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Build a Visual Search for Your Knowledge Base

Build a Visual Search for Your Knowledge Base

  • Post author:Filip Lapiński
  • Post published:January 6, 2026
  • Post category:Multimodal (Vision/Audio)

Visual Search Implementation: From Goals to Production Turn images into actionable search results: set clear goals, index visuals, design UI, and measure R

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Lightweight Orchestration: Queues, Retries, Timeouts

Lightweight Orchestration: Queues, Retries, Timeouts

  • Post author:Filip Lapiński
  • Post published:January 5, 2026
  • Post category:Agents & Automation

Designing Reliable Asynchronous Task Processing Build reliable async workflows that scale: reduce failures, improve latency, and simplify recovery—practica

Continue ReadingLightweight Orchestration: Queues, Retries, Timeouts
Lite Guardrails for Local Apps (Regex, Schemas, Functions)

Lite Guardrails for Local Apps (Regex, Schemas, Functions)

  • Post author:Filip Lapiński
  • Post published:January 4, 2026
  • Post category:Local & Edge AI

Practical Guide to Lite Guardrails for LLM Apps Implement lightweight guardrails that reduce harmful outputs, keep user intent intact, and integrate smooth

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ETL to RAG: Clean, Split, Enrich, Embed

ETL to RAG: Clean, Split, Enrich, Embed

  • Post author:Filip Lapiński
  • Post published:January 3, 2026
  • Post category:RAG & Knowledge Retrieval

Building a High-Quality Retrieval-Augmented Generation (RAG) Pipeline Practical steps to design and deploy an accurate RAG pipeline that improves answers a

Continue ReadingETL to RAG: Clean, Split, Enrich, Embed
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
Prompt Injections: What They Are and How to Defend

Prompt Injections: What They Are and How to Defend

  • Post author:Filip Lapiński
  • Post published:January 1, 2026
  • Post category:AI Fundamentals

Preventing Prompt Injection Attacks: Practical Guide for Secure Prompting Learn how to identify, assess, detect, and mitigate prompt injection attacks to k

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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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AI for Healthcare Admin: Intake & Triage (Non‑Clinical)

AI for Healthcare Admin: Intake & Triage (Non‑Clinical)

  • Post author:Filip Lapiński
  • Post published:December 30, 2025
  • Post category:Vertical Use‑Cases

Using AI to Streamline Non-Clinical Intake and Triage Use AI to capture structured intake data, score and route requests, automate eligibility and scheduli

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Video Summaries You Can Trust: Quality Controls

Video Summaries You Can Trust: Quality Controls

  • Post author:Filip Lapiński
  • Post published:December 29, 2025
  • Post category:Multimodal (Vision/Audio)

Operationalizing Quality for AI Meeting Transcripts and Summaries Ensure reliable, accurate meeting transcripts and summaries that drive decisions — practi

Continue ReadingVideo Summaries You Can Trust: Quality Controls
Agent UI Patterns: Status, Logs, and Overrides

Agent UI Patterns: Status, Logs, and Overrides

  • Post author:Filip Lapiński
  • Post published:December 28, 2025
  • Post category:Agents & Automation

Designing Safe Automation Controls for Enterprise UIs Create clear, auditable automation controls that reduce risk and speed operations — practical pattern

Continue ReadingAgent UI Patterns: Status, Logs, and Overrides
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