Stop shipping LLM features like landing pages. APRF is a gated, machine-readable production readiness...
StackRail releases APRF: framework with mandatory gates for AI production-readiness—authorization tools, secrets, kill switch, cost ceiling. Gates block release if failed: industry shifts from demo-path to production rigor, standard to attest deployments truly safe.
Stop shipping LLM features like landing pages. APRF is a gated, machine-readable production readiness framework—with code, YAML gates, and CI you can wire up this week.
Most teams ship an LLM feature the same way they ship a landing page: merge the PR, watch the demo, celebrate.
Then reality shows up.
A prompt injection drains a customer's CRM.
A coding agent commits secrets.
Every team shipping an agent has the same meeting. Someone asks "is it ready?" and the room splits....
A senior AI engineer explains why your LLM pipeline needs cost controls, retry logic, and guardrails before you ship.
We test our code. We write unit tests, feature tests, integration tests and end-to-end tests. We run...
Before writing any LLM logic, define your evaluation step. Here's how evals catch bad outputs early on production systems.
Exploring the operational gap between AI agent prototypes and production-ready systems. Examine LiteLLM Agent Platform's approach…
Adding an AI feature looks deceptively easy. You sign up for an API key, paste in a prompt, and...
