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JSON‑Safe Prompts: Getting Structured Output Every Time

JSON‑Safe Prompts: Getting Structured Output Every Time

  • Post author:Filip Lapiński
  • Post published:January 15, 2026
  • Post category:Prompting & Workflows

Specify the JSON schema and output constraints Define a strict JSON schema and output rules to get reliable model responses — improve validation, reduce er

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Socratic Prompts for Learning Any Topic Faster

Socratic Prompts for Learning Any Topic Faster

  • Post author:Filip Lapiński
  • Post published:January 12, 2026
  • Post category:Prompting & Workflows

Using Socratic Prompt Sequences to Boost Learning and Transfer Use compact Socratic prompt sequences to expose misconceptions, force retrieval, and acceler

Continue ReadingSocratic Prompts for Learning Any Topic Faster
From Brief to Blog Post: A Repeatable AI Writing Workflow

From Brief to Blog Post: A Repeatable AI Writing Workflow

  • Post author:Filip Lapiński
  • Post published:January 9, 2026
  • Post category:Prompting & Workflows

AI-Assisted Content Writing: From Brief to Publishable Draft Turn a vague brief into clear, SEO-ready content using AI-driven outlining, targeted prompts,

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Prompt Debugging: A Step‑by‑Step Triage Playbook

Prompt Debugging: A Step‑by‑Step Triage Playbook

  • Post author:Filip Lapiński
  • Post published:January 2, 2026
  • Post category:Prompting & Workflows

Debugging LLM Failures: A Practical Playbook Pinpoint and fix LLM issues fast: practical diagnostics, reproducible tests, and iterative prompt experiments

Continue ReadingPrompt Debugging: A Step‑by‑Step Triage Playbook
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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Prompt Hygiene Checklist: Cut Tokens, Keep Quality

Prompt Hygiene Checklist: Cut Tokens, Keep Quality

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

Prompt Engineering: Set Clear Goals and Output Constraints Define precise goals and constraints to get predictable, cost‑effective model outputs; actionabl

Continue ReadingPrompt Hygiene Checklist: Cut Tokens, Keep Quality
Review Prompts: Make the Model Critique Its Own Work

Review Prompts: Make the Model Critique Its Own Work

  • Post author:Filip Lapiński
  • Post published:December 4, 2025
  • Post category:Prompting & Workflows

How to Structure an Effective Self-Critique for LLM Outputs Learn a practical method to design self-review prompts and rubrics that improve LLM responses —

Continue ReadingReview Prompts: Make the Model Critique Its Own Work
Error‑Handling Prompts: Recover When the Model Goes Off‑Track

Error‑Handling Prompts: Recover When the Model Goes Off‑Track

  • Post author:Filip Lapiński
  • Post published:November 21, 2025
  • Post category:Prompting & Workflows

Prompt-level recovery: detect, correct, and restore model alignment Recover misbehaving LLMs fast: detect failures, send focused corrective prompts, and au

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Few‑Shot Prompting That Scales: Build a Reusable Library

Few‑Shot Prompting That Scales: Build a Reusable Library

  • Post author:Filip Lapiński
  • Post published:November 9, 2025
  • Post category:Prompting & Workflows

Prompt Engineering Best Practices: From Goals to CI Turn prompts into reliable, measurable assets—define goals, build reusable templates, automate evaluati

Continue ReadingFew‑Shot Prompting That Scales: Build a Reusable Library
Style Transfer Prompts: Turn Notes into Polished Prose

Style Transfer Prompts: Turn Notes into Polished Prose

  • Post author:Filip Lapiński
  • Post published:October 27, 2025
  • Post category:Prompting & Workflows

How to Write Effective Prompts for Reliable AI Outputs Learn to craft prompts that produce accurate, consistent AI responses—improve quality, reduce rework

Continue ReadingStyle Transfer Prompts: Turn Notes into Polished Prose
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