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Troubleshooting Local LLMs: RAM, VRAM, & Disk Gotchas

Troubleshooting Local LLMs: RAM, VRAM, & Disk Gotchas

  • Post author:Filip Lapiński
  • Post published:December 27, 2025
  • Post category:Local & Edge AI

Memory and IO Troubleshooting for Large Language Model Deployments Practical steps to diagnose and fix RAM, VRAM, and disk IO bottlenecks so your LLMs run

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RAG vs. Fine‑Tuning for FAQs: A Cost‑Based Guide

RAG vs. Fine‑Tuning for FAQs: A Cost‑Based Guide

  • Post author:Filip Lapiński
  • Post published:December 26, 2025
  • Post category:RAG & Knowledge Retrieval

Estimating LLM Deployment Costs: Goals, Tradeoffs, and a Practical TCO Learn how to scope LLM projects, estimate costs across compute, storage, and labelin

Continue ReadingRAG vs. Fine‑Tuning for FAQs: A Cost‑Based Guide
100 Useful Prompts for Small Businesses (Copy‑Paste)

100 Useful Prompts for Small Businesses (Copy‑Paste)

  • Post author:Filip Lapiński
  • Post published:December 25, 2025
  • Post category:Prompting & Workflows

AI Prompts for Sales, Marketing, Ops, and Hiring Practical, ready-to-use AI prompts to generate leads, create content, improve support, streamline ops, and

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Vector Databases vs. Full‑Text Search: When to Use Each

Vector Databases vs. Full‑Text Search: When to Use Each

  • Post author:Filip Lapiński
  • Post published:December 24, 2025
  • Post category:AI Fundamentals

Choosing Between Full‑Text Search, Vector Databases, and Hybrid Retrieval Decide the right retrieval approach to balance precision and semantic relevance,

Continue ReadingVector Databases vs. Full‑Text Search: When to Use Each
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

Continue ReadingFeature Flags for AI: Roll Out Gradually
Measuring Data Quality: Practical Checks

Measuring Data Quality: Practical Checks

  • Post author:Filip Lapiński
  • Post published:December 22, 2025
  • Post category:Data & Synthetic Data

Data Quality Audit Checklist: Ensure Reliable AI/ML Inputs A practical checklist to audit dataset quality for AI/ML—improve model reliability, reduce bias,

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AI for Education: Lesson Plans from Syllabi

AI for Education: Lesson Plans from Syllabi

  • Post author:Filip Lapiński
  • Post published:December 21, 2025
  • Post category:Vertical Use‑Cases

How to Build AI-Enhanced Lessons from a Syllabus Turn any syllabus into effective AI-enhanced lessons: prioritize objectives, design activities, and iterat

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Product Photo Enhancements with AI (Ethical Guide)

Product Photo Enhancements with AI (Ethical Guide)

  • Post author:Filip Lapiński
  • Post published:December 20, 2025
  • Post category:Multimodal (Vision/Audio)

AI Image Enhancement for Product Listings: Objectives, Ethics, and Workflow Set clear goals and ethical standards for AI image enhancement to boost convers

Continue ReadingProduct Photo Enhancements with AI (Ethical Guide)
Failure‑First Design: Make Agents Fail Safely

Failure‑First Design: Make Agents Fail Safely

  • Post author:Filip Lapiński
  • Post published:December 19, 2025
  • Post category:Agents & Automation

Designing for Safe Failures in AI Systems Practical guidance to make AI failures safe, observable, and recoverable — reduce harm, maintain trust, and accel

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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

Continue ReadingPost‑Release Monitoring: Catching Silent Failures
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