AI Archives - ITNotes

Building a Production-Ready Text-to-SQL Engine with Vanna.ai and Python

October 19, 2026

Build a reliable Text-to-SQL engine using Vanna.ai and Python. Learn how to index schema DDL, business rules, and golden queries while implementing production security guardrails.

Automate Kubernetes Troubleshooting with K8sGPT and Local Ollama

October 19, 2026

Learn how to combine K8sGPT and local Ollama models to build an offline, privacy-focused diagnostic engine for your Kubernetes clusters without sending telemetry to external APIs.

Mastering Outlines in Python: Guaranteed Structured LLM Output with Regex and CFGs

October 19, 2026

Frustrated with broken JSON from commercial LLM APIs? Discover how Outlines uses regular expressions and context-free grammars to guarantee valid structured outputs in Python.

Mastering Cursor Rules and Context Mentions: Standardize Architecture Across Your Dev Team

October 19, 2026

Standardize code architecture across your engineering team with Cursor Rules (.cursorrules, .cursor/rules) and symbol mentions. Eliminate model drift, reduce PR cycles, and enforce clean conventions at scale.

Build Visual Document RAG with ColPali and Byaldi: Zero-OCR PDF Retrieval

October 18, 2026

Tired of broken OCR pipelines scrambling tables and charts? Learn how to implement visual document retrieval with ColPali and Byaldi to index complex PDF pages directly without text extraction.

Building Modular AI Pipelines with Haystack 2.0: A Clean Alternative to LangChain for Production RAG

October 16, 2026

Tired of opaque framework abstractions breaking in production? Discover how Haystack 2.0 uses explicit modular component architecture to build reliable, maintainable RAG pipelines and agents in Python.

Crawl4AI and Python: Extracting Clean Markdown for LLMs and RAG Systems

October 16, 2026

Raw HTML wrecks RAG pipelines with token bloat and noise. Here is how to use Crawl4AI and Python to scrape dynamic pages into clean, structured Markdown while reducing embedding token usage by over 50%.

Building a Real-Time Voice Agent with LiveKit Agents and Python: Ultra-Low Latency Conversational AI Guide

October 14, 2026

Learn how to build an ultra-low latency conversational AI voice assistant using LiveKit Agents and Python. Master WebRTC streaming, Silero VAD, and bidirectional speech pipelines.

Parsing Complex Documents with IBM Docling and Python for Production RAG Pipelines

October 12, 2026

A hands-on guide to using IBM Docling and Python for document parsing in production RAG systems. Extract complex tables, formulas, and layouts into clean semantic chunks.

Scaling PostgreSQL Vector Search: HNSW Tuning and Table Partitioning for Production RAG

October 11, 2026

Scaling enterprise RAG with PostgreSQL and pgvector demands more than basic indexes. Discover how combining HNSW index tuning with declarative partitioning dropped p95 query latency from 2.8s to 14ms across 8 million vectors.