People are going to realize it takes a frontier human to extract productivity out of a frontier model, and there is simply not enough frontier human to compensate for the capex relying on revenue from training frontier models (yes if you remove training compute demand the whole thing is unprofitable already, and that’s before token price depreciation). Put it simply, demand for intelligence isn’t infinite and is in the shape of a bell curve, and cheaper models are slowly eating their way into the bell curve, leaving frontier training cost rely on a smaller and smaller tail of intelligence demand. In the end you are left with a billion dollar training run which only use is to solve Navier Stokes, because all the other tasks that are useful for the current economy can be run on cheaper models

The Undertaker has more features than users right now. 😁 A new image model Ming Image landed and It went into my AI agent today. Zero price, it is free for now. Ming Image 0.1 Design Layer by @TheInclusionAI takes one flat picture and returns it as separate transparent PNGs: background, foreground, text. Not a cutout. Layers. How it works ✅ Send a picture, inline buttons appear, tap To layers ✅ Three RGBA files come back in under a minute ✅ The agent warns once that the free endpoint probably trains on what you send What else layers are good for killer features: - Fixing text in AI-generated images without regenerating the whole thing. Think signage, labels, packaging, or buttons on mockups. - Merchandise. If you get merch orders, you have the assets ready: a separate text layer for embroidery, a foreground layer for printing and a background that can be discarded. - etc... - The Undertaker has more features than users right now. - I use it every day and I am still looking for my PMF, the one thing a stranger would pay for. - So every model that ships goes in the same evening, and I watch what I reach for twice.

This is my Nansen & The Undertaker Meridian entry by @nansen_ai ✅ liquidation map for $BTC $HYPE or any tokens, grouped by price, longs and shorts, named money in blue ✅ whose money is behind a prediction market price, split by wallet win rate, unexamined holders counted on neither side ✅ the same Nansen call answered in chat and drawn on screen from one dictionary, so the picture and the words cannot disagree ✅ every call logged: endpoint, outcome, milliseconds, credits Demo video 👇

$HYPE trades at $97 with $299m of short liquidations sit between $102 and $145 by Nansen. Nansen & The Undertaker I wrote the spec for this telegram mini-app yesterday at lunch. It went live tonight. Three screens on Nansen data, no dashboard, no new tab. ✅ Liquidation map: $1.00b across 45 HL positions. Longs $442m below the price, shorts $560m above it. The densest cluster starts 7% up. Not a forecast, a map of other people's stops ✅ Whose % by Polymarket market: - tap a Polymarket market and see how much of the money belongs to wallets that were right before. - One market: 58% of examined money with sub-40% win rates. - Another: 9%. The price alone can't tell you which ✅ Live calls: every request in the frame with its cost and its age. Nothing here is a screenshot The mini-app draws the exact dict the bot speaks. Under every chart sits the bot's chat reply, verbatim. If they ever disagree, a test goes red. Built for @nansen_ai Meridian.

The simplest and most in-demand features, no unnecessary complications! Discuss trends and coins on Telegram public group, get live, real-time charts right in the chat (or dm) and see Nansen analytics and breaking news instantly! You can do all of this using my agent The Undertaker, integrated with @nansen_ai .

My AI agent The Undertaker, integrated with Nansen API, is already up and running. It lives in dm and Telegram chat with 3000 people and you can ask any smart question right now. What works today ✅ Paste a bare address, nothing else. The bot decides from the fact whether it's a token or a wallet, then opens the right card. Zero credits ✅ Smart money netflow and holdings, one command each, 30 minute cache so ten people cost the same as one ✅ Wallet profile labels, PnL summary, related wallets ✅ Perp leaderboard by weekly PnL ✅ Token check four endpoints on one tap. Flow by holder segment, Nansen Score, top holder labels, PnL leaders. ✅ Ask on-chain in plain words. About 200 credits a question, so it's rate limited It isn't a demo. It's already real product by @harecrypta_ai! It's what breaks when real people use it. 👇

The fastest transcription is the one that never runs. My community AI agent The Undertaker handles media now, and every design decision in it is about avoiding work rather than doing it faster. telegram.me/harecrypta_diges… 1. Someone drops a YouTube link and wants the text: ✅ first move is checking whether the video already has captions. If it does, there is no transcription. No audio pulled, no model called, no quota spent, text in a second ✅ no captions? Then only the audio track gets downloaded. Nobody needs 600 megabytes of pixels to read what was said ✅ the audio gets split on silence, not on a timer, so words don't get cut in half at chunk boundaries and stitched back wrong 2. Someone wants 45 seconds from the middle of an hour long video ✅ the cut happens at the source. Three seconds, a 3 megabyte file, and the other 59 minutes were never touched 3. The boring constraint everyone hits: most Telegram bots die at 20 megabytes. Mine goes to 2 gigabytes, so an hour and 48 minute recording comes back as a full transcript with timecodes instead of an error. The cheapest call is the one you skip for media influencers. (my own AI agent backed by any LLM Claude, ChatGPT or Deepseek)

My AI agent The Undertaker, integrated with Nansen API, is already up and running. It lives in dm and Telegram chat with 3000 people and you can ask any smart question right now. What works today ✅ Paste a bare address, nothing else. The bot decides from the fact whether it's a token or a wallet, then opens the right card. Zero credits ✅ Smart money netflow and holdings, one command each, 30 minute cache so ten people cost the same as one ✅ Wallet profile labels, PnL summary, related wallets ✅ Perp leaderboard by weekly PnL ✅ Token check four endpoints on one tap. Flow by holder segment, Nansen Score, top holder labels, PnL leaders. ✅ Ask on-chain in plain words. About 200 credits a question, so it's rate limited It isn't a demo. It's already real product by @harecrypta_ai! It's what breaks when real people use it. 👇