SShortSingh.
Back to feed

Microsoft Document Intelligence SDK Turns Scanned PDFs Into Structured Data for AI Pipelines

0
·61 views

Microsoft's Document Intelligence SDK, formerly known as Form Recognizer, is a core but often overlooked component in AI document processing pipelines. The SDK offers two main clients: one for running document analysis and another for managing custom-trained models. It supports prebuilt models for common document types such as invoices, receipts, and IDs, as well as custom extraction models trained on user-labeled data. A classifier layer can route documents of unknown type to the appropriate model, making it practical for real-world pipelines that handle mixed document formats. The SDK can convert scanned PDFs into structured markdown, preserving headings and tables, which makes it particularly useful for retrieval-augmented generation applications.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingDEV Community ·

DEV Community Post Covers Python Bitwise, Shift and Ternary Operators

A Python learning log from DEV Community documents a day spent on operators and a brief overview of the language's built-in datatypes, including int, float, str, list, tuple, set and dict. The author notes that Python integers have no fixed size limit, so very large values can be stored without issue. Bitwise examples demonstrate AND, OR and XOR, along with the behavior of the tilde operator, which the post explains through two's complement representation. The piece also covers shift operators and ternary conditional expressions, including a nested example for finding the largest of three numbers that the author admits is hard to read, and it closes with the identity and membership operators.

0
ProgrammingDEV Community ·

Why LLM Agents Need Deterministic Tools for Exact Fraction Arithmetic

Large language models predict tokens statistically, so they can err on precise calculations such as multiplying fractions. The article argues that this weakness is a liability in fields like engineering, finance, and scientific computing. Standard floating-point arithmetic also introduces rounding drift because some decimals cannot be represented exactly. The author proposes routing exact math to external tools via the Model Context Protocol, including a fractions connector that parses, computes, and simplifies rational numbers using integer arithmetic. The piece also discusses deploying such connectors reliably through the Vinkius platform and the open-source MCPFusion framework.

0
ProgrammingDEV Community ·

CredentialWatch: a standard-library Python tool for finding expiring and unrotated credentials

Development servers, build runners, and staging machines often accumulate forgotten secrets such as TLS certificates, JWTs, service account configs, and SSH keys. These files can expire silently and break scripts, or remain unrotated for months with overly permissive file permissions. A tutorial introduces CredentialWatch, a tool built solely on Python's standard library that scans directories for expiration dates, stale modification times, and dangerous permission bits. It parses certificate validity windows by decoding PEM content and reading ASN.1 time fields without external cryptographic libraries. Users can configure warning, critical, and staleness thresholds and receive an ASCII summary table of findings.

0
ProgrammingDEV Community ·

AudioSavy: New Tool Extracts MP3 Audio From Instagram Reels Quickly

A developer has launched AudioSavy, a web utility that converts Instagram Reels, Stories, and video links into MP3 audio files. The creator built it because existing converters often take 5 to 10 seconds, since they download the full video before extracting sound. According to the post, AudioSavy streams audio directly to aim for delivery in under two seconds, and it requires no account or software installation. The tool is served through a Cloudflare CDN and uses a mobile-first design for one-tap link pasting. The developer shared the project on DEV Community and asked users for feedback on its speed and experience.