adminAI Incident Response: A Runbook for Model, Retrieval and Agent Failures
A production incident-response framework for separating model failures, retrieval defects, tool errors and provider outages.
AI Agent State Machines: Making Long-Running Automation Recoverable
A practical architecture for durable AI agent workflows that can pause, retry, resume and recover after failures.
RAG Permission Filtering: Preventing Retrieval From Leaking Data Across Users
How production RAG systems should enforce document permissions before retrieval, reranking and generation.
AI Agent Sandboxing: How to Let Autonomous Systems Use Tools Without Giving Them the Keys to Everything
How to sandbox AI agents with scoped credentials, isolated execution, allowlists, approval gates and audit logs so tool use stays useful without becoming unrestricted.
Prompt Injection Defense for Tool-Using AI Agents: Practical Guardrails
A practical defense-in-depth approach to prompt injection for AI agents that browse, retrieve documents and call tools with real side effects.
LLM Evaluation in CI/CD: Catch Regressions Before Model or Prompt Changes Ship
A practical CI/CD workflow for testing LLM prompts, models, retrieval and agent behavior before changes reach production.
AI Agent Observability: Tracing Decisions, Tool Calls and Failures in Production
A production framework for tracing AI agent decisions, tool calls, retries, latency and failures without drowning teams in raw logs.
AI Agent Tool Reliability: Idempotency, Retries and Safe Side Effects
A production guide to idempotency, retries, timeouts and safe side effects when AI agents call external tools.
Enterprise AI Data Residency: Designing Regional Storage and Model Processing Boundaries
A practical architecture for enterprise AI data residency across regional storage, model APIs, logs, embeddings and disaster recovery.
LLM Gateway Architecture: Rate Limits, Routing, Caching and Provider Failover
How to design an LLM gateway for model routing, rate limits, caching, provider failover and production observability.
