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Dev Environments for Prompting: Notebooks & Sandboxes

Dev Environments for Prompting: Notebooks & Sandboxes

  • Post author:Filip Lapiński
  • Post published:January 17, 2026
  • Post category:Tools & Ecosystem

Building a Robust LLM Playground: Goals, Tools, and Best Practices Define objectives, pick the right environment, and implement reproducible, secure LLM ex

Continue ReadingDev Environments for Prompting: Notebooks & Sandboxes
Cost Dashboards: Track Spend without Surprises

Cost Dashboards: Track Spend without Surprises

  • Post author:Filip Lapiński
  • Post published:January 14, 2026
  • Post category:Tools & Ecosystem

Cloud Cost Management Strategy: Objectives, Tools, and Implementation Align cloud spending with business goals, reduce waste, and maintain performance — pr

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Error Taxonomy for AI: Name It to Fix It

Error Taxonomy for AI: Name It to Fix It

  • Post author:Filip Lapiński
  • Post published:January 11, 2026
  • Post category:Tools & Ecosystem

Practical Error Management for Production ML Systems Reduce downtime and mispredictions with a pragmatic error taxonomy, detection, and remediation plan —

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Secrets & Keys: Store Them Safely

Secrets & Keys: Store Them Safely

  • Post author:Filip Lapiński
  • Post published:January 8, 2026
  • Post category:Tools & Ecosystem

Secure Secrets Management for Production Systems Practical steps to manage secrets safely in production — reduce breach risk, simplify operations, and secu

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Telemetry for AI Apps: What to Track

Telemetry for AI Apps: What to Track

  • Post author:Filip Lapiński
  • Post published:December 31, 2025
  • Post category:Tools & Ecosystem

Telemetry for AI Applications: What to Measure and How to Act Collect the right telemetry to keep AI models accurate, fast, and compliant — reduce risk and

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Feature Flags for AI: Roll Out Gradually

Feature Flags for AI: Roll Out Gradually

  • Post author:Filip Lapiński
  • Post published:December 23, 2025
  • Post category:Tools & Ecosystem

Feature Flag Strategy for Safe, Controlled AI Deployments Implement feature flags to reduce AI deployment risk, accelerate safe experiments, and rollback q

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Caching Strategies for AI Responses

Caching Strategies for AI Responses

  • Post author:Filip Lapiński
  • Post published:December 13, 2025
  • Post category:Tools & Ecosystem

Caching Strategies for LLM-Powered Apps Speed up LLM responses, lower costs, and improve UX with practical caching patterns—follow this checklist to implem

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Simple Queues for AI Jobs (Celery/Resque/Cloud Tasks)

Simple Queues for AI Jobs (Celery/Resque/Cloud Tasks)

  • Post author:Filip Lapiński
  • Post published:December 2, 2025
  • Post category:Tools & Ecosystem

Choosing and Designing Background Job Processing for Web Applications Pick the right job system, design resilient payloads, and scale workers reliably to p

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Vector DB Lite: SQLite + Embeddings for Toy Projects

Vector DB Lite: SQLite + Embeddings for Toy Projects

  • Post author:Filip Lapiński
  • Post published:November 19, 2025
  • Post category:Tools & Ecosystem

SQLite + Embeddings: A Practical Guide to Compact RAG Learn how to run embeddings and retrieval in SQLite for fast, low-cost RAG—practical steps, pitfalls,

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Postman for AI: Test Prompts Like Endpoints

Postman for AI: Test Prompts Like Endpoints

  • Post author:Filip Lapiński
  • Post published:November 7, 2025
  • Post category:Tools & Ecosystem

Prompt Testing with Postman: Treat Prompts as API Endpoints Turn prompts into testable, versioned endpoints with Postman—validate outputs, track metrics, a

Continue ReadingPostman for AI: Test Prompts Like Endpoints
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