https://jamieede.com/tags/pdf-extraction/ Recent content in PDF Extraction on Jamie Ede Hugo en-US Sun, 19 Jul 2026 08:00:00 +0100 https://jamieede.com/posts/grounded-pdf-assistants-docling-astra-hybrid-langflow/ Sun, 19 Jul 2026 08:00:00 +0100 https://jamieede.com/posts/grounded-pdf-assistants-docling-astra-hybrid-langflow/ <p>Most &ldquo;chat with your PDF&rdquo; demos work right up until the moment the answer matters.</p> <p>Ask one for a definition and it sounds great. Ask it for a torque figure, a valve clearance, or a part number, and it will still sound great — confidently wrong. The difference between a demo and something you would actually let a customer or an engineer rely on is whether the system is <em>measured and grounded</em> at every step, or just trusting a model to have read carefully.</p>