The delivery-and-observability lens for a frontend build — where the suite's ethics becomes a launch gate. Use when setting up delivery/monitoring, shipping a metric-driven change, or running an A/B test. The mindset shift: shipping is not the finish line but the start of the conversation with reality — so every change is made instantly visible and the real world is instrumented; and the moment the metrics dashboard is born it pulls every decision, so the objective function and guardrails from bearings come back here for their exam. A/B testing is a gradient-descent optimizer: aimed at an engagement metric over a human nervous system it DISCOVERS manipulation as a local optimum — the real villain is the loss function. Triggers on "deploy / CI/CD / preview deploys", "feature flags / progressive rollout / canary", "observability / monitoring / RUM / Web Vitals", "analytics / event tracking", "A/B test / experiment", "which metric should we optimize", "is this metric / experiment ethical", "dark pattern".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
The delivery-and-observability lens for a frontend build — where the suite's ethics becomes a launch gate. Use when setting up delivery/monitoring, shipping a metric-driven change, or running an A/B test. The mindset shift: shipping is not the finish line but the start of the conversation with reality — so every change is made instantly visible and the real world is instrumented; and the moment the metrics dashboard is born it pulls every decision, so the objective function and guardrails from bearings come back here for their exam. A/B testing is a gradient-descent optimizer: aimed at an engagement metric over a human nervous system it DISCOVERS manipulation as a local optimum — the real villain is the loss function. Triggers on "deploy / CI/CD / preview deploys", "feature flags / progressive rollout / canary", "observability / monitoring / RUM / Web Vitals", "analytics / event tracking", "A/B test / experiment", "which metric should we optimize", "is this metric / experiment ethical", "dark pattern".
Quick start
Copy the install prompt. Use the green button above this README.
Send it to your agent. Paste it into your coding agent’s chat and send.
Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
The delivery-and-observability lens for a frontend build — where the suite's ethics becomes a launch gate. Use when setting up delivery/monitoring, shipping a metric-driven change, or running an A/B test. The mindset shift: shipping is not the finish line but the start of the conversation with reality — so every change is made instantly visible and the real world is instrumented; and the moment the metrics dashboard is born it pulls every decision, so the objective function and guardrails from bearings come back here for their exam. A/B testing is a gradient-descent optimizer: aimed at an engagement metric over a human nervous system it DISCOVERS manipulation as a local optimum — the real villain is the loss function. Triggers on "deploy / CI/CD / preview deploys", "feature flags / progressive rollout / canary", "observability / monitoring / RUM / Web Vitals", "analytics / event tracking", "A/B test / experiment", "which metric should we optimize", "is this metric / experiment ethical", "dark pattern".
About this listing
Category
Science & research
Reported license
Apache-2.0
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI