Prompt-based guardrails fail under adversarial pressure. Here are the five controls that helps to validate along with the configuration to implement them.
Polygraph is an open-source Claude Code plugin that finds bugs in stateful code (reducers, workflows, checkout flows, session managers) in any language.
Our collaboration with AI is an ongoing experience. Let's explore it, use it as a tool, and let it help us focus on the important parts of problem-solving.
Unified APIs speed up early integration delivery by normalizing data schemas, but they don't support upmarket customers who need custom objects and unique fields.
LocalStack mocks AWS services locally, while Terraform provisions them. Together, they let you test infrastructure code instantly, without cloud costs or internet.
An experiment ranks them on latency and tokens with an LLM-as-a-judge quality guardrail; then the same flag promotes the winner to production with no redeploy.
Temporal and Kafka orchestrate small language models reliably through durable workflows, ordered events, idempotency, retries, replay, and context preservation.
AWS and Azure handle identities and audit logging in fundamentally different ways, changing what you see in your security logs when someone tries to access your data.
Protect enterprise RAG systems with provenance, context isolation, and vector database governance to reduce retrieval poisoning and prompt injection risks.
This article covers the four-layer framework I use for enterprise autonomous agents, including multi-agent context passing, async patterns, and authentication.
Effective AI-driven CRM implementations depend on integration with field service, inventory, ERP, and logistics so predictive insights can be executed successfully.