How to Automate PDF Data Extraction With LlamaParse and Python
Take LlamaParse beyond single files: batch a folder of invoices, pull structured fields with Pydantic, and validate the output before it reaches your database.
Take LlamaParse beyond single files: batch a folder of invoices, pull structured fields with Pydantic, and validate the output before it reaches your database.
LlamaParse handles the tables, columns, and scanned pages that break ordinary PDF text extraction. Here is how to set it up and where it still…
Turn a plain retrieval chain into an agent that decides when to search, call an API, or answer directly. Working code, real limits, and when…
A hands-on walkthrough of installing LangChain, wiring up an LLM, and shipping a working chain that answers questions over your own PDFs.
Grok 4 Fast's web search turns it into a cheap monitoring agent. Here's how to wire a news watcher that polls topics, filters noise, and…
Grok 4 Fast pairs low latency with live web access, making it a solid pick for current-events questions. Here's how to access it, what it…
Claude Projects let you give Sonnet 4.6 a persistent knowledge base and house style. Here's how to structure one so every teammate gets consistent output.
Claude Sonnet 4.6 is Anthropic's mid-tier model, prized for careful editing and long-document reasoning. Here's how to access it and what it does better than…
Gemini 3 Flash reads text, images, audio, and video in one call. Here's how to structure a mixed-media pipeline and keep it fast and cheap…
Gemini 3 Flash is Google's speed-optimized model, built for high-volume tasks where latency matters more than deep reasoning. Here's how to access it and when…
Running everything through GPT-5.2 Pro is the fastest way to burn a budget. Here's a practical routing setup that sends only the hard requests to…
GPT-5.2 Pro is OpenAI's top reasoning tier, priced for hard problems rather than everyday chat. Here's how to access it, when it's worth the cost,…