Real AI — working code, zero fluff

Every repo is a minimal working implementation tied to something that just dropped in the AI news. See the news, clone the code.

10repos
0total stars
10 repos
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Structured Output Extractor
tuningfolks-public / Hands-on-AI-Projects

Extract typed, validated JSON from any freeform text using Claude + Pydantic. Works on invoices, articles, and customer feedback — swap in your own schema in 10 lines.

LLMPythonEngineering
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Streaming Response UI
tuningfolks-public / Hands-on-AI-Projects

Real-time Claude streaming with live Markdown rendering — no React, no framework, just 100 lines of FastAPI + vanilla JS. Shows exactly how streaming APIs work under the hood.

LLMEngineeringTools
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Multi-Model Router
tuningfolks-public / Hands-on-AI-Projects

Route each query to the cheapest model that can handle it — Haiku for simple, Sonnet for medium, GPT-4o for complex. Benchmarks show 60–80% cost savings with no quality loss.

LLMEngineeringStrategy
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RAG Pipeline with Source Citations
tuningfolks-public / Hands-on-AI-Projects

Drop documents in a folder, ask questions in plain English, get answers with cited sources and a 0–1 confidence score. Uses local embeddings — only API cost is the final answer.

RAGLLMPython
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AI Agent with Tool Use
tuningfolks-public / Hands-on-AI-Projects

A research agent that searches Wikipedia, reads web pages, and computes math autonomously. Watch every tool call as it happens; retry logic handles network errors gracefully.

AgentsLLMPython
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Synthetic Data Generator
tuningfolks-public / Hands-on-AI-Projects

Generate realistic CSV and JSON seed datasets on demand — support tickets, product reviews, user personas. Zero PII, under $0.02 per run.

Fine-tuningLLMPython
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Image Captioning Pipeline
tuningfolks-public / Hands-on-AI-Projects

Batch-process any folder of images — descriptive captions, social copy, SEO alt text, or structured metadata JSON. Claude Haiku vision, no GPU needed.

VisionLLMPython
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LLM Eval Harness
tuningfolks-public / Hands-on-AI-Projects

Run structured test cases — factual, reasoning, safety, coding — across multiple Claude models and compare pass rates, latency, and safety refusals.

ResearchLLMEngineering
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News Aggregator + AI Tagger
tuningfolks-public / Hands-on-AI-Projects

Fetch AI news from 5 RSS feeds, classify each article with Claude Haiku, and render a daily digest — in 150 lines of Python. Exactly how TuningFolks.com populates its news feed.

LLMToolsIndustry
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MCP Server: Live Data Tools
tuningfolks-public / Hands-on-AI-Projects

A Model Context Protocol server giving Claude real-time weather, exchange rates, and AI news. Connect to Claude Desktop in 5 minutes — no API keys needed.

AgentsToolsEngineering
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