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Local Image Captioning: Automate Your Photo Library

Local Image Captioning: Automate Your Photo Library

  • Post author:Filip Lapiński
  • Post published:December 6, 2025
  • Post category:Local & Edge AI

How to Add Image Search to Your Product Catalog Add image search to your catalog to boost discoverability and conversion. Follow this practical guide to pl

Continue ReadingLocal Image Captioning: Automate Your Photo Library
Keeping RAG Fresh: Incremental Updates & Re‑indexing

Keeping RAG Fresh: Incremental Updates & Re‑indexing

  • Post author:Filip Lapiński
  • Post published:December 5, 2025
  • Post category:RAG & Knowledge Retrieval

Setting Freshness Goals and Pipelines for Retrieval-Augmented Systems Define freshness goals, build incremental ingestion, detect drift, and re-index effic

Continue ReadingKeeping RAG Fresh: Incremental Updates & Re‑indexing
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 —

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The Small‑Model Mindset: When ‘Mini’ Beats ‘Mega’

The Small‑Model Mindset: When ‘Mini’ Beats ‘Mega’

  • Post author:Filip Lapiński
  • Post published:December 3, 2025
  • Post category:AI Fundamentals

When to Choose a Small-Model Mindset for LLM Projects Save cost, reduce latency, and improve control by using compact models for narrow tasks—practical gui

Continue ReadingThe Small‑Model Mindset: When ‘Mini’ Beats ‘Mega’
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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AI in Regulated Industries: A Starter Map

AI in Regulated Industries: A Starter Map

  • Post author:Filip Lapiński
  • Post published:December 1, 2025
  • Post category:Privacy, Law & Governance

AI Compliance Framework: Practical Steps to Govern Generative Models Create a practical AI compliance framework that reduces risk, protects data, and speed

Continue ReadingAI in Regulated Industries: A Starter Map
10 Ethical Ways to Use AI in Content Operations

10 Ethical Ways to Use AI in Content Operations

  • Post author:Filip Lapiński
  • Post published:November 30, 2025
  • Post category:Search/SEO & Content

Operationalizing Responsible Generative AI Practical steps to deploy generative AI responsibly — improve trust, reduce risk, and meet compliance. Use this

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Data Versioning Basics for Small Teams

Data Versioning Basics for Small Teams

  • Post author:Filip Lapiński
  • Post published:November 29, 2025
  • Post category:Data & Synthetic Data

ML Model Versioning: Practical Guide to Reliable Reproducibility Learn a practical approach to model versioning that ensures reproducibility, traceability,

Continue ReadingData Versioning Basics for Small Teams
AI for Sales: Email Sequences that Don’t Sound Robotic

AI for Sales: Email Sequences that Don’t Sound Robotic

  • Post author:Filip Lapiński
  • Post published:November 28, 2025
  • Post category:Vertical Use‑Cases

Leverage AI for Better Sales Emails Use AI to craft personalized, high-converting sales emails that shorten cycles and boost replies — actionable steps and

Continue ReadingAI for Sales: Email Sequences that Don’t Sound Robotic
Multimodal Safety: Avoid Leaks in Images and PDFs

Multimodal Safety: Avoid Leaks in Images and PDFs

  • Post author:Filip Lapiński
  • Post published:November 26, 2025
  • Post category:Multimodal (Vision/Audio)

How to sanitize PDFs and images before sharing sensitive content Practical steps to remove hidden data, rasterize layers, and verify pixel-level redaction

Continue ReadingMultimodal Safety: Avoid Leaks in Images and PDFs
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