Resources | xSingular
RESOURCES
Frameworks that turn AI into operations.
Playbooks, checklists, and artifacts to go from pilot to production with control and quality.
EVALUATION
Continuous evaluation guide
Define suites, regressions, thresholds, and exit criteria per use case.
DATA OPS
Data quality checklist
Rules, sampling, gold sets, drift, and lineage for production‑grade datasets.
GOVERNANCE
Human‑in‑the‑loop operating model
Queues, escalation, trust policies, and auditable evidence.
RESEARCH
Decision Intelligence & XAI
From black box to auditable decision. SHAP, LIME, traceability architecture, and governance for production AI.