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Explore AI, agents, blockchain and crypto through official sources, concrete tasks and practical guides.

EDITORIAL STARTING POINTS

Selected profiles with a clear purpose, supported use cases and source-based guides. Selection is not an execution test or a ranking of project quality.

InfrastructureLocalai

An open-source, self-hosted AI engine and API layer for running models locally across language, vision, voice, image, and video tasks.

Source-based guide available Builder toolsOpenAI Agents SDK

An open-source, MIT-licensed Python framework for building and coordinating multi-agent LLM workflows. It supports configurable agents, tool use, handoffs and tracing.

Source-based guide available InfrastructureLight Protocol

An open-source Rust protocol for ZK compression on Solana. Its stated purpose is to reduce the cost or footprint of Solana state using zero-knowledge compression.

Source-based guide available Builder toolsVelora SDK

An open-source TypeScript SDK for calling the Velora API and accessing aggregated decentralized-exchange liquidity and rates.

Source-based guide available
DOCUMENTED STARTING POINTS

216 projects

Selected for a documented reader task. Source review does not claim an execution test.

AI Models

Scan2Cap

Scan2Cap is a Python research implementation of an end-to-end method for detecting objects in 3D scene point clouds and describing them in natural language.

Guide: Prepare Scan2Cap’s ScanNet data
AI Models

Scientific Paper Summarisation

Scientific Paper Summarisation is a Python research project that uses supervised learning to extract summaries from scientific papers, with code for paper parsing, training-data preparation, model training, summary generation and evaluation.

Guide: Prepare papers and training data
AI Models

Selformer

SELFormer is a Python transformer model that learns molecular representations from SELFIES strings and provides pre-trained models and scripts for generating molecular embeddings.

Guide: Generate embeddings from a molecular dataset
RAG & Knowledge Systems

Serviette

Serviette is a self-hosted Python RAG server built on Pathway that indexes a document folder and serves cited answers through a web chat and REST API.

Guide: Configure and start Serviette over your own documents
Wallets

Shango

Shango is a mobile Bitcoin Lightning wallet for iOS and Android that connects to a user-operated LND node on mainnet or testnet, or to a Shango Cloud LND node for testnet use.

Guide: Connect Shango to your own LND node
AI Models

Sign Language

Sign Language is a Python computer-vision project that uses OpenCV to capture American Sign Language gesture images and trains convolutional neural networks with TensorFlow or Keras to classify them.

Guide: Prepare a custom gesture dataset
AI Models

Simkgc

SimKGC is an open-source Python research implementation for text-based knowledge graph completion using pretrained language models and contrastive learning.

Guide: Train and evaluate on WN18RR
RAG & Knowledge Systems

Smartdoc

SmartDoc is an open-source web application for uploading PDFs, storing their vector representations in Pinecone, and asking questions about their contents with a Gemini-powered retrieval-augmented generation flow.

Guide: Set up SmartDoc locally
DAOs & Governance

Snapshot

Snapshot is a governance voting platform. Its off-chain system supports configurable spaces, proposals, voting types and voting-power strategies; Snapshot X provides a separate on-chain path.

Guide: Review a Snapshot voting strategy
Layer 1

Solana

Solana is a blockchain for applications and on-chain programs. Its developer documentation provides a browser quickstart, local setup, frontend guidance and SDK resources.

Guide: Set up a Solana Playground development wallet
NFTs & Gaming

Solana Auction

Solana Auction is a Rust-based recipe for developing an NFT auction program on Solana, with NFT listings, fungible-token bidding and escrow.

Guide: Prepare the local auction example
Developer Tools

Solana Docker

Solana Docker is a Docker Compose-managed development container that bundles Solana, Anchor, Rust, NPM and Mocha, with SSH access and exposed ports for Solana and web projects.

Guide: Build and start the development container
Developer Tools

Solana Flake

Solana Flake is a Nix flake that combines Solana CLI tools, Solana-provided BPF Rust and LLVM packages, and a patched cargo-build-bpf utility for a development shell.

Guide: Add Solana Flake to a Nix devShell
NFTs & Gaming

Solana Marketplace

Solana Marketplace is a TypeScript web frontend paired with an Anchor-based Solana on-chain program. Its repository documents building and deploying the program to localnet, devnet or mainnet.

Guide: Build and deploy the Anchor program
NFTs & Gaming

Solana Marketplace Listener

Solana Marketplace Listener is a Python command-line bot that monitors NFT listings on DigitalEyes and Solanart, filters by configured collection and attributes, and alerts when a listing is below a chosen price.

Guide: Configure and start the marketplace listener
Launchpads & Token Tools

Solana New Token Monitor

Solana New Token Monitor is a TypeScript command-line demonstration that listens to Solana RPC events for new Raydium liquidity-pool transactions, extracts token-launch information and stores it for additional use.

Guide: Set up and start the token monitor
Developer Tools

Solana NFT Tools

Solana NFT Tools is a JavaScript library of helper functions for querying NFT mint addresses and NFT information associated with Solana wallet addresses.

Guide: Install the package and prepare a Solana connection
NFTs & Gaming

Solana Project Tools

Solana Project Tools is an open-source TypeScript application suite for Solana NFT projects. Its central workflow checks a submitted wallet against NFT holding criteria and assigns qualifying Discord users a custom server role.

Guide: Prepare a self-hosted Discord verification service