LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
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Sep 4, 2026 - Python
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
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.
Turn Chaos Into Structure. A Type-Safe AI Agent that extracts valid JSON from unstructured data using PydanticAI, FastHTML, and Gemini 2.5.
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.
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Fine-tune Qwen3-0.6B for resume parsing using LoRA
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.
Structured JSON extraction from LLMs with validation, repair, and streaming.
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.
Production-style fine-tuning project for schema-constrained JSON extraction using QLoRA + DPO, with reproducible evals, training curves, and vLLM benchmarks.
Turn handwritten forms, notes, and scanned paperwork into automation-ready JSON
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.
Fine-tuned Qwen2.5-7B on Fireworks AI for structured JSON extraction from job postings. LoRA SFT + DPO | FastAPI | +47% over baseline.
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)
Extract valid JSON data from arbitrary text - a focused Go library and CLI tool
Document ingestion and chunking agent that extracts and validates typed JSON against a strict schema.
Convert unstructured text to validated JSON using AI. Dynamic JSON Schema per request. Powered by Google Gemini. Available on RapidAPI.
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