ARF is the only governance layer that turns probabilistic AI into deterministic, auditable action – reducing MTTR by up to 85%* and ensuring compliance in regulated environments.
🔥 Enterprise early access: Only 50 spots left before price increase.
⚡ Includes 1,000 free evaluations/month – no commitment.
* MTTR reduction based on internal benchmarks with simulated incidents.
AI systems fail silently in production, creating costly, untraceable operational risk and compliance exposure.
ARF introduces a deterministic governance layer that evaluates, constrains, and logs AI decisions using probabilistic risk modeling and enforced execution policies.
Improved operational reliability, reduced incident resolution time, and full auditability of autonomous actions.
* Estimates based on industry studies and ARF internal testing. Actual results may vary.
How ARF Works
Bayesian risk fusion → Expected loss minimisation → Approve/Deny/Escalate
Key Capabilities
Bayesian Risk Scoring
Conjugate priors + hyperpriors + HMC for calibrated uncertainty.
Uses conjugate Beta priors per action category for fast online updates, optional hierarchical hyperpriors (Pyro) to share strength across categories, and an offline HMC logistic regression model that learns complex patterns (time of day, user role, environment). The final risk is a weighted average, with weights determined by the amount of historical data.
Semantic Memory
FAISS‑based retrieval of similar past incidents.
Stores incident embeddings in a FAISS index for fast similarity search. When a new incident occurs, ARF retrieves the most similar past incidents and their outcomes to inform the current risk assessment.
Expected Loss Minimisation
Bayesian fusion + CVaR for approve/deny/escalate.
Combines conjugate priors (online), hyperpriors (hierarchical), and HMC (offline) into a weighted risk score. Chooses the action that minimises expected loss, optionally using Conditional Value at Risk (CVaR) to account for tail risk. This replaces old fixed thresholds (0.2/0.8) with a data‑driven decision boundary.
Multi‑Agent Orchestration
Anomaly detection, root cause, forecasting.
Coordinates multiple agents to detect anomalies, find root causes, and forecast future reliability. Each agent specialises in a different aspect of the infrastructure, and they collaborate to form a comprehensive picture.
Why SRE teams switch to ARF Enterprise
Audit‑ready logs
Every decision recorded for compliance (SOC2, ISO).
99.9% uptime SLA
Guaranteed by our control plane.
24/7 priority support
With < 15 min response time.
Start for free, scale with confidence
- ✓ 1,000 evaluations/month
- ✓ Community support
- ✓ 10,000 evaluations/month
- ✓ Email support, audit logs
- ✓ Unlimited + SSO + SLA
- ✓ Custom pricing – contact sales
Try It Now
curl -X POST https://a-r-f-agentic-reliability-framework-api.hf.space/v1/incidents/evaluate \
-H "Content-Type: application/json" \
-d '{"service_name":"api","event_type":"latency","severity":"high","metrics":{"latency_ms":450}}'Returns a full HealingIntent with Bayesian‑fused risk score, risk factors (conjugate / hyperprior / HMC), and a recommended action based on expected loss minimisation.
🎁 Refer a friend – both get 500 extra free evaluations!
Ecosystem Overview
Research
Mathematical foundations of hybrid Bayesian inference
Published papers and collaborations with academic institutions on Bayesian methods for reliability engineering. Our research focuses on scalable inference for cloud infrastructure.
OSS Engine
Core Bayesian models, memory, and governance loop
The heart of ARF – implements conjugate priors, HMC sampling, and the semantic memory graph. Fully open‑source under Apache 2.0.
API Control Plane
FastAPI service exposing the framework
Production‑ready REST API with automatic docs, rate limiting, and CORS. Serves as the bridge between the core engine and frontend applications.
Frontend UI
Next.js dashboard for visualizing risk
Interactive dashboard built with Next.js and Tailwind CSS. Features real‑time risk charts, memory statistics, and the incident evaluation form you're using now.
Enterprise
Advanced compliance, audit trails, and support
For organizations requiring SLAs, SSO, and advanced audit capabilities. Includes priority support and custom integrations.