
Kirill
@kirillk_web3 • 40,420 subscribers
AI Influencer × Web3 Creator Focused on Crypto & AI tools Claude · Bots · Wallet flows · Probabilities my tg @kirillk_h
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A Chinese developer just explained the shift from Loop Engineering to Graph Engineering better than anyone. most people are still building agents the way that's about to be obsolete. > why single-agent loops break and go "goal blind" > the 4 parts of a graph: nodes, edges, state, policy > 3 topologies that run everything: diamond, supervisor, pipeline > Anthropic's 5 official workflow patterns the punchline: it's not how many agents you run. it's the determinism you build with verifiers, code fallbacks, and reality anchors. I broke the same architecture down with Kimi K3. Full A-Z guide below.
Kirill2,712,374 просмотров • 19 дней назад

instead of watching 2 hours of Netflix tonight, watch this 40-minute masterclass from the founder of a $20B China AI company it's the clearest explanation I've seen of how Agent Swarms and AI systems actually work at scale useful whether you've never built an agent in your life or have been using Claude every day for the past year I took the key ideas and turned them into a practical guide on how to actually build with Kimi find it below
Kirill13,864,134 просмотров • 3 месяцев назад

Claude Bot on Polymarket — Full Guide The same setup turned $1,000 into $1.5M. 2 hours. Nothing complicated. Bookmark this so you don’t lose it.
Kirill11,218,924 просмотров • 5 месяцев назад

🚨do you understand what two Anthropic engineers just explained in 16 minutes. Barry and Mahesh built Claude Skills from scratch. here's the part nobody is talking about: > Skills are just folders. > folders that teach Claude your job. > your workflow. your expertise. your domain. Claude on day 30 is a completely different tool than day one. watch this before you write another prompt. before you build another agent. before you touch another tool. 16 minutes. bookmark it. watch it today. and if you want to learn everything about Claude from scratch the full 4 hour guide is waiting below.
Kirill5,362,530 просмотров • 4 месяцев назад

KIMI FOUNDER JUST DROPPED A 40-MINUTE MASTERCLASS. The exact architecture behind a $20B valuation — there's no faster way to learn how to build AI agents right now. Bookmark this for the weekend. 40 minutes. zero fluff. from the person who built it. Optimization → Linear Attention → Sub-Agents → Open Systems → Cash
Kirill1,491,823 просмотров • 3 месяцев назад

before you watch the World Cup final tonight, watch this 30-minute interview with Kimi founder Zhilin Yang it's the clearest look I've seen at how K2 was actually built and where AI models go next > why compute scaling still beats every other method > why the "data flywheel" everyone talks about hasn't formed yet > the real challenge in multimodality nobody mentions > why K2 was closer to a base model — the real potential wasn't unlocked yet this is only part of the interview, translated to English — and everything he hinted at just shipped as Kimi K3, 2.8 trillion parameters, the biggest open model ever full breakdown below
Kirill534,219 просмотров • 1 месяц назад

ANTHROPIC JUST DROPPED A 33-PAGE GUIDE. This is the most practical breakdown of Claude Skills I’ve seen. Bookmark this before you forget. 33 pages. Persistent instructions. No repetition. No re-explaining every time. Read it today. Link below. Claude → Skills → Memory → Automation → Systems → Money
Kirill1,533,539 просмотров • 4 месяцев назад

Kimi K3 is dangerous. I rebuilt Google Maps 3D mode in 1.5 hours. an interactive 3D map — New York City in full detail, and the entire globe on top of it. two prompts. that's the whole build. > real building extrusion with actual height data > shadows that shift with the sun angle > free camera rotation, pitch, zoom — full Google Maps 3D behavior > click any landmark, get a card with height and year built > smooth flyTo transitions between any two points on earth > clean modular code, env-based tokens, error handling included a fraction of what Fable 5 or Sol would cost to run. Live on Kimi — my full K3 guide is below.
Kirill398,715 просмотров • 1 месяц назад

instead of watching 2 hours of Netflix tonight, watch this 12-minute Nvidia Computex 2026 keynote from Jensen Huang it's the clearest explanation I've seen of where AI agents, robots, and personal computers are actually heading useful whether you've never built an agent or have been using Claude, Chatgpt, Kimi every day for the past year and if you want to see how China is already running 1 trillion parameter — the complete guide to 7 free Kimi Skills is waiting below too.
Kirill575,686 просмотров • 3 месяцев назад

Claude Fable 5 vs Kimi K3 — same 3D build, 3.3x cheaper. someone prototyped a 3D stadium seat-view picker with Fable 5 — preview exactly what you'll see from your seat before buying a ticket. I rebuilt the same thing with Kimi K3 in two hours, at 3.3x lower cost. no more static seat maps. pick a seat, see the actual view in 3D, then buy. works for cinemas, concerts, cricket grounds, Wimbledon — any venue. K3 dropped this week: 2.8 trillion parameters, open weights July 27. 3D is the future, and it just got a lot cheaper to build. Live Fable 5: Live Kimi K3: Code: full Kimi K3 breakdown below.
Kirill207,176 просмотров • 1 месяц назад

"how do you remember everything you read?" I don't. Claude does. every article, PDF, and transcript goes into one Obsidian folder. Claude reads it, breaks it into atomic notes, links it to the rest. I just ask. that's Karpathy's second-brain method. three folders, one file. full guide below.
Kirill87,625 просмотров • 23 дней назад

HOW TO USE CLAUDE CODE FOR FREE This is the most practical guide I've seen on getting Claude Code without paying. Bookmark this before you forget. 27 minutes. Free access. Real workflows. No excuses. Claude Code → Free → Build Tools → Money by Nick Saraev. link below.
Kirill325,279 просмотров • 4 месяцев назад

Kimi K3 just 3 shotted a whole walkable voxel town with drivable cars — Voxelville, around $3.24 in API usage. The same token cost would be $10.80 with Fable 5 and $6 with GPT 5.6 Sol. Fable 5 built its own Maplewood, GPT 5.6 Sol built Willowwick, but on price/quality Kimi K3 just cooked both of them. The era of free indie game development is closer than you think!
Kirill65,087 просмотров • 1 месяц назад

An China guy discovered a method to learn any knowledge instantly using AI. The key is Obsidian + any AI — Kimi, Claude, or Gemini. Most people learn slowly: read, forget, read again, forget again. His method: use AI to transform any content into small, interconnected notes. Use Obsidian to link them, so every piece of knowledge is never isolated. Slow method: highlight books, keep going, forget after a week. Fast method: AI breaks it into atomic notes, Obsidian links them into a network. Six months later, a new idea instantly connects to twenty things you already know. I compiled the full A–Z guide to building a second brain with Obsidian — works with Kimi, Claude, or Gemini — that most people have never discovered. Article below
Kirill73,340 просмотров • 2 месяцев назад

Bitcoin founder Satoshi Nakamoto was found in Epstein's files The internet is going crazy over a single page in the US Department of Justice archives. An email from Jeffrey Epstein explicitly states that he communicated with the creators of Bitcoin. Document (File EFTA00815445): In a letter about a new currency project, Epstein writes: "I've spoken to some of the founders of Bitcoin who are very excited." This seems like solid evidence. Why this scares the market: Epstein was known for collecting compromising information and financial secrets. If he knew Satoshi in 2016 (five years after his disappearance), then Bitcoin's creator anonymity may have been compromised. Traders on Polymarket instantly repriced the bet "Will Satoshi move any Bitcoin in 2026?" The market currently estimates the probability of coin movement at 8% on Polymarket. The document raises the chances that Satoshi's wallets are no longer secure. Did Epstein know the real identity, and could these files trigger the first movement of Satoshi's coins in 15 years? This document has been in the possession of the US government for several years. Does this mean that the FBI has known who Satoshi is for a long time and is simply keeping quiet?
Kirill173,951 просмотров • 7 месяцев назад