Let me show you a small part of the capabilities of AI analytics agents that are already working

Prompt: Tell me about the activity of whales regarding gifts. Conduct a deep analysis to determine their direction and interests. Use data from the past few weeks. Have you noticed anything unusual? Write a brief summary and plot a graph.

🐋 WHALE ACTIVITY & MARKET MANIPULATION
Telegram Gifts · Feb 5–18, 2026

━━ TOP WHALE ━━
@denis33371 — market dominant
• 53K+ gifts · Est. ~570K TON
• Top: Low Rider (2.7K pcs, 112K TON), Sky Stilettos (7.2K pcs, 105K TON), Westside Sign (1K pcs, 101K TON)
• Strategy: mass-buying cheap collections (4–15 TON floor) — betting on overall market growth
• Recent buys: +989 Spiced Wine, +685 Sky Stilettos, +548 Party Sparkler in 2 weeks

━━ OTHER WHALES ━━
@worty11 — 1.8K Ice Cream
@BossOfLemons — 804 Faith Amulet
@svyat_baka — Lol Pop (1.2K), Voodoo Doll (407)
@Artishchev — Khabib's Papakha (603), UFC Strike (635)
@mrgribosss — Bling Binky (463), Spy Agaric (437)
@Andrew_Seer — Faith Amulet (677), Moon Pendant (312)

━━ 🚨 ANOMALIES ━━
❶ Voodoo Doll (Feb 17): volume 4K→85K TON, avg price x16 (32→510). Back to normal next day.
❷ Snoop Dogg (Feb 10): volume 5K→97K TON, avg price x17 (6→100). One-day spike.
❸ Ginger Cookie (Feb 10): same day — avg price x40 (6→243). 72K TON volume vs usual 2–4K.
❹ Heart Locket (Feb 16): 2 trades at 10,860 TON each (norm ~2,000).

━━ 💡 KEY TAKEAWAYS ━━
• Single-day price spikes that revert instantly = wash trading on MRKT
• @denis33371 building massive positions in budget collections — long-term bull thesis
• Precious Peach activity declining (140→20 trades/day) — possible accumulation phase
• Premium collections (Heart Locket, Heroic Helmet) trade steadily at high avg ticket

Built an llms-txt for Telegram Mini App development — docs, libraries, and best practices compiled in one place so AI agents can build TMAs from scratch. Just point your agent to this repo and lfg

🔗 github.com/ohld/tma-llms-txt

Awesome! Great job!

Off topic: I’m working hard on a new TON project to fill ecosystem gaps using AI-vibe coding. The project is big enough already. I hope to share it with you soon.

Question: I’m currently spending around $200 per day on tokens for vibe-coding. Is it OK? 😱

💎 AppKit | Alpha Announcement

TON is the blockchain built into Telegram. Apps built on TON can reach Telegram's billion+ users directly.

Until now, every team had to build wallet connections, transaction handling, and DeFi integrations from scratch. Weeks of work before a single line of product code.

Today we're announcing AppKit alpha to change that.

What's live now:
▪️ Wallet management and transaction sending
▪️ DeFi integration (swaps, staking)
▪️ TON Connect support
▪️ TypeScript and React support
▪️ LLM-friendly (describe an app, build a prototype in minutes)

WalletKit is also production-ready for wallet developers on iOS, Android, React Native, and Web.
More features coming at Gateway (May 1-2).

👉Read more

Tribute Tickets | Gateway | TON Community | TON Builders | TON Hubs |X | YouTube | LinkedIn |TON.org

seems like a lot per day, what provider are you using?

Opus 4.6 Max 🙈

Give a try to GLM5 from z.ai, it helped me lower token costs significantly, and the quality is really close to opus 4.6

We want to try the MiniMax M2.5, it's currently the leader in price and quality

GLM5 is actually great for basic routing tasks. But when you need an agent to handle complex TVM state synchronization and generate safe FunC payloads without hallucinating, those 'Max' tier context windows are a lifesaver 👀