructure, diagnoses performance issues, and safely remediates them with dual sign-off approval and automatic rollback, grounded in vendor documentation, not hallucinations.
Deterministic precision meets LLM intelligence. Every recommendation is grounded in rubric logic and vendor documentation, never fabricated.
The orchestrator applies a comprehensive rule set against live telemetry, evaluating BIOS profiles, kernel parameters, NIC configuration, NUMA topology, and application-specific settings with zero ambiguity.
Failed checks are enriched with relevant vendor documentation retrieved via FAISS, then fed to a local LLM that generates human-readable recommendations with full justifications and confidence scores.
From kernel metrics to actionable remediation: a fully automated advisory pipeline running entirely on your infrastructure.
Collect OS, hardware, and app metrics from each host
Rubric evaluation against live telemetry
FAISS fetches relevant vendor documentation
Generates grounded recommendations
WinUI 3 GUI with health gauges and issue detail
Not a generic monitoring tool. Every feature is designed for the unique demands of low-latency market data environments.
Lightweight daemon agents collect OS metrics, kernel configuration, hardware state, LSEG RTDS/Exegy statistics, and application logs every 2–5 seconds with local buffering for resilience.
Ask infrastructure questions in plain English. Answers are grounded in your vendor knowledge base with clickable citation chips that open a side panel showing the source document. Host-aware: scope questions to a specific server.
Deterministic 0–100 health score with severity-weighted penalties and caps. Critical issues cap health at 60, high issues at 80. Clear thresholds that drive escalation.
Every issue includes a human-readable title, root cause description, expected impact assessment, confidence score, specific remediation steps, and documentation references.
Browser-based SPA and native WinUI 3 desktop client share the same design system. Dense Bloomberg-style data tables with sortable columns, inline sparklines, status pills, and lazy-loaded health trends.
Cmd/Ctrl+K command palette with fuzzy search across hosts, documents, and actions. Vim-style navigation (g d, g h, g a). Real-time toast notifications. Built for engineers who live in tmux.
Complete API for telemetry ingestion, host listing, recommendations retrieval, health history, and system metrics. Integrate with your existing monitoring and ticketing workflows.
Per-call logging of latency, token counts, grounding scores, and schema validation. Response metadata footer on every chat reply. Gold-set evaluation for drift detection and model version comparison.
Every recommendation and human-approved change is logged with before/after values, timestamps, user identity, hostname, and operational mode for full regulatory traceability.
35,476 chunks across 958 documents from 17 product families, preloaded on day one. Every recommendation cites the exact section it came from.
ADS, ADH, ATS, RTC, RDU 3.8.x admin manuals, performance fact sheets, install & config guides, demo tools, throughput testing, training material
DACS 8.0 configuration guide, application permissioning, best practices, web services programmer's guide, data notification analysis
nxFeed FPGA feed handler, SMDS software handler, XCAPI quick start, MAMA developer guide, Refinitiv RTD integration, data quality whitepaper
Mellanox/NVIDIA OFED 4.9/5.7/5.9, Solarflare OpenOnload, Intel E810 / 700 Series DPDK, Broadcom bnxt, Chelsio T6 100GbE, ef_vi guides
Dell PowerEdge low-latency, HPE ProLiant Gen10/11, Lenovo UEFI Intel Xeon & AMD EPYC, Supermicro low-latency trading, ODM platform settings
AMD EPYC 9005 HPC tuning, Intel Xeon 6 latency profiles, NUMA-Per-Socket, P-state & C-state guides, PCIe Gen latency analyses
Arista low-latency cloud networking, 25G STAC trading, Cisco Nexus ULL, NVIDIA Mellanox Exegy ticker plant, cut-through switching guides
Performance tuning guide, low-latency brief, RT kernel guide, IRQ coalescing analysis, 10Gb NIC tuning, hugepages, time sync
FIX/FAST specifications, Eurex T7 EMDI/MDI, HKEX OMD, IEEE1588 PTP synchronization, DPDK optimization, market data infrastructure patterns
Bloomberg-grade density. Keyboard-first. Designed for engineers who don't want to touch a mouse.
Press Cmd/Ctrl+K from anywhere. Fuzzy search across navigation, hosts, documents, and quick actions. Result list grouped by category, keyboard nav, Enter to activate.
g d dashboard, g h hosts, g a ask advisor, g c compare, g k knowledge base. / focuses search. ? shows help. j/k navigate tables.
Every metric tile shows a 20-sample trend sparkline. Every host row in the data table lazy-loads its health history as a colored sparkline. No external chart library required.
Every LLM citation in chat is a clickable purple chip. Click to open a side panel showing the source document, product, and a deep link to the Knowledge Base. Verify the answer in one click.
Non-blocking status toasts (success, warn, error, info). Auto-dismiss for non-errors. Connection drops and recoveries fire toasts automatically. Sticky errors until dismissed.
WCAG 2.1 ARIA roles on landmarks, aria-current on active menu, skip-to-content link, focus rings on every interactive element, high-contrast forced-colors mode support.
Start with observation, graduate to assisted enforcement, always with human oversight and dual sign-off approval.
Evaluate rubric checks and generate recommendations without any automated changes. All issues are advisory-only with generated remediation scripts available for manual review. Recommended for initial deployment.
Assisted remediation with full safety controls. Per-check allowlists control which issues can be auto-remediated. Dual sign-off approval requires two authorized operators. Automatic rollback reverts changes if health degrades. Append-only audit trail logs every action. Circuit breaker halts all enforcement after repeated failures.
Your market data infrastructure telemetry never leaves your network. No cloud dependencies. No external API calls. Complete air-gap capable.
The entire system (daemons, orchestrator, LLM inference, RAG index, and GUI) runs on your internal network. No external network access required. Zero data exfiltration risk.
Remediation requires approval from two different authorized operators. Per-check allowlists control which issues can be auto-remediated. Automatic rollback reverts changes if health degrades.
API key and JWT authentication with Admin, Operator, and Viewer roles. Team-scoped access restricts visibility by environment and host role. Configurable CORS origins.
Append-only audit log with SQLite triggers blocking modification. Every approval, execution, rollback, and configuration change is recorded with timestamps, user identity, and before/after values.
Automatic kernel CVE correlation via Red Hat Security Data API and NVD. Patch availability tracking with severity mapping. Integrated into health scoring and compliance reports.
Enforcement auto-halts after 3 failures in 30 minutes with PagerDuty critical alert. Admin-only kill switch immediately stops all pending executions. Canary mode tests changes on one host first.
Auto-discovered host relationships rendered as interactive Cytoscape.js diagrams. LSEG data flow mapping, environment grouping, health-colored nodes. Export to SVG, PNG, Visio, and draw.io.
Webhook, Slack, and PagerDuty integration. Health degradation thresholds, critical issue notifications, host offline detection. Configurable cooldowns prevent alert fatigue.
Template-based bash script generation for every detected issue. In Enforce mode, scripts are queued for dual sign-off approval, executed securely via posix_spawn on target hosts, and automatically rolled back if health degrades.
Linear regression capacity forecasting predicts queue exhaustion, memory pressure, and drop rate increases days in advance. Cross-site configuration drift detection across global deployments.
Web search integration (Brave, Bing, SearXNG) for knowledge beyond uploaded docs. Claude API escalation for complex queries. CVE vulnerability scanning via Red Hat and NVD databases.
Vendor plugins for Dell iDRAC and HPE iLO Redfish APIs. Prometheus /metrics endpoint for Grafana dashboards. Multi-tenant RBAC with API key and JWT authentication.
See how Market Data Performance Advisor can transform your team's ability to monitor, diagnose, predict, and safely remediate low-latency market data infrastructure, with AI that cites its sources and enforcement that requires dual human approval.
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