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Persona Prompts: Make Models Write for Your Audience

Persona Prompts: Make Models Write for Your Audience

  • Post author:Filip Lapiński
  • Post published:October 15, 2025
  • Post category:Prompting & Workflows

Designing Effective Persona Prompts for AI Assistants Create persona prompts that produce consistent, on-brand assistant responses — improve relevance and

Continue ReadingPersona Prompts: Make Models Write for Your Audience
Fine‑Tuning vs. Prompting vs. RAG: Which One Should You Use?

Fine‑Tuning vs. Prompting vs. RAG: Which One Should You Use?

  • Post author:Filip Lapiński
  • Post published:October 14, 2025
  • Post category:AI Fundamentals

Choosing the Right Strategy to Customize LLMs: Fine-tuning, Prompting, or RAG Decide whether to fine-tune, prompt, or use RAG for your LLM application — ba

Continue ReadingFine‑Tuning vs. Prompting vs. RAG: Which One Should You Use?
LangChain vs. LlamaIndex vs. ‘No‑Framework’: Pros/Cons

LangChain vs. LlamaIndex vs. ‘No‑Framework’: Pros/Cons

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

Choosing Between LangChain, LlamaIndex, or No-Framework for LLM Apps Decide the right approach for your LLM application—optimize performance, cost, and mai

Continue ReadingLangChain vs. LlamaIndex vs. ‘No‑Framework’: Pros/Cons
Risk Registers for AI: A Lightweight Template

Risk Registers for AI: A Lightweight Template

  • Post author:Filip Lapiński
  • Post published:October 12, 2025
  • Post category:Privacy, Law & Governance

Lightweight AI Risk Register: Practical Template and Guide Create a compact AI risk register that clarifies risks, owners, and controls so teams act faster

Continue ReadingRisk Registers for AI: A Lightweight Template
Internal Linking with AI: Suggest, Insert, Validate

Internal Linking with AI: Suggest, Insert, Validate

  • Post author:Filip Lapiński
  • Post published:October 11, 2025
  • Post category:Search/SEO & Content

AI-Assisted Link Building: Safe, Scalable Steps for Publishers Use AI to suggest, prioritize, and insert links safely—boost relevance and UX while reducing

Continue ReadingInternal Linking with AI: Suggest, Insert, Validate
De‑duplication and Data Leakage: Avoid Contamination

De‑duplication and Data Leakage: Avoid Contamination

  • Post author:Filip Lapiński
  • Post published:October 10, 2025
  • Post category:Data & Synthetic Data

Preventing Data Leakage During De-duplication for Machine Learning Minimize training contamination while improving data efficiency—practical controls, vali

Continue ReadingDe‑duplication and Data Leakage: Avoid Contamination
AI for Customer Support: Tier‑1 Resolution Playbook

AI for Customer Support: Tier‑1 Resolution Playbook

  • Post author:Filip Lapiński
  • Post published:October 9, 2025
  • Post category:Vertical Use‑Cases

Building an AI-Powered Customer Support Assistant: Scope, Design, and Deployment Define scope, KPIs, and flows to deploy a reliable AI support assistant th

Continue ReadingAI for Customer Support: Tier‑1 Resolution Playbook
Screenshots to Structured Data with Prompts

Screenshots to Structured Data with Prompts

  • Post author:Filip Lapiński
  • Post published:October 8, 2025
  • Post category:Multimodal (Vision/Audio)

Extract Structured Data from Screenshots: Process, Tools, and Best Practices Turn screenshots into clean, validated data for analytics and automation — a p

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Build a Useful Agent with No‑Code (Zapier/Make)

Build a Useful Agent with No‑Code (Zapier/Make)

  • Post author:Filip Lapiński
  • Post published:October 7, 2025
  • Post category:Agents & Automation

How to Build a Reliable No-Code Agent: Practical Steps and Checklist Define a measurable objective, choose the right no-code platform, secure credentials,

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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
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