LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
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Updated
Oct 9, 2026 - Python
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
Turn Chaos Into Structure. A Type-Safe AI Agent that extracts valid JSON from unstructured data using PydanticAI, FastHTML, and Gemini 2.5.
Universal page-to-data extractor, turn URLs or HTML into clean Markdown, JSON, or Text for RAG and AI workflows. Rust API + Tauri desktop app.
Universal prompt library for structured outputs & ready-to-use content. Teachers get lesson plans, developers get reliable JSON/CSV. Works across GPT-4, Claude, Gemini.
n8n workflow templates extractor
Schema-validated LLM extraction eval harness (Anthropic Claude): failure taxonomy (correct/missing/wrong/hallucinated), per-field accuracy, deterministic offline replay, cost/latency accounting, and confidence-gated human review. Structured outputs over grid-interconnection docs as the worked example.
Fine-tune Qwen3-0.6B for resume parsing using LoRA
Extracts CRM fields (会社名/相手/次アクション/期限/リスク) from messy Japanese meeting notes into strict JSON with Qwen 2.5 72B. Frozen 30-note eval: 60% exact match (contact 100%, company 97%). Streamlit + Docker. | 日本語商談メモ→CRM項目JSON抽出
A full-stack AI Document Intelligence API that extracts, parses, and converts unstructured PDF content into summaries, key insights, and structured data outputs using FastAPI, PyMuPDF, and Google Gemini API.
AI-powered structured web scraper that visually builds JSON schemas and uses Gemini 2.5 Flash & Playwright to extract clean, validated JSON with >80% DOM noise reduction.
Structured JSON extraction from LLMs with validation, repair, and streaming.
Turn handwritten forms, notes, and scanned paperwork into automation-ready JSON
Production-style fine-tuning project for schema-constrained JSON extraction using QLoRA + DPO, with reproducible evals, training curves, and vLLM benchmarks.
A Json Analysis Tool
Professional-grade AI logistics pipeline built with Java 17 and Spring Boot 3. Converts unstructured documents into validated JSON via non-blocking WebClient adapters (Groq/Llama 3.1). Features real-time dashboard, Slack/Email notifications, and secure error handling."
Zero-shot vs few-shot JSON-extraction agent for finance complaint triage (Qwen2.5-7B on Kaggle GPU, Groq fallback)
Fine-tuned Qwen2.5-7B on Fireworks AI for structured JSON extraction from job postings. LoRA SFT + DPO | FastAPI | +47% over baseline.
Hybrid deterministic + distilled LLM structured extraction (JSON): schema registry, hard-example generation, teacher-validation gate, knowledge distillation, hybrid routing. V2/V3 research whitepapers, full provenance, evidence graphs.
Convert unstructured text to validated JSON using AI. Dynamic JSON Schema per request. Powered by Google Gemini. Available on RapidAPI.
Extract valid JSON data from arbitrary text - a focused Go library and CLI tool
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