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Post‑Release Monitoring: Catching Silent Failures

Post‑Release Monitoring: Catching Silent Failures

  • Post author:Filip Lapiński
  • Post published:December 18, 2025
  • Post category:Evaluation & Guardrails

Detecting and preventing silent failures in production Stop hidden outages before users notice: practical observability, testing, and alerting steps to sur

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SLAs for AI Features: Set Expectations Users Understand

SLAs for AI Features: Set Expectations Users Understand

  • Post author:Filip Lapiński
  • Post published:December 7, 2025
  • Post category:Evaluation & Guardrails

How to Write an AI Product SLA That Users Trust Create clear, measurable SLAs for AI products that set expectations, reduce risk, and improve adoption — fo

Continue ReadingSLAs for AI Features: Set Expectations Users Understand
Rate Limits and Retries: Production‑Ready Patterns

Rate Limits and Retries: Production‑Ready Patterns

  • Post author:Filip Lapiński
  • Post published:November 24, 2025
  • Post category:Evaluation & Guardrails

Practical Rate Limiting and Retry Strategies for APIs Prevent outages and degraded UX with robust rate limits and retries — reduce errors, protect capacity

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Guardrails 101: From Regex to Schemas to Tools

Guardrails 101: From Regex to Schemas to Tools

  • Post author:Filip Lapiński
  • Post published:November 12, 2025
  • Post category:Evaluation & Guardrails

Guardrails for GenAI: goals, levels, and practical implementation Define clear guardrail goals, choose the right enforcement level, and implement regex, sc

Continue ReadingGuardrails 101: From Regex to Schemas to Tools
A/B Testing Prompts: Design, Run, and Read Results

A/B Testing Prompts: Design, Run, and Read Results

  • Post author:Filip Lapiński
  • Post published:October 30, 2025
  • Post category:Evaluation & Guardrails

How to A/B Test LLM Prompts for Reliable, Actionable Results Learn a practical, step-by-step approach to A/B testing LLM prompts so you can improve outputs

Continue ReadingA/B Testing Prompts: Design, Run, and Read Results
Measuring Latency and Cost the Right Way

Measuring Latency and Cost the Right Way

  • Post author:Filip Lapiński
  • Post published:October 18, 2025
  • Post category:Evaluation & Guardrails

Latency vs Cost: A Practical Guide to Measuring and Optimizing Trade-offs Learn how to measure latency and cost, set SLOs, and optimize both for better per

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Safety, Bias, and Red‑Teaming: A Practical Starter Kit

Safety, Bias, and Red‑Teaming: A Practical Starter Kit

  • Post author:Filip Lapiński
  • Post published:October 6, 2025
  • Post category:Evaluation & Guardrails

Safety Planning for Production LLM Agents Practical, actionable steps to design and deploy safe LLM agents in production—reduce risk, ensure governance, an

Continue ReadingSafety, Bias, and Red‑Teaming: A Practical Starter Kit
Automatic vs. Human Evaluation: When Each Shines

Automatic vs. Human Evaluation: When Each Shines

  • Post author:Filip Lapiński
  • Post published:September 23, 2025
  • Post category:Evaluation & Guardrails

Choosing Human vs. Automatic Evaluation for AI Outputs Learn when to use human, automatic, or hybrid evaluation for AI outputs to reduce risk and improve q

Continue ReadingAutomatic vs. Human Evaluation: When Each Shines
Golden Sets: Create Small, Mighty Test Suites

Golden Sets: Create Small, Mighty Test Suites

  • Post author:Filip Lapiński
  • Post published:September 14, 2025
  • Post category:Evaluation & Guardrails

How to Define and Use a Golden Set for Reliable End-to-End Testing Create a compact, high-value Golden Set to catch regressions faster, reduce flaky failur

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Golden Sets: Create Small, Mighty Test Suites

Golden Sets: Create Small, Mighty Test Suites

  • Post author:Filip Lapiński
  • Post published:September 14, 2025
  • Post category:Evaluation & Guardrails

Building a Golden Set for End-to-End Test Reliability Create a compact, high-confidence "Golden Set" of end-to-end tests to reduce flakiness, speed CI feed

Continue ReadingGolden Sets: Create Small, Mighty Test Suites
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