A unified stats, tuning, and reporting console designed for the integrated ecosystem of CLE, Heirloom, and eXitZork. Real-time telemetry, model tuning infrastructure, and therapist-ready clinical reporting.
One console to monitor your entire stack.
Everything you need to monitor, tune, and report on your ecosystem.
Ingestion API (/w33knd/v1/events) with Postgres, ClickHouse, and Redis storage for high-throughput event processing.
Registries for models, prompts, policies, and experiment definitions. A/B testing infrastructure built-in.
Engineering Console for developers and Clinician Dashboards for healthcare professionals.
Dark-themed Matplotlib charts for multi-series trends, heatmaps, and performance gauges.
Automated report generation in JSON, CSV, HTML, and Markdown formats for clinical research.
HIPAA-aligned de-identification and AI risk management following NIST AI RMF guidelines.
A fully implemented clinical portal integrating EHR-like functionalities with real-time telemetry.
A modular CustomTkinter desktop application with panel-based architecture.
class AnalyticsEngine:
"""Real-time processing and reporting."""
def process_event(self, event: Event):
# Time-series analysis
self.time_series.append(event)
# Anomaly detection
if self.detect_anomaly(event):
self.alert_clinician(event)
# Report generation
self.reports.generate(
format=['json', 'csv', 'html']
)Upcoming features and improvements.
Enhanced tracking specifications for language model operations.
Unified authentication and data aggregation across all products.
High-fidelity tracking points and improvement logging.
Passive biomarker correlation validation.
W33KND gives you complete visibility into your applications.