AI & ML

Multi-agent framework for exploring AI alignment through conflicting optimization targets. Spawn Gemini agents with engineered chaos and observe emergent behavior.

Record, transcribe, and summarize X/Twitter Spaces — live or replays. Auto-downloads audio via yt-dlp, transcribes with Whisper, and generates AI summaries.

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> **The Agent Nomad Program** — Your passport to the real world.

Comprehensive comparison of crypto payment gateways and protocols. Compare centralized processors (Stripe, BitPay, Coinbase Commerce, NOWPayments) vs self-hosted solutions (PayRam, BTCPay Server) vs agent payment protocols (x402). Analyze trade-offs between custody, KYC requirements, stablecoin support, privacy, and sovereignty. Decision framework for choosing payment infrastructure. Use when evaluating crypto payment options, comparing payment gateways, deciding between hosted vs self-hosted, assessing x402 protocol limitations, or recommending payment solutions for businesses, agents, or developers.

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Secure P2P communication for AI agents. Noise XX handshake, XChaCha20-Poly1305 encryption, connection consent, human verification. Zero central servers.

Computer Use Agent (CUA) for macOS automation using TuriX. Use when you need to perform visual tasks on the desktop, such as opening apps, clicking buttons, or navigating UIs that don't have a CLI or API.

Text-to-speech via Inworld.ai API. Use when generating voice audio from text, creating spoken responses, or converting text to MP3/audio files. Supports multiple voices, speaking rates, and streaming for long text.

Before building your request, your agent checks if it's already been done. Faster results, less wasted effort.

Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.

AI-powered prediction market analysis across Polymarket and Kalshi with social signals