Want to implement AI that adds value, and you can measure success? Can't see the value in a chatbot? Cybernetic Taylorism is for you - bookwyrm.ai/blog/genai-f... #automation #WorkflowAutomation

Building an agentic pipeline? We're offering free co-design services. We'll help map your workflow (automation, enrichment, RAG) & solve a specific data problem. If your use case needs a component we don't have, we'll build it. Book a call with our CEO, Gavin:

BookWyrm automates library cataloguing with structured extraction. Define a Pydantic model (MARC, Dublin Core, or custom), then extract metadata from PDFs/scans in seconds. Type-safe JSON output, CLI & Python Client based. bookwyrm.ai/library-automation

Our structured summary endpoint turns PDFs -> JSON using Pydantic models. Automate workflows, update systems, save dev time & impact company bottom-line. Pick your model size (cheap/simple or powerful/complex). Read the docs to see how:

We also offer consultancy services. Achieve bottom-line value from AI. Focus on workflow redesign (not just deploy tools) for back-office automation, invoice processing, and customer service. Get in touch for a free workflow audit workshop. bookwyrm.ai/consulting #aiconsulting

At bookwyrm.ai we've been performing experiments in Neural-symbolic programming and we're getting amazing results. Generative AI driven by both specification and formal verification.

Want to see BookWyrm in action? Join our Discord server and ask for a demo. We'll hop in a voice channel, show you the endpoints live, and answer your questions. bookwyrm.ai #agenticworkflow #aidata

Automated business reporting pipeline: 1. Extract & process docs > phrasal chunks (docs turned into AI-ready data) 2. Index in Pinecone/vector DB 3. Query with cite endpoint > get answers with citations & quality scores Provide answers grounded in truth. bookwyrm.ai/reporting

Coding with AI isn't magic, it's Robot Psychology. 🤖 LLMs can handle the drudgery, but they get lost easily. They’re not a magic wand, more like an idiot savant. This framework has turned us into 5x devs 👇 bookwyrm.ai/blog/how-to-... #AI #Programming

BookWyrm: Two-stage pipeline for AI workflows Stage 1️⃣: `extract-pdf` > `phrasal` (semantic chunking) Stage 2️⃣: `summarize` (Pydantic models) OR `cite` (source-grounded answers) No regex, no pre-processing pain. Just clean data > structured output or citations. bookwyrm.ai #ai #devs #dataprocessing

🧵1/ I've been conducting experiments with the use of LLMs for "Design by Contract" (DbC), a paradigm described by Bertrand Meyer. DbC is quite straightforward to use in a language like python (for instance using icontract). The idea is essentially to:

To automate data entry for 10,000 documents using BookWyrm's extract, phrasal, and summarize endpoints costs approximately €100. Say it takes 5 minutes to manually input each document. That's 37.42 days' work. At €200/day, this costs a business €6,944. €100 or €6,944? #cfo #ceo #cto

E-commerce platforms lack rich product data, but you have brochures, PDFs, and specs sitting unused. BookWyrm extracts this collateral and structures it with Pydantic models for OpenAI's ACP. Give ChatGPT the product context it needs to drive sales. bookwyrm.ai/agentic-commerce

How are the few #GenAI successes winning? They're redesigning workflows. Here's how to do it: Analysis > Synthesis > Cybernetic feedback loops. Measure accuracy vs time saved. Human-in-the-loop architecture. bookwyrm.ai/blog/genai-for-business

BookWyrm #API for back office automation. Extract text from docs > create semantic chunks > structure with Pydantic models > automate workflows. Type-safe JSON output, source attribution, quality scores. Perfect for invoicing, compliance, data entry. bookwyrm.ai/backoffice-automation #ai #dev

As a dev-focused startup, talking with developers is important to understand what is important to you. We would love to talk with fellow developers to show off BookWrym and to get your feedback. Willing to help? Please send us a DM or fill in the form on this page: bookwyrm.ai/contact #developers

AI writes code faster than we can read it. 📉 Vibe coding is fun, but how do we verify it? Design by Contract? We use logical contracts to trust AI software without reading every line: 👇 bookwyrm.ai/blog/contrac... #AI #SoftwareEngineering #Python #DevCommunity

AI's real value is automating boring tasks to let you shine 🌞. Our structured summary endpoint turns PDFs into JSON using Pydantic models to automate mundane tasks like data entry & enrichment. See some example code here: bookwyrm.ai/ai-workflow-...

Asking an LLM for a JSON list of specific length can be a roll of the dice. We've been testing formatting tricks to fix this. By segregating domain & range into numbers & letters (1. a., 2. b.), we see significantly higher accuracy in element counting and mappings. bookwyrm.ai/blog/teachin...