Risk Management | Hokstad Consulting

LLM Retries vs Circuit Breakers: Handling API Errors

October 21, 2026 DevOps Management Data Protection Risk Management

When to retry LLM API calls, when to open a circuit and how to switch fallbacks safely within shared deadlines and budgets.

October 21, 2026 Model Evaluation Cost Management Risk Management

Compare parallel voting and limited debate for multi-agent decisions—use voting for fixed outputs and bounded debate for disputes.

October 20, 2026 Compliance Management Collaboration Data Protection Risk Management

Staged messaging for AI pilots to rollout: owners, approvals, audience timing, evidence, and pause rules.

October 17, 2026 Model Evaluation Resource Allocation Risk Management

Measure verified results, enforce windowed progress checks and block further calls when AI agents show no measurable improvement.

October 17, 2026 Compliance Management Collaboration Continuous Learning Risk Management

Peer AI champions coach safe, task-focused AI use with clear role limits, protected time and escalation for specialist risks.

October 15, 2026 DevOps Management Automation Performance Risk Management

Run independent tool calls concurrently with permission checks, timeouts and safe retries to cut latency while preserving state.

October 14, 2026 Model Evaluation Data Protection Risk Management

Flag potential poisoned training samples with controlled, label‑preserving perturbations, calibrated on clean data and routed for human review.

October 12, 2026 Model Evaluation Collaboration Risk Management

Match fan-in to conflict: rules for structured data, rank evidence for facts, use synthesis for interpretation, and surface uncertainty.

October 11, 2026 Model Evaluation Prompting Risk Management

Four-step CoVe method: draft claims, create neutral checks, run isolated evidence-based checks and revise with uncertainty noted.

October 10, 2026 Compliance Management Model Evaluation Prompting Risk Management

Use self-consistency: sample varied LLM answers, normalise final responses, count votes and independently verify the leading answer.