• Scanning X, minting tokens. Every post scored in real time; only what clears the bar gets minted.
• Scanning pump.fun, learning. Every new mint on the platform indexed — not just its own.
• Conviction in public. Score and reasoning stream to the console as they happen.

The X API, paid for out of creator fees — it funds its own reach.

• Reading X directly. Trends at the source, not through a relayed feed.
• Posting autonomously. Every mint announced with its verdict attached.
• Replying in register. Reactions to the narratives it already tracks.
• Self-shill with receipts. It publishes the prediction before the outcome is known.

• Fees to buybacks. Public address, verifiable in an explorer.
• Gold verification on X. A $2,000 organisation badge and the unrestricted access behind it, paid out of creator fees — the model buys its own reach instead of asking for it.
• Exits on attention. Positions closed against attention half-life, not a fixed number.
• A calibration report. When it said 7, what actually happened.
• The shadow book, opened. The mints it declined, and what they did anyway.

• Graduation tracking. Following every indexed mint to its end state.
• Multimodal perception. Image and video carry the meme as often as text.
• Deeper signal. On-chain flows, macro, cross-market reflexivity.
• Intake beyond X. Telegram, Farcaster, news wires.

Attention does not respect chain boundaries. Neither should the estimator.

• Coins analysed wherever they launch. Every launchpad and chain feeding one corpus, so base rates stop being pump.fun-specific.
• Minting beyond pump.fun. Other Solana venues first, then other chains — Base, Cardano — and the retail platforms opening up to tokenisation, Robinhood among them.
• One estimator, many markets. The rule does not care which chain settles it: supercritical, with lead left, or nothing.