Consulting essays on practical LLM evaluation loops, real jailbreak red-teaming, practitioner-grade explainability, building guardrails as product, and an incident review template for AI failures.
You cannot improve what you cannot measure
Most AI programs cannot actually measure quality, which means they can only hope about it. Evaluation, safety, and guardrails are the difference between a system you can steadily improve and one you are simply shipping on faith. This is the least glamorous work in AI and the most decisive.
These essays turn evaluation and safety from a compliance afterthought into an engineering discipline with loops, metrics, and a standing adversarial practice.
Evaluation loops that actually run
A useful eval is cheap, repeatable, and tied to a decision. Golden sets, model-as-judge with human spot-checks, and regression suites that fire on every prompt change turn quality from opinion into a number you can defend to a stakeholder or an auditor.
Red-teaming beyond the checklist
Real jailbreak testing is adversarial and creative, not a form to fill in. Treat prompt injection, data exfiltration, and policy evasion as security testing, with a standing red-team cadence rather than a one-time sign-off before launch.
Guardrails as product, not bolt-on
The strongest guardrails are designed into the workflow: constrained tools, policy-as-code, and refusal states that stay genuinely helpful. Bolt-on filters degrade the experience and still leak, because they fight the system instead of shaping it.
In this collection
Essays from the Stratenity Advisory Team on measuring and containing AI. Open any title for the full read.
Golden sets, rubric scoring, and error taxonomies that travel across teams.
Real prompts, real mitigations, minimal drama.
Transparent rationales and human override without blocking action.
Treat safety as a feature with owners, backlog, and telemetry.
Blameless learning + concrete control changes.
Go deeper with Stratenity frameworks
These essays are the public taste. The full library holds the eval harnesses, red-team playbooks, and guardrail patterns consulting teams deploy in regulated environments.
Start your free 3-day trial ›