Innovating Market Intelligence

Named after the Harry Potter spell that reveals hidden writing, Aparecium is a Python package for revealing text from embedding matrices.

It uses a Transformer-based sequence-to-sequence architecture to reconstruct natural language from embedding representations. The input vectors are augmented with learned token and positional encodings; a multi-head attention decoder then generates text autoregressively, and a final linear projection maps the decoder outputs to vocabulary tokens.

SentiChain is an App Chain that addresses three critical challenges in sentiment analysis: survivorship bias from deleted or modified social media posts, privacy concerns restricting access to data containing personally identifiable information, and data conversion complexity in transforming text into deterministic numerical representations.

The blockchain structure utilizes Merkle Trees to secure embedding matrices of verified sentiment data into hierarchical arrangements. These trees produce a single Merkle Root representing all data within each block, which becomes the Consensus Root. This architecture enables efficient verification of large datasets while maintaining data integrity through the sequential arrangement of cryptographically secured blocks.

SentiMove is the market intelligence platform that reveals the hidden forces behind crypto price movements. We transform market noise into clear, actionable signals.

Using sophisticated AI analysis, we detect and classify sentiment across macro trends, industry developments, and individual assets, then plot them against real-time price data. Stream live events as they land, navigate through interactive price correlations, and uncover the patterns that professional traders use to time the market.

Fundis.AI is an open-source Python toolkit that deploys autonomous trading agents powered by real-time sentiment intelligence. Self-hosted agents analyze market signals from SentiChain and execute trades automatically on Base network via Aerodrome DEX.

Users can self-deploy trading agents via simple CLI commands—authenticate with a SentiChain API key, import a wallet, and choose which agent to run. Trigger agent updates manually whenever you want, or set up a cron job to execute trades on regular intervals. Your keys stay local, your trades stay on-chain, and you remain in full control.