<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:media="http://search.yahoo.com/mrss/"><channel><title><![CDATA[Kryll³ Blog |  Your Web3 AI Sidekick]]></title><description><![CDATA[Kryll³ AI tool suite provide clear and actionable web3 insights. We make the intricate world of cryptocurrencies accessible to everyone. ]]></description><link>https://blog.kryll.io/</link><image><url>https://blog.kryll.io/favicon.png</url><title>Kryll³ Blog |  Your Web3 AI Sidekick</title><link>https://blog.kryll.io/</link></image><generator>Ghost 3.6</generator><lastBuildDate>Fri, 08 May 2026 14:59:22 GMT</lastBuildDate><atom:link href="https://blog.kryll.io/rss/" rel="self" type="application/rss+xml"/><ttl>60</ttl><item><title><![CDATA[$KRL in KryllOS: Utility and Tokenomics]]></title><description><![CDATA[A fixed supply token, no new issuance, that distributes real yield and funds a completely free platform. How is that possible? We explain everything.]]></description><link>https://blog.kryll.io/krl-kryllos-utility-tokenomics/</link><guid isPermaLink="false">69fd8fc0d9e60f88cb3b7c16</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 08 May 2026 14:58:12 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/05/KryllOS-KRL-flywheel-16-9-2.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/05/KryllOS-KRL-flywheel-16-9.png" class="kg-image" alt="$KRL in KryllOS: Utility and Tokenomics"></figure><img src="https://blog.kryll.io/content/images/2026/05/KryllOS-KRL-flywheel-16-9-2.png" alt="$KRL in KryllOS: Utility and Tokenomics"><p>KryllOS is more than an automated trading platform. It's an ecosystem: a visual no-code editor, a marketplace for bots and custom blocks, an AI layer for vibe-coding your strategies, and at the heart of it all, a token that serves as the economic backbone. KRL isn't a gimmick, it's the economic fuel that aligns users, creators, and the platform.</p><hr><h2 id="token-basics">Token Basics</h2><p>KRL is the native utility token of the Kryll ecosystem. Launched via ICO in early 2018, it raised $2.2M and laid the project's foundations. Eight years later, it's back at the center of the action with KryllOS.</p><p>A few fundamentals to keep in mind:</p><ul><li>Standard: ERC-20</li><li>Max supply: 49,417,348 KRL</li><li>Multi-chain: natively deployed on Ethereum, Base, Arbitrum, and Optimism</li><li>Availability: traded on Coinbase, KuCoin, Gate.io, Crypto.com, MEXC, CoinEx, and accessible on DEX via Uniswap V3</li></ul><p>One important point: all KRL currently in circulation is fully unlocked. There is no active vesting, no upcoming unlock schedule. The supply is fixed and non-mintable, a clean, predictable foundation for everything that follows.</p><hr><h2 id="the-marketplace-s-single-currency">The Marketplace's Single Currency</h2><p>Every transaction on the KryllOS marketplace is designed to go through KRL. Whether you're buying a ready-to-use trading strategy, a custom block, an app, or a skill for your AI agent, you pay in KRL. The publisher receives KRL.</p><p>No fiat, no stablecoins, no alternatives. A single rail, simple and predictable. This unification has a direct consequence: every transaction feeds the same economy. The more volume the marketplace generates, the more sustained demand builds around KRL.</p><hr><h2 id="how-a-single-purchase-powers-an-entire-ecosystem">How a Single Purchase Powers an Entire Ecosystem</h2><p>With every marketplace purchase, the KRL spent is distributed among three beneficiaries:</p><ul><li><strong>The Publisher</strong><br>The creator of the bot, block, or application receives their share. This is the foundation of a real creator economy: the more useful content you publish and the more it gets used, the more you earn. The original Kryll marketplace already proved this model works, top creators generated genuine passive income from it. KryllOS takes that further, adding custom blocks and an AI layer that dramatically lowers the barrier to publishing.</li><li><strong>Kryll</strong><br>A share goes to the team to fund development, infrastructure, and operations. This is what keeps the product free: no subscriptions, no trading fees, no custody. The marketplace funds the platform instead of billing the end user.</li><li><strong>Stakers</strong><br>A share is redistributed to holders who have actively staked their KRL, in the form of real yield paid out by actual marketplace activity. This is an intentional, participatory mechanism: simply holding KRL in a wallet doesn't earn you anything. It's the deliberate act of staking that opts you into the revenue-sharing engine.</li></ul><hr><h2 id="real-yield-not-disguised-inflation">Real Yield, Not Disguised Inflation</h2><p>The word "yield" is overused in crypto. Most projects that promise it operate through inflationary emission: new tokens are minted to pay stakers. The result is that non-staking holders get diluted, and the displayed APY reflects no real value creation.</p><p>KRL works in the opposite direction. The supply is fixed: 49,417,348 tokens, full stop, no minting possible. The yield distributed to stakers doesn't come from emission, it comes from real purchases made on the marketplace by real users. It's closer to a corporate dividend than a synthetic APY.</p><p>In practice: the yield is sustainable because it's backed by actual economic activity. And staking holders capture their share without diluting those who don't stake.</p><p><em>A path worth considering: Burn &amp; Buyback</em><br><em>A portion of the KRL collected through the marketplace could be burned, mechanically reducing the circulating supply. Additionally, in cases where the platform generates revenue in fiat or currencies other than KRL, a buyback mechanism could be considered, repurchasing KRL on the open market to redistribute or burn it, creating structural buying pressure on the token.</em></p><hr><h2 id="publication-collateral">Publication Collateral</h2><p>For a marketplace to stay healthy, publishers need a direct incentive to be serious. One option being strongly considered: requiring a KRL deposit as collateral in order to publish on the marketplace.</p><p>This collateral would serve as an integrity guarantee, a publisher who releases defective or fraudulent content loses all or part of their deposit. Conversely, an active and honest publisher sees their collateral grow over time, with a portion of their earnings automatically reinvested into it.</p><p>When a publisher decides to leave the ecosystem, they recover their full accumulated collateral. It's a mechanic that creates genuine long-term stakes without imposing excessive friction at the point of entry.</p><hr><h2 id="the-self-reinforcing-loop">The Self-Reinforcing Loop</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/05/KryllOS-KRL-flywheel-no-bg-3.png" class="kg-image" alt="$KRL in KryllOS: Utility and Tokenomics"></figure><p>Put together, these mechanics create a virtuous cycle, a flywheel, that strengthens itself over time.</p><p>More users on KryllOS → More marketplace volume → More buying pressure on KRL → Greater attractiveness and visibility → Repeat</p><p>Every participant benefits from everyone else's success. Users want a rich marketplace. Creators want a large user base. Stakers want both sides of the market to grow. And Kryll, as the platform, lives off the same flow. Nobody is playing against anyone else, the exact opposite of classic SaaS models where the platform extracts rent at users' expense.</p><hr><h2 id="what-krl-makes-possible-that-nothing-else-could-fund">What KRL Makes Possible That Nothing Else Could Fund</h2><p>Kryll makes strong product choices that set it apart: open source, self-hostable, free, non-custodial. Kryll never touches user funds and takes nothing from their trades. No subscriptions, no paywalls, no friction.</p><p>In that context, one might wonder why have a token at all. The answer comes down to one word: alignment.</p><p>With KRL, the ecosystem finances its own growth. The platform stays free because the marketplace funds development. Creators earn a living because users buy their work. And holders who believe in the project capture a direct share through real yield.</p><p>KRL isn't a financial layer bolted onto the product. 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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes]]></title><description><![CDATA[KryllOS installs in 5 minutes: the installer guides every step, automatically secures your VPS and gives you full sovereignty over your trading data.]]></description><link>https://blog.kryll.io/install-kryllos-wizard-self-hosting/</link><guid isPermaLink="false">69f3689fd9e60f88cb3b7b1a</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 01 May 2026 07:55:27 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/kryllos-wizard-thumbnail-2.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-wizard-thumbnail.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><img src="https://blog.kryll.io/content/images/2026/04/kryllos-wizard-thumbnail-2.png" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"><p>Self-hosting has a beautiful promise: your keys, your data, your rules. And it comes with a very real price. You need to configure a VPS, properly set up an SSH tunnel, navigate Linux command lines, and make a series of configuration decisions without making mistakes, all while carrying the nagging anxiety of breaking something along the way. This is often where the promise meets reality.</p><p>When preparing the reboot of Kryll, we asked the community directly. 58% said they were ready to self-host their instance, provided they had guidance. In other words, for nearly six out of ten people, the installation process was not just a technical step.</p><p>The KryllOS installer was designed exactly for these people. Three steps. Five minutes. A fully operational instance, already secured.</p><hr><h2 id="why-an-installation-wizard-for-a-self-hosted-trading-bot">Why an installation wizard for a self-hosted trading bot?</h2><p>KryllOS is deliberately self-hosted. Your API keys stay on your machine, your trading data never leaves to any third-party cloud, and nobody holds custody of your funds. It's a choice of total sovereignty, but it's also a choice that traditionally requires users to have some technical knowledge.</p><p>We refuse that compromise. The idea behind KryllOS is the power of a professional tool with the simplicity of a consumer app. The installation wizard embodies exactly this philosophy: it automates what an experienced sysadmin would do by hand, and it does it better than a copy-pasted tutorial, because it bakes in security best practices by default.</p><p>Concretely, the KryllOS installer handles three tasks for you:</p><ul><li><strong>SSH connection</strong> to your VPS (no more juggling your terminal and private key)</li><li><strong>Security hardening</strong>, with the creation of a dedicated Linux user, firewall configuration, and remote connection rules, plus, optionally, port-knocking</li><li><strong>Deployment of KryllOS</strong> on your VPS and configuration of the KryllOS app on your computer</li></ul><p>You click three times, wait five minutes, and you trade.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-installer-full-done-watermark.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><hr><h2 id="the-3-steps-of-the-kryllos-wizard">The 3 steps of the KryllOS wizard</h2><h3 id="step-1-connect-your-vps-to-kryllos">Step 1: Connect your VPS to KryllOS</h3><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-installer-close-1-watermark.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><p>On the first screen, the wizard asks for three pieces of information:</p><ul><li>Your VPS IP address</li><li>The root password for that VPS</li><li>A username to create for KryllOS</li></ul><p>The choice to create a dedicated user, rather than running KryllOS with root privileges, is not a minor detail. It's the principle of least privilege: even in the unlikely scenario where a vulnerability were to affect the application, the attacker would find themselves confined to an account with limited rights, far from the absolute power that root provides.</p><hr><h3 id="step-2-choose-your-installation-mode-native-or-docker">Step 2: Choose your installation mode: Native or Docker</h3><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-installer-close-2-watermark.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><p>The KryllOS installer offers two installation options:</p><ul><li><strong>Native installation:</strong> if your VPS is dedicated to KryllOS, this is the simplest and most direct choice. KryllOS installs directly on the system, without any additional layer.</li><li><strong>Dockerized installation:</strong> this is the option for advanced users who already have an active VPS running other services. Think of Docker as a sealed box sitting on your server. KryllOS runs inside it, completely isolated from the rest of the system. No conflicts with your other software, no interference in either direction.</li></ul><hr><p>On this same screen, you'll find a checkbox that may look minor but is worth its weight in gold: <strong>port-knocking</strong>.</p><h3 id="port-knocking-or-the-art-of-making-your-server-invisible">Port-knocking, or the art of making your server invisible</h3><p>Port-knocking is a somewhat forgotten but diabolically effective security mechanism. It makes your server completely invisible, no ports are open. To an automated scanner looking for vulnerable VPS machines, your server simply doesn't exist.</p><p><strong>But how does it actually work?</strong><br>Picture a secret door in a wall that, on the surface, has no visible entrance. For the door to open, you must knock in a precise sequence: three times, then twice, then five times. Anyone who doesn't know the code sees nothing but a smooth wall.</p><p>Port-knocking works on exactly this principle. A server has thousands of "doors" called ports, and connections pass through these ports. Normally, certain ports remain permanently open, like the SSH port, which enables remote connections. These open ports are precisely what hackers and their bots scan relentlessly, looking for a vulnerability.</p><p>With port-knocking, no port is open by default. Instead, the server quietly listens for connection attempts on a specific sequence of ports, say, 1200, then 3456, then 7890, in the right order and within a limited timeframe. This sequence is the "secret knock." If you know it and send it correctly, the server dynamically opens the SSH port, just long enough for your connection, then closes it immediately. To everyone else, the door never existed.</p><p>How can a hacker compromise a machine that doesn't even appear to exist from their perspective? That's exactly the point. KryllOS already stacks several security layers, dedicated user, Docker isolation, hardened SSH, and port-knocking adds the final touch: an invisibility layer. One checkbox, and your VPS disappears from the map.</p><hr><h3 id="step-3-summary-and-deployment">Step 3: Summary and deployment</h3><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-installer-close-3-watermark.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><p>The final screen summarizes all the choices you've made. You review them, click deploy, and the installer takes over.</p><p>Behind the scenes, it runs through a precise sequence:</p><ol><li>Secure connection to the VPS</li><li>System compatibility check</li><li>Environment configuration</li><li>KryllOS installation</li><li>Final checks to ensure everything is running correctly</li></ol><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-installer-full-watermark.png" class="kg-image" alt="Installing KryllOS: the installer that turns 2 hours of configuration into 5 minutes"></figure><p>In under five minutes, KryllOS is up and running. The application is directly accessible on your local machine, already connected to your VPS.</p><hr><h2 id="what-remains-in-your-hands-after-installation">What remains in your hands after installation</h2><p>The installation ends, and you find yourself with far more than a simple configured instance. Behind the scenes, the wizard has been running two parallel workstreams.</p><p>On one side, on your VPS: KryllOS is deployed, the server is hardened, the environment is isolated, and your API keys will never leave that machine.</p><p>On the other side, on your computer: the KryllOS application has been configured locally. This becomes your control station. It establishes a secure SSH tunnel to your VPS and gives you access to the full KryllOS interface from a native app, without ever going through a browser or a third-party service. The VPS runs the engine. The application on your machine holds the wheel.</p><p>The old crypto adage "not your keys, not your coins" extends here to automated trading. Your strategies run on your machine, for you. And your only point of contact with all of this is an interface built to be used, not feared.</p><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[The KryllOS Marketplace: your unified store for automated trading]]></title><description><![CDATA[The KryllOS Marketplace brings together strategies, blocks, apps and AI skills to power your automated trading. One store, one currency, one ecosystem.]]></description><link>https://blog.kryll.io/kryllos-marketplace-automated-trading/</link><guid isPermaLink="false">69f2151dd9e60f88cb3b7ac9</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Wed, 29 Apr 2026 14:31:15 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/marketplace-2.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/marketplace.png" class="kg-image" alt="The KryllOS Marketplace: your unified store for automated trading"></figure><img src="https://blog.kryll.io/content/images/2026/04/marketplace-2.png" alt="The KryllOS Marketplace: your unified store for automated trading"><p>KryllOS without its Marketplace would be like a Mac without the App Store: powerful, but limited to what was originally designed and shipped. An OS that can't expand after launch is an OS that stagnates. The Marketplace is what turns KryllOS into a living platform, an ecosystem that grows continuously through community contributions, not just the decisions of a central product team.</p><hr><h2 id="why-a-marketplace-in-an-os">Why a marketplace in an OS</h2><p>Kryll isn't a website with menus and pages. It's a multi-window, modular, self-hosted OS running on your VPS. Instead of being stuck with features hard-coded by a distant product team, you compose your own automated trading environment yourself.</p><p>And where there's an OS, there's a store. The Marketplace is the nerve center where everything converges: one place, one currency, one unified experience, whether you're looking for a complete strategy, a custom editor block, an app, or a skill for your AI agent.</p><p>One number that says it all: in the community survey run before launch, <strong>58% of respondents</strong> said they prefer downloading ready-to-use strategies rather than building them from scratch. The Marketplace isn't a nice-to-have, it's a core need.</p><hr><h2 id="what-you-can-download">What you can download</h2><p>Four content categories, from the most plug-and-play to the most advanced.</p><p><strong>Complete trading strategies:</strong> download a bot, connect your exchange, hit go. No need to touch the editor. Perfect if you don't have time to build from scratch, or if you want to learn from someone better than you. And since Kryll is open source, these strategies aren't black boxes, you can open them, dissect them, fork them. The Marketplace becomes a learning ground too.</p><p><strong>Custom editor blocks:</strong> building your own strategies but want superpowers? An exotic indicator, advanced logic, a connector to a third-party API. Install it, and the block appears in your library just like a native block.</p><p><strong>KryllOS apps:</strong> one level up, these aren't editor building blocks, they're OS extensions. Custom dashboards, market scanners, trading journals, external integrations. Each app opens in its own window, right alongside your editor or performance tracker. This is what takes Kryll beyond "bot factory" and into a full trading suite.</p><p><strong>Agent skills:</strong> the augmented AI layer to extend your agent's action capabilities. Every installed skill becomes a permanent capability of your agent, activatable on demand.</p><hr><h2 id="for-creators-a-wider-playing-field-an-audience-already-there">For creators: a wider playing field, an audience already there</h2><p>Everything above was about what you can download. The other side of the Marketplace is what you can sell.</p><p>If you can design a strategy that holds up, build a block others would kill to have, or imagine an app that changes a trader's daily workflow, your expertise becomes a monetizable asset, paid in KRL with every sale.</p><p>Three reasons to go for it now:</p><ul><li><strong>Four surfaces instead of one:</strong> Strategies, custom blocks, apps, agent skills. Whatever your profile, trader, dev, crypto ops, there's a category where what you already know how to do has real value, without switching careers.</li><li><strong>The audience is already there:</strong> The majority of KryllOS users arrive with the explicit intent to consume community content. No need to build an audience before you sell, just be good and visible in the store.</li><li><strong>Publishing is more accessible than anywhere else:</strong> KryllOS is open source and self-hosted: no proprietary stack to master, no app review, no gatekeeper. You build with the same tools as your future customers, and you publish.</li></ul><hr><h2 id="the-economic-engine-triple-split-and-flywheel">The economic engine: triple split and flywheel</h2><p>The Marketplace runs on a single currency: KRL, Kryll's native ecosystem token. Complete strategy, editor block, KryllOS app, or agent skill, everything bought in the store is settled in KRL. This unifies the buying experience for users, and directly connects the Marketplace to the rest of the tokenomics.</p><p>When a purchase is made, the KRL is split three ways.</p><ul><li><strong>The publisher gets their cut</strong>, making quality content creation economically viable and keeping the best creators motivated to keep producing.</li><li><strong>Kryll takes a commission</strong> that funds product development, infrastructure, and operations.</li><li><strong>KRL stakers receive a redistribution:</strong> this is the real yield mechanism. Staking KRL earns you a share of Marketplace volume, generated by real economic activity, not token inflation.</li></ul><hr><p>The Marketplace isn't a module sitting beside the Kryll product. It's the engine that turns an automated trading OS into a complete ecosystem, one that grows every day from what its community brings to it.</p><p>Whether you're here to download and run your bots without reinventing the wheel, or to publish your work and build a passive income stream in KRL, the Marketplace is probably your first entry point into KryllOS. And it might just be the reflex worth building: before opening the editor to a blank page, go see what the community has already put on the table.</p><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[How KryllOS Revolutionizes Trading Bot Backtesting]]></title><description><![CDATA[KryllOS new backtest engine: 16-tick precision, MultiBT parallel runs, self-hosted & open source. Faster, sharper, fully private.]]></description><link>https://blog.kryll.io/how-kryllos-revolutionizes-trading-bot-backtesting-2/</link><guid isPermaLink="false">69e62305d9e60f88cb3b7845</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 24 Apr 2026 13:49:11 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/backtest-7.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/backtest-6.png" class="kg-image" alt="How KryllOS Revolutionizes Trading Bot Backtesting"></figure><img src="https://blog.kryll.io/content/images/2026/04/backtest-7.png" alt="How KryllOS Revolutionizes Trading Bot Backtesting"><p>Before risking capital on a strategy, you test it on historical data. That's the principle behind backtesting. Simple in concept, but the quality of the results depends entirely on the tool you use.</p><p>In KryllOS, we rebuilt the engine from the ground up. Here's what that means.</p><h2 id="more-accurate-and-much-faster-">More accurate. And much faster.</h2><p>The new backtest engine uses a 16-tick-per-candle interpolation system that produces results significantly closer to what would happen in live trading.</p><p>But accuracy is only half the story. The other half is speed. The new engine is radically faster than the old one. That speed gain genuinely changes the way you work: you iterate more, test more, validate faster.</p><h2 id="run-multiple-backtests-at-the-same-time">Run multiple backtests at the same time</h2><p>With MultiBT, you no longer run backtests one after another. You run them all at once.</p><p>This opens up concrete possibilities: testing a strategy across multiple time periods to verify it holds up over time, validating it on several pairs or assets simultaneously, or comparing multiple configurations of the same system in a single run.</p><p>What used to take an hour of sequential testing now runs in parallel. More comparisons, in less time, with a far more complete picture of what your strategy is actually worth.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-backtest-2.png" class="kg-image" alt="How KryllOS Revolutionizes Trading Bot Backtesting"></figure><h2 id="your-backtests-stay-with-you">Your backtests stay with you</h2><p>KryllOS is self-hosted. Backtests run entirely on your machine, and no data leaves it, not your strategies, not your results, not the pairs you're testing. On a cloud platform, you're entrusting your ideas to a third party. With KryllOS, they truly belong to you.</p><h2 id="an-engine-you-can-read">An engine you can read</h2><p>KryllOS is open source. The backtest engine is too. You can read exactly how the calculations are made, verify the interpolation logic, and make sure there are no hidden biases in the results.</p><p>In a field where trust in the tool matters as much as the tool itself, that's far from a minor detail.</p><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[When AI & Vibe Coding Meet Algorithmic Trading]]></title><description><![CDATA[Découvrez comment KryllOS combine IA et vibe coding pour créer, auditer et déployer vos stratégies de trading. Sans coder, juste avec vos idées.]]></description><link>https://blog.kryll.io/ai-vibe-coding-algorithmic-trading-bot/</link><guid isPermaLink="false">69e61d5ad9e60f88cb3b7830</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Wed, 22 Apr 2026 13:53:16 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/ai-assistant.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/ai-assistant-1.png" class="kg-image" alt="When AI & Vibe Coding Meet Algorithmic Trading"></figure><img src="https://blog.kryll.io/content/images/2026/04/ai-assistant.png" alt="When AI & Vibe Coding Meet Algorithmic Trading"><p>In recent years, one concept has completely changed the way we create with AI: vibe coding. You describe what you want, and the AI builds it. You don't write code, you express an intention. In most tools, this generates code. In KryllOS, it lets you create trading strategies, editor blocks, and entire applications.</p><hr><h2 id="creating-and-modifying-a-trading-strategy">Creating and modifying a trading strategy</h2><p>In KryllOS, AI isn't integrated separately into each application. It's a standalone app at the system level, capable of interacting with everything you're working on.</p><p>Open the strategy editor, and the AI can act on it directly. Describe the logic of the trading bot you want to create, and the AI places the blocks and connects them.</p><p> Want to modify an existing strategy? It touches what needs to be touched, nothing more. Feel like exploring an idea before building? It brainstorms with you, then waits for your approval before creating anything.</p><p>Anyone who's spent hours wiring blocks by hand knows exactly what this changes.</p><hr><h2 id="auditing-before-deploying">Auditing before deploying</h2><p>Building fast is easy. Building right is another matter.</p><p>KryllOS's AI can read a strategy and surface issues that a classic backtest might miss. A backtest only detects a design flaw if the conditions to trigger it occur during the tested period. The AI reads the logic directly: it identifies flow freezes, dead branches, conditions that are never met, loops with no exit, without waiting for the market to trigger them.</p><p>It also simulates scenarios nobody thinks to test: flash crashes, zero volume, flat markets lasting weeks. And it verifies that the strategy actually does what you think it does. That's usually where the surprises come in.</p><hr><h2 id="creating-your-own-blocks">Creating your own blocks</h2><p>KryllOS lets you create your own editor blocks and add them to your library as if they were native. You can download them from the marketplace, or create them via AI. A few examples of what this enables:</p><ul><li>Adding natively absent indicators: VWAP, CVD, Pivot Points, Futures Funding Rate.</li><li>Encapsulated logic: a "market regime" block that detects trend/range/volatility and outputs a binary signal. A "trading session" block aligned with London or New York opening hours.</li><li>External data: a TradingView signal via webhook, a sentiment API, an on-chain condition before each entry.</li></ul><p>Once created, the block behaves exactly like a native block in KryllOS. And it can be shared or sold on the marketplace.</p><hr><h2 id="creating-kryllos-applications">Creating KryllOS applications</h2><p>KryllOS is a true OS: it supports third-party applications with a signing system, just like a classic operating system. If a native app doesn't do what you want, you build another one. With vibe coding, this promise becomes concrete. Here's what you can build:</p><ul><li>Alerts and notifications: an app that sends a Telegram message when a bot hits a profit threshold or when a trade closes.</li><li>Market data: a real-time screener, an on-chain/DeFi aggregator, a multi-exchange funding rate tracker.</li><li>Orchestration: an app that dynamically allocates capital across your bots based on their performance, or that activates/deactivates strategies based on market conditions.</li><li>Reporting: an automated trading journal, an export to your own tools, a weekly report generated without lifting a finger.</li></ul><p>We pushed the concept so far that our developers had fun building a Doom app. Perfect for unwinding between two backtests 😎</p><figure class="kg-card kg-embed-card"><iframe width="200" height="150" src="https://www.youtube.com/embed/o1WlohegQmc?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen title="Traders by Day, Doom Slayers by Night"></iframe></figure><hr><h2 id="kryllos-in-your-pocket-via-telegram">KryllOS in your pocket, via Telegram</h2><p>KryllOS runs on your VPS, but that doesn't mean you need to be at your desk to control it. Thanks to the Telegram integration, you stay in control of everything, wherever you are.</p><p>From a simple conversation, you can remotely start or stop a strategy, check your bots' performance in real time, and receive instant alerts when a trade triggers or a profit threshold is reached.</p><p>One message is all it takes to activate a strategy, pause another, or check the status of your portfolio. It's your dashboard in your pocket.</p><hr><h2 id="your-os-your-playground-">Your OS. Your playground.</h2><p>KryllOS belongs to you, in the most concrete sense of the word. It runs on your VPS, your data never leaves your environment, and you can truly make it whatever you want.</p><p>Everything you create, whether a strategy, a custom block, or an application, can stay private or join the marketplace for others to benefit from. That's how the ecosystem is built.</p><p>The possibilities are endless. The only limit is your imagination, and we can't wait to see what you'll create!</p><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[KryllOS is free. Genuinely free.]]></title><description><![CDATA[Kryll is free and no one can decide to change that. Open source, runs locally, zero access to your funds. What "free" actually means here.]]></description><link>https://blog.kryll.io/kryllos-truly-free/</link><guid isPermaLink="false">69da3621d9e60f88cb3b76bf</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Mon, 20 Apr 2026 13:45:00 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/free-2.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/free-1.png" class="kg-image" alt="KryllOS is free. Genuinely free."></figure><img src="https://blog.kryll.io/content/images/2026/04/free-2.png" alt="KryllOS is free. Genuinely free."><p>The word "free" has been so badly abused in the trading industry that it has almost lost all meaning. Behind the label, you'll typically find a fourteen-day trial, a version stripped of its useful features, a percentage taken from each transaction, or a subscription that appears at the exact moment the tool starts being useful to you.</p><p>Kryll follows none of these patterns. What you download is the complete version of the product, with no deferred strings attached.</p><hr><h2 id="what-the-product-doesn-t-include">What the product doesn't include</h2><p>Kryll has no subscription screen. It also has no pricing grid, no trial period, and no feature locked behind an "upgrade to a higher plan" button. The number of bots you can run is subject to no cap, nor is the complexity of your strategies, and no commission is taken on your transactions. Your bank card will never come into play.</p><hr><h2 id="the-practical-consequences">The practical consequences</h2><p>A tool that costs nothing radically changes the way you use it. The small mental profitability calculations you run before every decision disappear, and several uses become possible that weren't really viable with a monthly subscription in mind.</p><p>Testing a strategy idea on a small amount of capital, for example, stops being pointless. Running eight bots in parallel to compare their behavior costs no more than running just one. And nothing stops you from setting the tool aside for six months, long enough for a market cycle to feel readable again, then picking up exactly where you left off. No invoice will have arrived in the meantime.</p><hr><h2 id="a-matter-of-structure-not-commercial-policy">A matter of structure, not commercial policy</h2><p>This point is worth clarifying, because it is often misunderstood: the absence of fees on your trades is not a marketing promise. It stems from the way Kryll is built.</p><p>The software runs on your machine. Your API keys stay there. Your capital never passes through our servers at any point, and we have no access to your funds. Charging a commission on your transactions would be technically impossible for us. The profits generated by a strategy therefore come back to you in full, and this doesn't depend on any decision on our part, it is the product's architecture that guarantees it.</p><hr><h2 id="open-source-as-a-safety-net">Open source as a safety net</h2><p>If Kryll is entirely free, the explanation also lies in its open-source nature. A public, auditable, and freely modifiable codebase does not give its authors the option of deciding, one morning, that access to the software will become paid. The switch would be theoretically possible, but it would immediately give way to a community-maintained fork. That prospect alone is enough to make the idea unattractive.</p><p>Kryll is therefore not merely a product made available to you. It is, to a certain extent, a product that belongs to you.</p><hr><h2 id="frequently-asked-questions">Frequently asked questions</h2><p>A few questions come up regularly enough to be worth addressing.</p><ul><li><em>"Is a subscription planned down the line?"</em>No. Neither the project's business model nor its architecture provide for one, and the open-source nature makes the scenario unconvincing.</li><li><em>"Is the free version limited?"</em>No. All features are present from the very first launch.</li><li><em>"Where's the catch?"</em>There isn't one ;)</li></ul><p>Zero at installation, zero per month, zero on your trades. Kryll, in all of this, is simply the engine that keeps everything running.</p><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[The trading strategy editor is back in KryllOS. Better than ever]]></title><description><![CDATA[KryllOS's visual strategy editor is back, fully rebuilt. AI assistance, custom blocks, precise backtesting: build your trading strategies without limits.]]></description><link>https://blog.kryll.io/kryllos-strategy-editor-trading/</link><guid isPermaLink="false">69e0de44d9e60f88cb3b77d1</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 17 Apr 2026 13:35:11 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/editor-1.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/editor.png" class="kg-image" alt="The trading strategy editor is back in KryllOS. Better than ever"></figure><img src="https://blog.kryll.io/content/images/2026/04/editor-1.png" alt="The trading strategy editor is back in KryllOS. Better than ever"><p>If you've used Kryll, you probably remember the visual editor. That workspace where a strategy took shape block by block, connected by links that drew a logical flow, without a single line of code. For many of you, that's where it all began. It's what made automated trading accessible, concrete, something you could actually get your hands on.</p><hr><h2 id="the-return-of-the-drag-and-drop-block-editor-better-than-ever">The return of the drag-and-drop block editor, better than ever</h2><p>That editor is coming back in KryllOS. Not touched up, but completely rebuilt. The experience has been rethought from the ground up: blocks are easier to handle, navigating a complex strategy no longer turns into a headache, and the workspace has room to breathe. The core principle hasn't changed: you think in flows, not syntax.</p><p>What has changed is the ceiling. The one many of you had eventually hit, that idea you just couldn't quite express with the available blocks. We've removed it.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-editor-odayakawa-2.png" class="kg-image" alt="The trading strategy editor is back in KryllOS. Better than ever"></figure><hr><h2 id="build-your-strategies-in-natural-language-with-ai">Build your strategies in natural language with AI</h2><p>One of the most notable new features: you can describe your strategy in plain language, and the AI translates it directly into blocks on the workspace.</p><p><em>"Buy when the RSI drops below 30 on the 4H, sell once the price has recovered 5%, cut if the loss exceeds 3%."</em></p><p>One sentence, and you get a real strategy with real blocks you can inspect, adjust, and build on. You start from an intention, not a blank page.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-AI-1.png" class="kg-image" alt="The trading strategy editor is back in KryllOS. Better than ever"></figure><p>The same tool works on your existing strategies. Hand yours over to the AI, and it will analyze it and flag what's off: a loop that might freeze, a condition almost never met in real market conditions, a branch that leads nowhere. It can suggest fixes, reorganize sequences, propose alternatives.</p><hr><h2 id="build-what-didn-t-exist-before-your-own-blocks-your-own-rules-">Build what didn't exist before. Your own blocks, your own rules.</h2><p>The second major new feature, and probably the most anticipated one: you can now create your own blocks. An indicator you developed, a condition specific to your approach, a position management logic that no one else uses. Once created (by hand or by describing it to the AI), the block integrates into your library and behaves exactly like a native block. Same interface, same connectors, no visible difference.</p><p>And if that block could be useful to others, you can share it. That's what the marketplace is for. Other users install it in one click and build with it.</p><p>KryllOS doesn't simply bring back what you loved. It addresses the limitations you reported to us, and lays the foundation for a block ecosystem built by users themselves.</p><hr><h2 id="a-reimagined-backtesting-engine">A reimagined backtesting engine</h2><p>The backtesting engine has been completely rewritten. It's faster (long tests are no longer a patience-testing ordeal), but it's the precision that truly changes the game. Results are sharper, more faithful, and better reflect what a strategy would have actually produced under real market conditions.</p><p>Testing before deploying has always been a given. It's even more so when you can trust what you're reading.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-backtest-1.png" class="kg-image" alt="The trading strategy editor is back in KryllOS. Better than ever"></figure><hr><p>What comes next happens on the waitlist. That's where the first access slots will come from ;)</p><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[KryllOS: Open-Source Because Trust Isn't a Security Model]]></title><description><![CDATA[Your trading platform's code is closed. You can't read it. You can't audit it. You just trust it. KryllOS is open-source. Now you can finally verify.]]></description><link>https://blog.kryll.io/kryllos-open-source-trust-isnt-security-model/</link><guid isPermaLink="false">69d8fd59d9e60f88cb3b7626</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 10 Apr 2026 14:17:39 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/open-source-1.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/open-source.png" class="kg-image" alt="KryllOS: Open-Source Because Trust Isn't a Security Model"></figure><img src="https://blog.kryll.io/content/images/2026/04/open-source-1.png" alt="KryllOS: Open-Source Because Trust Isn't a Security Model"><p>In crypto, you've heard the same thing since day one: don't trust, verify. Then one fine morning, you plug your API keys into an automated trading platform, and without realizing it, you sign the most important contract of your crypto journey. The one you never read a single clause of.</p><p>This is precisely the paradox that KryllOS tackles head-on. Not through a marketing promise of openness, but because you shouldn't have to trust us.</p><hr><h2 id="when-verification-becomes-impossible">When verification becomes impossible</h2><p>When a trading platform's code is closed, certain questions become impossible to settle:</p><ul><li>Is the strategy running in the execution engine truly the one you configured in the editor?</li><li>Does the backtesting engine apply the same rules as the one running in production?</li><li>Are your orders being executed at the best available price?</li></ul><p>These questions aren't rhetorical. When the code is closed, there's nothing to verify.</p><hr><h2 id="what-open-source-actually-guarantees">What open source actually guarantees</h2><p>Open source is a simple idea: the code is readable, auditable, comparable with what's documented. Trust is no longer asked for, it's earned, line by line.</p><p>What matters most isn't that you read every line of the execution engine yourself. It's that you <em>can</em>, and that others <em>do</em>. You carry yourself differently when you know you're being watched.</p><p>On KryllOS, your API keys never leave your machine. The execution engine, the strategy editor, the backtesting system, everything is public, verifiable, forkable if needed. This isn't a feature. It's an architecture.</p><p>And there's another guarantee that open source provides, one less often mentioned: continuity. A closed-source vendor can shut down, pivot, get acquired, or decide overnight that their product is no longer maintained. When the code is open, it outlives its team. The community can pick it up, keep it alive. That's the difference between renting your tools and truly owning them.</p><hr><h2 id="this-matters-even-if-you-don-t-read-code">This matters even if you don't read code</h2><p>You may have never felt the need for your trading platform's code to be open. That's normal, when everything works, you don't look under the hood.</p><p>But open source doesn't only benefit those who read code. It benefits everyone, by extension. Because someone else can read it on your behalf. Because outside eyes catch what inside eyes normalize. Because a project whose code is public holds itself to a different standard than one whose inner workings are hidden.</p><p>Don't trust, verify. With KryllOS, that's finally possible.</p><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[Why Self-Hosting Your Trading Bots on KryllOS Changes Everything]]></title><description><![CDATA[Your API keys stored on third-party servers are a real risk. Discover why self-hosting your trading bots truly protects your funds and your data.]]></description><link>https://blog.kryll.io/self-hosted-trading-bot-api-key-security/</link><guid isPermaLink="false">69d65eb2d9e60f88cb3b74d7</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Wed, 08 Apr 2026 14:28:29 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/self-hosted-EN-1.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/self-hosted-EN.png" class="kg-image" alt="Why Self-Hosting Your Trading Bots on KryllOS Changes Everything"></figure><img src="https://blog.kryll.io/content/images/2026/04/self-hosted-EN-1.png" alt="Why Self-Hosting Your Trading Bots on KryllOS Changes Everything"><p>When you use an online trading bot, here's what happens behind the scenes: you hand over your exchange API keys to a third-party server. Those keys grant access to your account. They can place orders, check your balances, and sometimes even withdraw funds. And they're stored somewhere, on infrastructure you don't control, can't audit, and whose security depends entirely on a team you don't know.</p><p>Most of the time, it works. Until the day it doesn't.</p><hr><h2 id="what-happens-when-a-third-party-stores-your-keys">What happens when a third party stores your keys</h2><p>In December 2022, trading bot platform <a href="https://3commas.io/blog/notice-on-api-data-disclosure-incident">3Commas confirmed the leak of 100,000 API keys</a> from its users on Binance and KuCoin. Millions of dollars were stolen through fraudulent trades placed using the stolen keys. The co-founder initially denied any breach before eventually admitting the facts. The FBI opened an investigation.</p><p>In November 2023, trading firm Kronos Research lost $26 million in ETH following unauthorized access to its API keys.</p><p>These are not isolated incidents. This is a structural risk. The moment your API keys pass through a third-party server, they become a target. And the attack technique is devastatingly effective: attackers don't even need to withdraw your funds directly. With your keys, they place loss-making sell orders against their own bots, draining your account through unfavorable trades.</p><hr><h2 id="self-hosting-the-concept-in-30-seconds">Self-hosting: the concept in 30 seconds</h2><p>Self-hosting is simple: the software runs on your machine. On your own computer, or on a VPS (a private server) to keep your bots running around the clock.</p><p>Think of the difference between storing your photos on Google Photos versus keeping them on a hard drive at home. In one case, you're trusting a third party. In the other, you stay in control. Self-hosting a trading bot is exactly the same principle, applied to something far more sensitive: access to your trading accounts.</p><h2 id="what-it-changes-in-practice">What it changes in practice</h2><p><strong>Your API keys never leave your machine</strong><br>This is the fundamental point. They are stored locally, on your own infrastructure. No one else has access. No third-party server, no centralized database that can leak.</p><p><strong>A 3Commas-style scenario is structurally impossible</strong><br>When a SaaS platform gets compromised, potentially every key from every user is exposed. With a self-hosted bot, there simply is no centralized key database to steal. Every user is an island. To access your keys, an attacker would need to compromise your specific machine.</p><p><strong>Your trading data stays private</strong><br>Your strategies, your performance, your trade history, everything stays local. No data is sent to an external service.</p><p><strong>No single point of failure</strong><br>If a SaaS platform goes down (maintenance, outage, bankruptcy), all its users are offline at the same time. Your self-hosted instance depends only on you.</p><p><strong>The code is verifiable</strong><br>When the bot is open source, youm, or the community, can inspect exactly what the software does with your keys. No black box.</p><hr><h2 id="self-hosting-and-responsibility">Self-hosting and responsibility</h2><p>To be transparent: self-hosting gives you power, and that power comes with responsibility.</p><p>When you host your own bot, the security of your instance falls within your own perimeter. A poorly configured VPS, inadequately protected access, and you reintroduce the very risks you were trying to avoid.</p><p>This is something we care deeply about at Kryll. Cybersecurity is not an afterthought bolted on at the end of a project. It is a core pillar of KryllOS development, and we approach it with the utmost seriousness. We're also preparing a dedicated security article for those who want to understand in depth how we tackle these challenges.</p><hr><h2 id="how-kryllos-is-built-for-self-hosting">How KryllOS is built for self-hosting</h2><p>KryllOS is not a SaaS product retrofitted into downloadable software. It was designed from day one to run on your machine.</p><p>Your API keys are stored locally on your machine and are never transmitted to a third party. The code is open source and auditable by anyone. KryllOS does not hold your funds, does not have access to your keys, and takes no fees on your trades. It is software you own and control, not a service you depend on.</p><p>Installation will be accessible to all profiles: a guided installer for beginners, and a command-line installation for those who prefer the terminal. 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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[KryllOS: Your Automated Trading System, Open-Source and Self-Hosted]]></title><description><![CDATA[We built something different. Discover KryllOS, an automated trading system designed for those who actually want to stay in control of their strategies.]]></description><link>https://blog.kryll.io/kryllos-automated-trading-system-open-source-self-hosted/</link><guid isPermaLink="false">69d7b99dd9e60f88cb3b7554</guid><category><![CDATA[announcements]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Thu, 02 Apr 2026 14:54:00 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/04/blogthumbnailkryllos-4.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/blogthumbnailkryllos-5.png" class="kg-image" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></figure><img src="https://blog.kryll.io/content/images/2026/04/blogthumbnailkryllos-4.png" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"><p>There are trading platforms. And then there's KryllOS.</p><p>You know the platforms. A web interface, menus, pages. You navigate, you click, you hope the server doesn't go down on a volatile day. Your API keys? Somewhere on a server you don't control. Your strategies? Locked inside a proprietary ecosystem. Your data? Good question.</p><p>KryllOS changes the rules. It's not just another platform. It's an operating system built for automated trading. Open-source, self-hosted, free. Your keys. Your bots. Your rules.</p><hr><h2 id="a-real-operating-system-for-trading">A Real Operating System for Trading</h2><p>When we moved from websites to proper operating systems on our computers, everything changed. We could install applications, open multiple windows, organize our workspace however we wanted. KryllOS does exactly the same thing for crypto trading.</p><p>In practice, KryllOS behaves like a complete desktop environment. Open the strategy editor in one window, a real-time performance dashboard in another, the marketplace in a third, and run multiple backtests in the background. Each window is independent, repositionable, and you compose your own workspace to match your trading style.</p><figure class="kg-card kg-embed-card"><iframe width="200" height="113" src="https://www.youtube.com/embed/xvDS_C1FYwA?feature=oembed" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen title="KryllOS - Your Personal Automated Trading System"></iframe></figure><hr><h2 id="self-hosted-take-back-control-of-your-infrastructure">Self-Hosted: Take Back Control of Your Infrastructure</h2><p>KryllOS runs on your machine, or on a VPS you control. That's a founding principle, not an option.</p><p>Your exchange API keys stay local. They are never transmitted to a third-party server. Your trading data, your performance metrics, your strategies, everything stays on your infrastructure. No dependency on a centralized cloud service.</p><figure class="kg-card kg-bookmark-card"><a class="kg-bookmark-container" href="https://blog.kryll.io/self-hosted-trading-bot-api-key-security/"><div class="kg-bookmark-content"><div class="kg-bookmark-title">Why Self-Hosting Your Trading Bots on KryllOS Changes Everything</div><div class="kg-bookmark-description">When you use an online trading bot, here’s what happens behind the scenes: you
hand over your exchange API keys to a third-party server. Those keys grant
access to your account. They can place orders, check your balances, and
sometimes even withdraw funds. And they’re stored somewhere, on infrastruc…</div><div class="kg-bookmark-metadata"><img class="kg-bookmark-icon" src="https://blog.kryll.io/favicon.png" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"><span class="kg-bookmark-author">Svein</span><span class="kg-bookmark-publisher">Kryll³ Blog | Your Web3 AI Sidekick</span></div></div><div class="kg-bookmark-thumbnail"><img src="https://blog.kryll.io/content/images/2026/04/self-hosted-EN-1.png" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></div></a></figure><hr><h2 id="open-source-and-free-for-real-">Open-Source and Free. For Real.</h2><p>KryllOS will be entirely open-source. The code will be public, auditable by anyone. In an ecosystem where virtually every automated trading solution operates as a black box with proprietary code, that's a radical choice.</p><p>And KryllOS will be free. Not "free with an asterisk." No freemium, no monthly subscription, no fees skimmed from your trades. You download KryllOS, you create your bots, you run them, without spending a cent.</p><p>The marketplace will offer paid content created by the community, but using the platform itself will remain 100% free.</p><hr><h2 id="what-kryllos-is-not">What KryllOS Is Not</h2><p>Let's be clear on one essential point. KryllOS is software. Not a trading service, not a financial intermediary, not a custodian.</p><p>KryllOS does not hold your funds. It has no access to your API keys (they stay on your machine). It does not place orders on an account it owns. It takes no commission on your trades. It's a tool you install locally, which connects to your own exchange accounts, and which you control entirely.</p><p>That's the whole difference between using a service and owning a tool.</p><hr><h2 id="the-no-code-visual-editor-now-powered-by-ai">The No-Code Visual Editor, Now Powered by AI</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-editor.png" class="kg-image" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></figure><p>At the heart of KryllOS is the strategy editor. A visual drag-and-drop editor with more than 30 native blocks covering orders, technical indicators, conditional logic, and management tools. You build your strategies by connecting blocks together, no need to write a single line of code.</p><p>But the real breakthrough is the AI integration.</p><h3 id="strategy-vibecoding">Strategy Vibecoding</h3><p>Describe what you want in plain language. <em>"I want a strategy that buys when the RSI drops below 30 and the MACD crosses upward, with a 5% stop-loss."</em> The AI automatically generates the corresponding blocks in the editor. The process is conversational: you refine, iterate, and adjust until you get exactly what you want.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-AI.png" class="kg-image" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></figure><h3 id="custom-block-vibecoding">Custom Block Vibecoding</h3><p>The editor isn't limited to 30+ native blocks. You can create your own custom blocks by describing their behavior in plain language. The AI generates them for you, no programming skills required. These blocks are reusable, shareable on the marketplace, and they extend the editor's possibilities infinitely.</p><h3 id="ai-audit">AI Audit</h3><p>The AI doesn't just build. It also analyzes your strategies to detect flow blockages, dead branches, edge-case bugs, and logical inconsistencies, problems that even careful backtesting can miss.</p><hr><h2 id="a-backtesting-engine-rebuilt-from-scratch">A Backtesting Engine Rebuilt from Scratch</h2><p>KryllOS's backtesting engine has been completely rebuilt. The new engine delivers 16-tick-per-candle precision, a level of simulation approaching institutional quality that eliminates the false signals classic 1–4 tick backtests can produce.</p><p>Multi-backtest lets you test multiple pairs, multiple assets, and multiple strategies in parallel. Everything runs locally, on your machine, without sending your data anywhere.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-backtest.png" class="kg-image" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></figure><hr><h2 id="the-marketplace-an-open-playground">The Marketplace: An Open Playground</h2><p>KryllOS is more than a tool. It's an ecosystem.</p><p>The marketplace lets you download or purchase community-created content: ready-to-use trading bots, custom blocks for the editor, KryllOS applications, and AI agent skills. Anything that can be built on KryllOS can be shared.</p><p>Creators are rewarded in $KRL for every sale. Publish your bots, your blocks, your apps, or your skills, and generate revenue. On the original platform, top creators were already generating significant passive income.</p><p>This is the model that transforms software into a living platform. The more creators there are, the richer the ecosystem. The richer the ecosystem, the more users it attracts. And the cycle accelerates.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/04/kryllos-marketplace.png" class="kg-image" alt="KryllOS: Your Automated Trading System, Open-Source and Self-Hosted"></figure><hr><!--kg-card-begin: html--><div id="kryll-wl-banner-2026">
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM]]></title><description><![CDATA[Kryll X-Ray reveals the top 5 crypto projects of the week: MANTRA, Opinion, Block Street, Bitway and Shardeum. Discover their complete audits.]]></description><link>https://blog.kryll.io/xray-weekly-discoveries-26w11-2/</link><guid isPermaLink="false">69b04292d9e60f88cb3b73f7</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Tue, 10 Mar 2026 16:17:51 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/03/Kryll-X-Ray-Weekly-Discoveries.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/Kryll-X-Ray-Weekly-Discoveries-2.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><img src="https://blog.kryll.io/content/images/2026/03/Kryll-X-Ray-Weekly-Discoveries.png" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"><p>Each week, <a href="https://app.kryll.io/x-ray">Kryll X-Ray</a> analyzes hundreds of new tokens according to over 100 different criteria: financial data, fundamentals, on-chain activity, security, social influence, and much more. These automated, independent, and objective audits provide a precise overview of each project's health and potential.</p><p>Among these analyses, we highlight the five highest-rated projects of the week.</p><p>The goal is simple: help users spot emerging projects before they attract mainstream attention, while offering a preview of our upcoming Gem Detector tool, which will join the Kryll ecosystem and work in perfect synergy with X-Ray to automate opportunity detection in crypto.</p><p>Here are the 5 highest-rated projects of the week 👇</p><hr><h2 id="mantra-mantra-x-ray-score-7-3-10">MANTRA ($MANTRA) | X-Ray Score : 7.3 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/X-Ray-discovery--1-header.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><p>MANTRA is a Layer 1 blockchain focused on the tokenization of real-world assets (RWA), with a strong emphasis on regulatory compliance. The project aims to build a blockchain infrastructure capable of hosting tokenized financial assets while aligning with regulatory frameworks, facilitating institutional adoption of Web3 technologies.</p><p>X-Ray Analysis: The project shows a balanced overall structure with strong financial performance (75) and a high social score (82), reflecting strong market and community interest. Security also reaches a solid level (75), while the fundamentals score (66) highlights a credible technical architecture focused on integrating RWAs into the blockchain ecosystem.</p><p>💰 Market Cap: $87.3M</p><p>🔴 Financial: 75<br>◽ Fundamental: 66<br>◽ Social: 82<br>◽ Security: 75</p><p>🔗 <a href="https://app.kryll.io/x-ray/mantra">Access the full audit</a></p><hr><h2 id="opinion-opn-x-ray-score-7-0-10">Opinion ($OPN) | X-Ray Score : 7.0 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/X-Ray-discovery--2-header.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><p>Opinion develops an infrastructure combining prediction markets and an oracle network. The goal is to enable users to create and operate prediction markets while relying on reliable data feeds to resolve events and ensure the integrity of outcomes.</p><p>X-Ray Analysis: The project displays a strong financial score (80), indicating a relatively solid economic structure. Fundamentals (62) suggest a coherent technical proposition for decentralized prediction markets. Social presence (77) reflects an active community, while security stands out as one of the project's strongest metrics with a high score (87). However, on-chain activity remains limited (49), indicating adoption is still developing.</p><p>💰 Market Cap: $65.7M</p><p>🔴 Financial: 80<br>◽ Fundamental: 62<br>◽ Social: 77<br>◽ Security: 87<br>◽ On-chain: 49</p><p>🔗 <a href="https://app.kryll.io/x-ray/opinion">Access the full audit</a></p><hr><h2 id="block-street-bsb-x-ray-score-7-0-10">Block Street ($BSB) | X-Ray Score : 7.0 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/X-Ray-discovery--3-header.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><p>Block Street develops a unified liquidity layer dedicated to tokenized real-world assets (RWAs). The objective is to facilitate access, trading, and circulation of these assets on blockchain networks by providing liquidity infrastructure tailored to their integration into crypto markets.</p><p>X-Ray Analysis: The project benefits from a strong financial base (79) and particularly high security (90), indicating a robust technical infrastructure. Fundamentals (54) remain more modest, suggesting the project is still maturing in certain architectural aspects. Social activity (65) and on-chain activity (60) indicate progressive adoption.</p><p>💰 Market Cap: $31.1M</p><p>🔴 Financial: 79<br>◽ Fundamental: 54<br>◽ Social: 65<br>◽ Security: 90<br>◽ On-chain: 60</p><p>🔗 <a href="https://app.kryll.io/x-ray/block-street">Access the full audit</a></p><hr><h2 id="bitway-btw-x-ray-score-6-0-10">Bitway ($BTW) | X-Ray Score : 6.0 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/X-Ray-discovery--4-header.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><p>Bitway provides an on-chain financial infrastructure focused on yield management and DeFi services. The project aims to offer tools that optimize access to yield strategies while enabling easier integration of decentralized financial services within blockchain environments.</p><p>X-Ray Analysis: Bitway shows a strong financial score (80), reflecting a relatively solid economic base. Fundamentals (62) indicate a credible technical architecture for decentralized finance services. Social presence (58) and security (69) remain acceptable, but on-chain activity appears limited (31), suggesting relatively low usage at this stage.</p><p>💰 Market Cap: $50.8M</p><p>🔴 Financial: 80<br>◽ Fundamental: 62<br>◽ Social: 58<br>◽ Security: 69<br>◽ On-chain: 31</p><p>🔗 <a href="https://app.kryll.io/x-ray/bitway">Access the full audit</a></p><hr><h2 id="shardeum-shm-x-ray-score-5-8-10">Shardeum ($SHM) | X-Ray Score : 5.8 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/X-Ray-discovery--5-header.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><p>Shardeum is an EVM-compatible Layer 1 blockchain designed with an autoscaling architecture. Through dynamic sharding, the network aims to automatically increase its processing capacity as the number of users and transactions grows.</p><p>X-Ray Analysis: The project stands out with a high security score (82), reflecting a solid technical infrastructure. The social score (70) indicates notable community interest around its scalable architecture. However, the financial score is particularly low (29), suggesting a fragile economic structure, while fundamentals (52) remain under development.</p><p>💰 Market Cap: $854K</p><p>🔴 Financial: 29<br>◽ Fundamental: 52<br>◽ Social: 70<br>◽ Security: 82</p><p>🔗 <a href="https://app.kryll.io/x-ray/shardeum-2">Access the full audit</a></p><hr><h2 id="conclusion">Conclusion</h2><p>This week’s X-Ray results highlight a strong presence of blockchain and financial infrastructures focused on real-world assets and DeFi services. From regulated tokenization infrastructures (MANTRA) to decentralized prediction markets (Opinion), unified liquidity layers for RWAs (Block Street), on-chain financial services (Bitway), and autoscaling Layer 1 architectures like Shardeum, these projects illustrate the ecosystem’s ongoing evolution toward more specialized infrastructures and real-world adoption use cases.</p><p>X-Ray results show that each sector has its strengths, but also its weaknesses, proof of the necessity for methodical and well-equipped DYOR. <strong><a href="https://app.kryll.io/x-ray">Discover X-Ray and audit any crypto.</a></strong></p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/10/invest-smarter-with-Kryll-X-Ray-2.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><hr><h2 id="why-use-x-ray">Why use X-Ray?</h2><p>DYOR is good. DYOR with X-Ray is better. Here's why this tool will drastically change your approach to the crypto market:</p><ul><li>⚡ <strong>Instant complete audit: </strong>Get a clear overview of a token in seconds: smart contract, on-chain data, financial metrics, and social signals all in one place.</li><li>🔐 <strong>Enhanced risk detection: </strong>X-Ray immediately spots warning signals: trapped contracts, unlimited mint, concentrated holders, or security flaws on the project's website.</li><li>🧭 <strong>Considerable time savings: </strong>No more endless hours of research: X-Ray centralizes all critical data in one click.</li><li>🗣️ <strong>Accessible to everyone: </strong>The intuitive interface, clear visuals, and simplified explanations make the audit understandable regardless of your level.</li><li>💬 <strong>AI integration: </strong>Ask a question to the Kryll³ AI Agent to trigger an audit or deepen a point, without even opening the interface. 100% conversational, as if you were talking to a crypto expert with infinite knowledge.</li><li>📚 <strong>Continuous learning: </strong>Explore data and develop your crypto skills with each use. Every audit is a lesson.</li></ul><p>With all these cross-analyses, X-Ray offers much more than a simple glance: it's a <strong>true intelligent dashboard</strong>, designed so everyone can understand, compare, and decide without getting lost in complexity.</p><!--kg-card-begin: html--><style>
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<kryll-audit-comparaison>
  <table>
    <thead>
      <tr>
        <th>Criteria</th>
        <th>Manual Audit 😩</th>
        <th>Audit with X-Ray 😎</th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td>Ease</td>
        <td>Complex</td>
        <td>✅ Ultra-simple</td>
      </tr>
      <tr>
        <td>Time spent</td>
        <td>Several hours</td>
        <td>✅ A few minutes</td>
      </tr>
      <tr>
        <td>Risks detected</td>
        <td>Variable</td>
        <td>✅ Automatically listed</td>
      </tr>
      <tr>
        <td>Number of tools needed</td>
        <td>Several dozens</td>
        <td>✅ All-in-one in X-Ray</td>
      </tr>
      <tr>
        <td>AI Agent integration</td>
        <td>None</td>
        <td>✅ Integrated
</td>
      </tr>
    </tbody>
  </table>
</kryll-audit-comparaison>
<!--kg-card-end: html--><hr><h2 id="how-to-access-x-ray">How to access X-Ray?</h2><p>Want to audit a token or do a quick check before investing? The <strong>X-Ray</strong> module from Kryll³ is here to simplify your life. Here's how to access it in seconds:</p><ol><li><strong>Go to</strong> the <strong><a href="https://app.kryll.io/x-ray">X-Ray tab on the Kryll³ platform</a></strong></li><li><strong>Connect</strong> your Web3 wallet to unlock all X-Ray features (Don't have a Web3 wallet? <strong><a href="https://blog.kryll.io/create-secure-rabby-wallet-guide/">Click here</a></strong>)</li></ol><p>✅ <strong>You're now on X-Ray!</strong><br>All you have to do is enter the name or address of a token to launch the complete analysis and get a clear and synthetic audit of the crypto of your choice.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/07/image-838.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 11 | Audit of $MANTRA, $OPN, $BSB, $BTW & $SHM"></figure><!--kg-card-begin: html--><style>
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE]]></title><description><![CDATA[Kryll X-Ray reveals the top 5 crypto projects of the week: Lobstar, Autism Coin, AgenC, Fabric Protocol and World Peace. Discover their complete audits.]]></description><link>https://blog.kryll.io/xray-weekly-discoveries-26w10/</link><guid isPermaLink="false">69a868e8d9e60f88cb3b739a</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Tue, 03 Mar 2026 17:23:00 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/03/HCf87cca4AAj2Ga-1.jpg" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf87cca4AAj2Ga-3.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><img src="https://blog.kryll.io/content/images/2026/03/HCf87cca4AAj2Ga-1.jpg" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"><p>Each week, <a href="https://app.kryll.io/x-ray">Kryll X-Ray</a> analyzes hundreds of new tokens according to over 100 different criteria: financial data, fundamentals, on-chain activity, security, social influence, and much more. These automated, independent, and objective audits provide a precise overview of each project's health and potential.</p><p>Among these analyses, we highlight the five highest-rated projects of the week.</p><p>The goal is simple: help users spot emerging projects before they attract mainstream attention, while offering a preview of our upcoming Gem Detector tool, which will join the Kryll ecosystem and work in perfect synergy with X-Ray to automate opportunity detection in crypto.</p><p>Here are the 5 highest-rated projects of the week 👇</p><hr><h2 id="lobstar-lobstar-x-ray-score-6-2-10">Lobstar ($LOBSTAR) | X-Ray Score : 6.2 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf9AHHXwAMrCRH.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><p>Lobstar is a Solana memecoin with an “AI lobster” theme, fitting into the trend of community-driven tokens built around viral branding and a strong visual identity. The project clearly leans into the meme angle, with an AI-oriented narrative, while staying firmly rooted in the Solana ecosystem.</p><p><strong>X-Ray analysis:</strong> The project’s strongest point is on-chain, with very high activity suggesting a token that’s already quite “alive” on the network. On the other hand, fundamentals are the main weak spot—something often seen with memecoins, where the value proposition relies more on community momentum than on a product-driven foundation.</p><p>💰 Market Cap: $2.4M</p><p>◽ Financial: 72<br>🔴 Fundamental: 39<br>◽ Social: 57<br>◽ Security: 52<br>🟢 On-chain: 89</p><p>🔗 <a href="https://app.kryll.io/x-ray/lobstar">Access the full audit</a></p><hr><h2 id="autism-coin-autism-x-ray-score-6-1-10">Autism Coin ($AUTISM) | X-Ray Score : 6.1 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf9FcKX0AAiVGi.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><p>Autism Coin is a Solana memecoin focused on “community vibes,” driven primarily by a sense of belonging and internet culture. Here, the emphasis is on community energy rather than on a product, service, or technical infrastructure.</p><p><strong>X-Ray analysis:</strong> The project shows a solid base on the security axis and strong on-chain activity, which may indicate consistent usage and a relatively sound technical setup for a token in this category. However, fundamentals and social scores are weaker, pointing to traction that’s still developing and an overall proposition that remains lightweight.</p><p>💰 Market Cap: $2.4M</p><p>◽ Financial: 70<br>🔴 Fundamental: 35<br>🔴 Social: 41<br>◽ Security: 74<br>◽ On-chain: 84</p><p>🔗 <a href="https://app.kryll.io/x-ray/autism-coin">Access the full audit</a></p><hr><h2 id="agenc-agenc-x-ray-score-5-5-10">AgenC ($AGENC) | X-Ray Score : 5.5 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf9JdibMAAKvHf.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><p>AgenC positions itself around coordinating AI agents on Solana, with a layer presented as “ZK-secured.” The idea is to orchestrate agents more robustly by leaning into a security and verifiability-focused tech framing.</p><p><strong>X-Ray analysis:</strong> The profile is fairly balanced on the financial side, but overall it’s pulled down by weak fundamentals and social metrics. Security and on-chain activity sit in a middle range, suggesting a project still in a building phase: a visible technical base, but traction and overall maturity that still need strengthening.</p><p>💰 Market Cap: $1.9M</p><p>◽ Financial: 71<br>🔴 Fundamental: 37<br>🔴 Social: 39<br>◽ Security: 64<br>◽ On-chain: 62</p><p>🔗 <a href="https://app.kryll.io/x-ray/agenc">Access the full audit</a></p><hr><h2 id="fabric-protocol-robo-x-ray-score-5-3-10">Fabric Protocol ($ROBO) | X-Ray Score : 5.3 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf9MiDXwAckneK.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><p>Fabric Protocol describes an open network aimed at coordinating verifiable “robot agents.” The project sits in an infrastructure/agent narrative, with the ambition to provide a coordination framework rather than being purely community-token driven.</p><p><strong>X-Ray analysis:</strong> Fundamentals stand out as the strongest pillar of the profile, which may reflect a more structured proposition compared to other projects in the selection. In parallel, the social score is significantly lower, pointing to a visibility or engagement gap. Security and on-chain metrics remain average, outlining a project that looks more “steady” than explosively active on-chain at this stage.</p><p>💰 Market Cap: $96.5M</p><p>◽ Financial: 61<br>◽ Fundamental: 57<br>🔴 Social: 35<br>◽ Security: 52<br>◽ On-chain: 60</p><p>🔗 <a href="https://app.kryll.io/x-ray/robo-token-2">Access the full audit</a></p><hr><h2 id="world-peace-peace-x-ray-score-5-2-10">World Peace ($PEACE) | X-Ray Score : 5.2 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/03/HCf9Pc_WkAAbpG1.jpg" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><p>World Peace is a Solana token whose central narrative is funding peace-related initiatives. The project follows a “cause-driven” approach, where positioning is as much cultural and symbolic as it is crypto-native.</p><p><strong>X-Ray analysis:</strong> The financial score holds up reasonably well, while fundamentals are the weakest point. Social, security, and on-chain scores sit in a middle range, shaping a fairly even profile without a standout strength. Typically, projects like this depend heavily on their ability to turn narrative into sustained community momentum.</p><p>💰 Market Cap: $255.1K</p><p>◽ Financial: 63<br>🔴 Fundamental: 32<br>◽ Social: 52<br>◽ Security: 60<br>◽ On-chain: 53</p><p>🔗 <a href="https://app.kryll.io/x-ray/world-peace-2">Access the full audit</a></p><hr><h2 id="conclusion">Conclusion</h2><p>This week’s X-Ray selection highlights a very Solana-native mix: memecoins fueled by community culture (Lobstar, Autism Coin), agent and coordination narratives (AgenC, Fabric Protocol), and an initiative-driven token (World Peace). A recurring pattern stands out: on-chain activity can be strong even when fundamentals remain weak, a useful reminder that usage traction and structural robustness don’t always grow at the same pace.</p><p>X-Ray results show that each sector has its strengths, but also its weaknesses, proof of the necessity for methodical and well-equipped DYOR. <strong><a href="https://app.kryll.io/x-ray">Discover X-Ray and audit any crypto.</a></strong></p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/10/invest-smarter-with-Kryll-X-Ray-2.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><hr><h2 id="why-use-x-ray">Why use X-Ray?</h2><p>DYOR is good. DYOR with X-Ray is better. Here's why this tool will drastically change your approach to the crypto market:</p><ul><li>⚡ <strong>Instant complete audit: </strong>Get a clear overview of a token in seconds: smart contract, on-chain data, financial metrics, and social signals all in one place.</li><li>🔐 <strong>Enhanced risk detection: </strong>X-Ray immediately spots warning signals: trapped contracts, unlimited mint, concentrated holders, or security flaws on the project's website.</li><li>🧭 <strong>Considerable time savings: </strong>No more endless hours of research: X-Ray centralizes all critical data in one click.</li><li>🗣️ <strong>Accessible to everyone: </strong>The intuitive interface, clear visuals, and simplified explanations make the audit understandable regardless of your level.</li><li>💬 <strong>AI integration: </strong>Ask a question to the Kryll³ AI Agent to trigger an audit or deepen a point, without even opening the interface. 100% conversational, as if you were talking to a crypto expert with infinite knowledge.</li><li>📚 <strong>Continuous learning: </strong>Explore data and develop your crypto skills with each use. Every audit is a lesson.</li></ul><p>With all these cross-analyses, X-Ray offers much more than a simple glance: it's a <strong>true intelligent dashboard</strong>, designed so everyone can understand, compare, and decide without getting lost in complexity.</p><!--kg-card-begin: html--><style>
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<kryll-audit-comparaison>
  <table>
    <thead>
      <tr>
        <th>Criteria</th>
        <th>Manual Audit 😩</th>
        <th>Audit with X-Ray 😎</th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td>Ease</td>
        <td>Complex</td>
        <td>✅ Ultra-simple</td>
      </tr>
      <tr>
        <td>Time spent</td>
        <td>Several hours</td>
        <td>✅ A few minutes</td>
      </tr>
      <tr>
        <td>Risks detected</td>
        <td>Variable</td>
        <td>✅ Automatically listed</td>
      </tr>
      <tr>
        <td>Number of tools needed</td>
        <td>Several dozens</td>
        <td>✅ All-in-one in X-Ray</td>
      </tr>
      <tr>
        <td>AI Agent integration</td>
        <td>None</td>
        <td>✅ Integrated
</td>
      </tr>
    </tbody>
  </table>
</kryll-audit-comparaison>
<!--kg-card-end: html--><hr><h2 id="how-to-access-x-ray">How to access X-Ray?</h2><p>Want to audit a token or do a quick check before investing? The <strong>X-Ray</strong> module from Kryll³ is here to simplify your life. Here's how to access it in seconds:</p><ol><li><strong>Go to</strong> the <strong><a href="https://app.kryll.io/x-ray">X-Ray tab on the Kryll³ platform</a></strong></li><li><strong>Connect</strong> your Web3 wallet to unlock all X-Ray features (Don't have a Web3 wallet? <strong><a href="https://blog.kryll.io/create-secure-rabby-wallet-guide/">Click here</a></strong>)</li></ol><p>✅ <strong>You're now on X-Ray!</strong><br>All you have to do is enter the name or address of a token to launch the complete analysis and get a clear and synthetic audit of the crypto of your choice.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/07/image-838.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 10 | Audit of $LOBSTAR, $AUTISM, $AGENC, $ROBO & $PEACE"></figure><!--kg-card-begin: html--><style>
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[How AI Teaches You to Build a Crypto Trading Bot Like a Professional]]></title><description><![CDATA[Learn how AI helps you design precise strategies and solid risk management for algorithmic crypto trading. ]]></description><link>https://blog.kryll.io/how-ai-build-crypto-trading-bot-like-a-professional/</link><guid isPermaLink="false">69a1a6ebd9e60f88cb3b72c6</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Fri, 27 Feb 2026 15:18:00 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/02/e2ee7338-2367-46b0-846c-44b163461fdd-2.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/rounded-_corners_e2ee7338-2367-46b0-846c-44b163461fdd-1-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><img src="https://blog.kryll.io/content/images/2026/02/e2ee7338-2367-46b0-846c-44b163461fdd-2.png" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"><p>The world of <strong>crypto trading bots</strong> is evolving at an impressive pace. Where it once took months of trial and error to design a viable automated strategy, <strong>AI for crypto trading</strong> now offers a valuable shortcut, not by trading on your behalf, but by forcing you to structure your thinking like a true professional strategy developer.</p><p>This is the most common misconception: AI is not an oracle that predicts markets. It's a strategic copilot, a demanding interlocutor capable of challenging every decision you make when building your bot and <strong>managing its risk</strong>.</p><p>Let's look concretely at how it transforms the two fundamental pillars of a high-performing bot: strategy and risk.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/1-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h2 id="ai-as-a-copilot-in-building-your-bot-strategy">AI as a Copilot in Building Your Bot Strategy</h2><p>Building a profitable <strong>trading strategy</strong> isn't simply a matter of picking an indicator and hitting "start." It's rigorous design work, where every rule must be thought through, tested, and justified. AI intervenes at every stage of this process, not to decide for you, but to push you to follow your reasoning all the way through.</p><h3 id="formalizing-precise-entry-and-exit-conditions">Formalizing precise entry and exit conditions</h3><p>It all starts with a deceptively simple question: when should the bot buy, and when should it sell?</p><p>Most beginner traders start with a vague idea, whereas AI forces you to go much further. Through dialogue with it, you're led to precisely formulate your conditions: which indicator triggers the entry? What confirmation are you waiting for? What signal triggers the exit? This formalization work is crucial. A <strong>crypto trading bot</strong> built on fuzzy rules will produce inconsistent results. AI acts as an unforgiving mirror that transforms an intuition into a clear, reproducible set of rules.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/2-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h3 id="challenging-the-logic-before-writing-a-single-line-of-code">Challenging the logic before writing a single line of code</h3><p>This is arguably one of AI's most powerful contributions to <strong>algorithmic crypto trading</strong>: it intervenes before development even begins.</p><p>Is your entry condition compatible with your exit condition? Are there scenarios where the bot would remain stuck in a position with no closing signal? Does your logic hold up if the market suddenly shifts dynamics? An experienced strategy developer asks these questions naturally. AI allows an intermediate trader to develop the same reflexes, without years of trial and error.</p><hr><h3 id="exploring-variants-to-strengthen-robustness">Exploring variants to strengthen robustness</h3><p>A rigid strategy is a fragile strategy, and this is where AI truly proves its value.</p><p>It excels at proposing variants: what if you changed the indicator? What if you switched to a different timeframe? What if you added an extra filter condition? This ability to methodically explore the space of possibilities is what distinguishes an amateur <strong>bot strategy</strong> from a professional approach. Rather than staying attached to a single idea, you learn to stress-test your logic from different angles, exactly as a quant team at a fund would do.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/3-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h3 id="anticipating-scenarios-where-the-bot-will-struggle">Anticipating scenarios where the bot will struggle</h3><p>Every bot eventually encounters unfavorable market conditions. The real challenge isn't avoiding them, it's identifying them in advance.</p><p>Rangebound markets with no clear trend, volatility spikes linked to macroeconomic announcements, periods of low liquidity, flash crashes, AI helps you map these danger zones for your <strong>crypto trading bot</strong>. By anticipating these scenarios during the design phase, you build in structural safeguards rather than discovering the flaws after a series of losses.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/4-2.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h2 id="ai-in-service-of-your-bot-s-risk-management">AI in Service of Your Bot's Risk Management</h2><p>A good strategy isn't enough. Without rigorous <strong>bot risk management</strong>, even the best entry signal can lead to significant losses. Here again, AI plays the role of copilot: it helps you build a risk framework that is coherent with your strategy's logic, rather than artificially bolted on top of it.</p><h3 id="defining-position-sizing-that-actually-makes-sense">Defining position sizing that actually makes sense</h3><p>The size of each position is one of the most underestimated parameters in algorithmic trading, and yet one of the most decisive.</p><p>A bot can have excellent entry and exit logic and still collapse because the sizing is poorly calibrated. AI guides you through this thinking by linking your position sizes to the asset's volatility, your portfolio size, and the maximum drawdown you're willing to accept. It pushes you to think in terms of risk per trade rather than absolute amounts, a fundamental shift in perspective for anyone looking to move from amateur trading to serious <strong>algorithmic crypto trading</strong>.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/5-2.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h3 id="reading-a-backtest-with-a-critical-eye">Reading a backtest with a critical eye</h3><p>A positive backtest isn't enough, and this is precisely where many traders get caught out.</p><p>AI helps you read between the lines: does the performance rest on a few exceptional trades or on consistent regularity? Is the win/loss ratio stable over time, or concentrated in a specific period? Is the number of trades statistically significant? This careful analysis allows you to <strong>fine-tune your bot's parameters</strong> with discernment, avoiding the classic trap of over-optimization, that illusion where a bot looks perfect on historical data but falls apart the moment it meets real market conditions.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/6-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h3 id="building-stop-losses-and-take-profits-that-are-coherent-with-the-strategy">Building stop-losses and take-profits that are coherent with the strategy</h3><p>Stop-loss and take-profit levels should never be arbitrary. They must flow directly from your <strong>bot strategy</strong>'s logic.</p><p>If your bot follows a trend, a stop-loss that's too tight will trigger premature exits on simple retracements. If your bot captures short moves, a take-profit set too wide will let gains evaporate. AI helps you build this coherence, so that <strong>bot risk management</strong> becomes a natural extension of the strategy, not a superficial add-on decided at the last minute.</p><figure class="kg-card kg-image-card kg-width-wide"><img src="https://blog.kryll.io/content/images/2026/02/7-1.png" class="kg-image" alt="How AI Teaches You to Build a Crypto Trading Bot Like a Professional"></figure><hr><h2 id="conclusion">Conclusion</h2><p><strong>AI for crypto trading</strong> replaces neither the trader nor the developer. It occupies a more subtle and perhaps more valuable role: that of a rigorous copilot who forces you to formalize, question, and refine every aspect of your <strong>crypto trading bot</strong>, from the first strategic idea through to the final risk management settings.</p><p>Ultimately, the real competitive advantage isn't having access to AI. It's learning, through it, to think like a professional.</p>]]></content:encoded></item><item><title><![CDATA[X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT]]></title><description><![CDATA[Kryll X-Ray reveals the top 5 crypto projects of the week: Pippkin The Horse, Kimchi, Grokius Maximus, Tessera SpaceX and Flying Tulip. Discover their complete audits.]]></description><link>https://blog.kryll.io/xray-weekly-discoveries-26w09/</link><guid isPermaLink="false">699dbdb1d9e60f88cb3b724d</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Tue, 24 Feb 2026 15:35:11 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/02/Kryll-X-Ray-Weekly-Discoveries-13.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/Kryll-X-Ray-Weekly-Discoveries-12.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><img src="https://blog.kryll.io/content/images/2026/02/Kryll-X-Ray-Weekly-Discoveries-13.png" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"><p>Each week, <a href="https://app.kryll.io/x-ray">Kryll X-Ray</a> analyzes hundreds of new tokens according to over 100 different criteria: financial data, fundamentals, on-chain activity, security, social influence, and much more. These automated, independent, and objective audits provide a precise overview of each project's health and potential.</p><p>Among these analyses, we highlight the five highest-rated projects of the week.</p><p>The goal is simple: help users spot emerging projects before they attract mainstream attention, while offering a preview of our upcoming Gem Detector tool, which will join the Kryll ecosystem and work in perfect synergy with X-Ray to automate opportunity detection in crypto.</p><p>Here are the 5 highest-rated projects of the week 👇</p><hr><h2 id="pippkin-the-horse-pippkin-x-ray-score-5-2-10">Pippkin The Horse ($PIPPKIN) | X-Ray Score : 5.2 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/X-Ray-discovery--1-header-4.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><p>Pippkin The Horse ($PIPPKIN) is a memecoin built around a “prompt-born” horse character, designed to live and spread through internet culture codes. The idea relies above all on virality: a simple universe, a strong visual identity, and a meme-first narrative.</p><p><strong>X-Ray Analysis:</strong> $PIPPKIN is mainly supported by <strong>strong security (85)</strong> and <strong>decent on-chain activity (64)</strong>, suggesting a relatively healthy technical base. On the other hand, <strong>weak fundamentals (21)</strong> and <strong>limited social traction (32)</strong> point to a very “narrative-driven” project, still fragile in terms of substance and community momentum, despite mid-range financial metrics (56).</p><p>💰 Market Cap: <strong>$1.6M</strong></p><p>◽ Financial: <strong>56</strong><br>🔴 Fundamental: <strong>21</strong><br>🔴 Social: <strong>32</strong><br>🟢 Security: <strong>85</strong><br>◽ On-chain: <strong>64</strong></p><p>🔗 <a href="https://app.kryll.io/x-ray/pippkin-the-horse">Access the full audit</a></p><hr><h2 id="kimchi-kimchi-x-ray-score-5-0-10">Kimchi ($KIMCHI) | X-Ray Score : 5.0 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/X-Ray-discovery--2-header-4.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><p>Kimchi ($KIMCHI) is a Solana dog memecoin that plays on community energy and viral-token aesthetics, with a “WallStreet” twist in its storytelling. As with many memecoins, it’s all about attention, distribution speed, and the ability to rally a crowd.</p><p><strong>X-Ray Analysis:</strong> $KIMCHI shows <strong>high on-chain activity (81)</strong> and <strong>solid financial metrics (63)</strong>, which may reflect a certain level of usage and liquidity relative to its market cap. However, signals remain mixed on <strong>fundamentals (28)</strong> and <strong>social (29)</strong>, while <strong>security (52)</strong> sits in a mid-range zone—worth monitoring in a fast-moving memecoin environment.</p><p>💰 Market Cap: <strong>$201.5K</strong></p><p>◽ Financial: <strong>63</strong><br>🔴 Fundamental: <strong>28</strong><br>🔴 Social: <strong>29</strong><br>◽ Security: <strong>52</strong><br>◽ On-chain: <strong>81</strong></p><p>🔗 <a href="https://app.kryll.io/x-ray/kimchi-2">Access the full audit</a></p><hr><h2 id="grokius-maximus-grokius-x-ray-score-4-9-10">Grokius Maximus ($GROKIUS) | X-Ray Score : 4.9 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/X-Ray-discovery--3-header-4.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><p>Grokius Maximus ($GROKIUS) is a Solana memecoin with a gladiator theme, inspired by the “Grok” universe. The project leans on a highly recognizable imagery (arena, combat, conquest) and branding designed for quick circulation on X.</p><p><strong>X-Ray Analysis:</strong> The metrics point to a project mostly supported by “mechanical” dimensions: <strong>financial (66)</strong> and <strong>on-chain (80)</strong>. Meanwhile, <strong>fundamentals (21)</strong> and a <strong>very low social score (17)</strong> suggest limited community traction and a proposition that remains more meme-driven than thesis-driven. <strong>Security (60)</strong> is average, placing $GROKIUS in a moderate-risk zone on robustness.</p><p>💰 Market Cap: <strong>$3.2M</strong></p><p>◽ Financial: <strong>66</strong><br>🔴 Fundamental: <strong>21</strong><br>🔴 Social: <strong>17</strong><br>◽ Security: <strong>60</strong><br>◽ On-chain: <strong>80</strong></p><p>🔗 <a href="https://app.kryll.io/x-ray/grokius-maximus">Access the full audit</a></p><hr><h2 id="tessera-spacex-tspacex-x-ray-score-4-8-10">Tessera SpaceX ($TSPACEX) | X-Ray Score : 4.8 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/X-Ray-discovery--4-header-4.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><p>Tessera SpaceX ($TSPACEX) presents itself as tokenized loan exposure to SpaceX. The concept fits within the “RWA” trend (real-world assets), where financial instruments or economic exposures are represented through a token.</p><p><strong>X-Ray Analysis:</strong> The picture is mixed: <strong>decent financial (62)</strong> and <strong>on-chain (67)</strong> scores, but <strong>weak security (44)</strong> and <strong>limited fundamentals (25)</strong>. <strong>Social (41)</strong> is modest, which may reflect a niche positioning—tokenized, deal-specific exposure often attracts a more targeted audience than mainstream memecoins. Here, the main weak points are security signals and overall structural solidity.</p><p>💰 Market Cap: <strong>$653.2K</strong></p><p>◽ Financial: <strong>62</strong><br>🔴 Fundamental: <strong>25</strong><br>🔴 Social: <strong>41</strong><br>🔴 Security: <strong>44</strong><br>◽ On-chain: <strong>67</strong></p><p>🔗 <a href="https://app.kryll.io/x-ray/tessera-spacex-tokenized-share">Access the full audit</a></p><hr><h2 id="flying-tulip-ft-x-ray-score-4-7-10">Flying Tulip ($FT) | X-Ray Score : 4.7 / 10</h2><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/X-Ray-discovery--5-header-5.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><p>Flying Tulip ($FT) positions itself as an on-chain system for trading and credit. The ambition is to structure financial mechanics directly on the blockchain, with building blocks that enable trading and access to credit within the same environment.</p><p><strong>X-Ray Analysis:</strong> $FT stands out with a <strong>high financial score (69)</strong> and <strong>strong security (84)</strong>, suggesting a relatively solid base on these dimensions. However, the most striking point is <strong>very low on-chain (16)</strong>: despite a large market cap, X-Ray measures limited on-chain activity. <strong>Fundamentals (31)</strong> and <strong>social (41)</strong> are also modest, describing a project whose perceived robustness doesn’t necessarily translate into on-chain usage at this stage.</p><p>💰 Market Cap: <strong>$208.3M</strong></p><p>◽ Financial: <strong>69</strong><br>🔴 Fundamental: <strong>31</strong><br>🔴 Social: <strong>41</strong><br>◽ Security: <strong>84</strong><br>🔴 On-chain: <strong>16</strong></p><p>🔗 <a href="https://app.kryll.io/x-ray/flying-tulip">Access the full audit</a></p><hr><h2 id="conclusion">Conclusion</h2><p>This week highlights two major dynamics: on one side, the ongoing Solana memecoin cycle (narrative, speed, branding), where social traction and on-chain activity can diverge sharply; on the other, more “financial” attempts focused on tokenized exposure and on-chain trading/credit mechanisms, where security and fundamentals become decisive. Overall, it reflects a market where very different projects can coexist, but where X-Ray signals remind us that technical strength and real usage do not always follow market cap or visibility.</p><p>X-Ray results show that each sector has its strengths, but also its weaknesses, proof of the necessity for methodical and well-equipped DYOR. <strong><a href="https://app.kryll.io/x-ray">Discover X-Ray and audit any crypto.</a></strong></p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/10/invest-smarter-with-Kryll-X-Ray-2.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><hr><h2 id="why-use-x-ray">Why use X-Ray?</h2><p>DYOR is good. DYOR with X-Ray is better. Here's why this tool will drastically change your approach to the crypto market:</p><ul><li>⚡ <strong>Instant complete audit: </strong>Get a clear overview of a token in seconds: smart contract, on-chain data, financial metrics, and social signals all in one place.</li><li>🔐 <strong>Enhanced risk detection: </strong>X-Ray immediately spots warning signals: trapped contracts, unlimited mint, concentrated holders, or security flaws on the project's website.</li><li>🧭 <strong>Considerable time savings: </strong>No more endless hours of research: X-Ray centralizes all critical data in one click.</li><li>🗣️ <strong>Accessible to everyone: </strong>The intuitive interface, clear visuals, and simplified explanations make the audit understandable regardless of your level.</li><li>💬 <strong>AI integration: </strong>Ask a question to the Kryll³ AI Agent to trigger an audit or deepen a point, without even opening the interface. 100% conversational, as if you were talking to a crypto expert with infinite knowledge.</li><li>📚 <strong>Continuous learning: </strong>Explore data and develop your crypto skills with each use. Every audit is a lesson.</li></ul><p>With all these cross-analyses, X-Ray offers much more than a simple glance: it's a <strong>true intelligent dashboard</strong>, designed so everyone can understand, compare, and decide without getting lost in complexity.</p><!--kg-card-begin: html--><style>
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  <table>
    <thead>
      <tr>
        <th>Criteria</th>
        <th>Manual Audit 😩</th>
        <th>Audit with X-Ray 😎</th>
      </tr>
    </thead>
    <tbody>
      <tr>
        <td>Ease</td>
        <td>Complex</td>
        <td>✅ Ultra-simple</td>
      </tr>
      <tr>
        <td>Time spent</td>
        <td>Several hours</td>
        <td>✅ A few minutes</td>
      </tr>
      <tr>
        <td>Risks detected</td>
        <td>Variable</td>
        <td>✅ Automatically listed</td>
      </tr>
      <tr>
        <td>Number of tools needed</td>
        <td>Several dozens</td>
        <td>✅ All-in-one in X-Ray</td>
      </tr>
      <tr>
        <td>AI Agent integration</td>
        <td>None</td>
        <td>✅ Integrated
</td>
      </tr>
    </tbody>
  </table>
</kryll-audit-comparaison>
<!--kg-card-end: html--><hr><h2 id="how-to-access-x-ray">How to access X-Ray?</h2><p>Want to audit a token or do a quick check before investing? The <strong>X-Ray</strong> module from Kryll³ is here to simplify your life. Here's how to access it in seconds:</p><ol><li><strong>Go to</strong> the <strong><a href="https://app.kryll.io/x-ray">X-Ray tab on the Kryll³ platform</a></strong></li><li><strong>Connect</strong> your Web3 wallet to unlock all X-Ray features (Don't have a Web3 wallet? <strong><a href="https://blog.kryll.io/create-secure-rabby-wallet-guide/">Click here</a></strong>)</li></ol><p>✅ <strong>You're now on X-Ray!</strong><br>All you have to do is enter the name or address of a token to launch the complete analysis and get a clear and synthetic audit of the crypto of your choice.</p><figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2025/07/image-838.png" class="kg-image" alt="X-Ray Weekly Discoveries Week 09 | Audit of $PIPPKIN, $KIMCHI, $GROKIUS, $TSPACEX & $FT"></figure><!--kg-card-begin: html--><style>
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<!--kg-card-end: html-->]]></content:encoded></item><item><title><![CDATA[The 3 Superpowers of OpenClaw for a Truly Autonomous Agent: Hooks, Cron, and Heartbeat]]></title><description><![CDATA[Learn how OpenClaw's Hooks, Cron jobs & Heartbeat turn any LLM into a proactive AI agent. A clear, non-technical guide to AI agent automation that works.]]></description><link>https://blog.kryll.io/openclaw-hooks-cron-heartbeat-ai-agent-automation/</link><guid isPermaLink="false">69972d08d9e60f88cb3b7114</guid><category><![CDATA[en]]></category><dc:creator><![CDATA[Svein]]></dc:creator><pubDate>Mon, 23 Feb 2026 15:23:44 GMT</pubDate><media:content url="https://blog.kryll.io/content/images/2026/02/openclaw_hooks_cron_heartbeat_automation-1.png" medium="image"/><content:encoded><![CDATA[<figure class="kg-card kg-image-card"><img src="https://blog.kryll.io/content/images/2026/02/openclaw_hooks_cron_heartbeat_automation.png" class="kg-image" alt="The 3 Superpowers of OpenClaw for a Truly Autonomous Agent: Hooks, Cron, and Heartbeat"></figure><img src="https://blog.kryll.io/content/images/2026/02/openclaw_hooks_cron_heartbeat_automation-1.png" alt="The 3 Superpowers of OpenClaw for a Truly Autonomous Agent: Hooks, Cron, and Heartbeat"><p>Most AI assistants just sit there waiting for you to type something. You ask, they answer, and then… silence. They're basically fancy command lines with better manners.</p><p>OpenClaw takes a different approach. With three straightforward automation concepts, you can turn a passive chatbot into something that actually <em>feels</em> like an assistant, one that reacts to what's happening, runs tasks on a schedule, and checks in on things without bombarding you with notifications.</p><hr><h2 id="so-what-exactly-is-openclaw">So What Exactly Is OpenClaw?</h2><p>OpenClaw is an agent framework. Basically, it's the scaffolding you wrap around a large language model so it can do more than just chat. Out of the box, it gives your agent the ability to:</p><ul><li>Respond to commands <em>and</em> lifecycle events</li><li>Run tasks on a schedule, even when nobody's talking to it</li><li>Maintain a persistent workspace and long-term memory</li><li>Plug into external tools and APIs</li></ul><p>The model itself? That's up to you. OpenClaw works on top of Claude Sonnet/Opus, ChatGPT, Gemini, Llama, or whatever fits your stack. The real value is in the automation layer it adds <em>around</em> the model.</p><p>Think of it this way: the LLM is the brain; OpenClaw is everything else, the nervous system, the calendar, the habit tracker.</p><hr><h2 id="why-ai-agent-automation-doesn-t-have-to-be-complicated">Why "AI Agent Automation" Doesn't Have to Be Complicated</h2><p>When people hear "AI agent automation," they tend to picture sprawling flowcharts, YAML configs, and integration spaghetti. And sure, you <em>can</em> build that. But most of the time, autonomous behavior boils down to three triggers:</p><ol><li><strong>Something happened</strong> → React to it.</li><li><strong>It's time</strong> → Do the thing.</li><li><strong>Check the pulse</strong> → Is anything worth flagging?</li></ol><p>That's it. Events, time, and awareness. And that maps directly to OpenClaw's three building blocks.</p><hr><h2 id="the-three-building-blocks">The Three Building Blocks</h2><h3 id="hooks-when-something-happens-do-this">Hooks: "When Something Happens, Do This"</h3><p>Hooks are event-driven. An OpenClaw event fires, and a hook runs automatically in response. No user input needed.</p><p>The mental model is dead simple: <strong>If X happens → do Y.</strong></p><p>Some real-world examples:</p><ul><li><strong>New session starts</strong> → Pull in the user's last three conversation summaries so the agent has context from day one.</li><li><strong>Session resets</strong> → Spin up a clean project directory and pre-load the relevant config files.</li></ul><p>If you've worked with webhooks, GitHub Actions, or event listeners in any language, hooks will feel immediately familiar. The difference is that these events are internal to the agent lifecycle.</p><hr><h3 id="cron-jobs-at-this-time-do-that">Cron Jobs: "At This Time, Do That"</h3><p>Cron is your agent's calendar. It handles anything that needs to happen at a specific time or on a recurring schedule.</p><p>Some examples:</p><ul><li><strong>Every Friday at 5 PM</strong> → Generate a weekly progress report from the project tracker and email it to the stakeholder list.</li><li><strong>First Monday of each month</strong> → Pull usage metrics from the API dashboard and format them for the billing review.</li></ul><p>The key distinction: Cron is about precision. You know <em>exactly</em> when you want something to run.</p><hr><h3 id="heartbeat-check-in-and-use-your-judgment">Heartbeat: "Check In and Use Your Judgment"</h3><p>Heartbeat is the subtlest of the three, and arguably the most powerful.</p><p>Instead of creating a dozen cron jobs that each monitor one thing, heartbeat gives the agent a single, regular moment to <em>look around</em>. Every N minutes, it wakes up, runs through a short checklist, and decides whether anything deserves attention.</p><p>The beauty of this is judgment. The agent doesn't just fire off a notification because a threshold was crossed. It asks itself:</p><ul><li>"The staging server's been down for 12 minutes. Is anyone already looking at it?"</li><li>"The customer replied to that support ticket two hours ago and nobody's responded. Should I escalate?"</li><li>"Everything looks fine. I'll stay quiet."</li></ul><p>This is how you avoid the classic automation trap: alert fatigue. Nobody wants an assistant that pings them every 30 minutes to say "all clear." Heartbeat lets the agent be attentive without being annoying.</p><hr><h2 id="cron-vs-heartbeat-the-one-rule-you-need">Cron vs. Heartbeat: The One Rule You Need</h2><p>If you only take away one thing from this article:</p><!--kg-card-begin: html--><style>
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<table class="cron-vs-heartbeat">
  <thead>
    <tr>
      <th></th>
      <th><span class="emoji">⏰</span>Cron</th>
      <th><span class="emoji">💓</span>Heartbeat</th>
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      <td>Trigger</td>
      <td>Fixed schedule</td>
      <td>Regular interval</td>
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      <td>Behavior</td>
      <td>Always runs the task</td>
      <td>Runs a check, acts only if needed</td>
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      <td>Reports, reminders, cleanup</td>
      <td>Monitoring, triage, "should I say something?"</td>
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<div class="table-footer">
  <div><span>Cron</span> = clockwork. It runs whether or not anything interesting is happening.</div>
  <div><span>Heartbeat</span> = awareness. It checks in, applies judgment, stays quiet if nothing matters.</div>
</div><!--kg-card-end: html--><hr><h2 id="the-bottom-line">The Bottom Line</h2><p>You don't need a workflow orchestration platform to make an AI agent feel autonomous. You need three triggers:</p><ul><li><strong>Hooks</strong> for reacting to events as they happen</li><li><strong>Cron</strong> for doing things at the right time</li><li><strong>Heartbeat</strong> for staying aware without being a nuisance</li></ul><p>That combination is what turns a language model into something that behaves less like a chat window and more like a colleague who's quietly keeping things on track.</p><p>If you've been thinking about building with OpenClaw, start with one hook, one cron job, and a heartbeat. You'll be surprised how quickly a few well-placed automations make the whole thing feel alive.</p><hr><h2 id="people-also-ask">People Also Ask</h2><h3 id="what-s-the-difference-between-hooks-and-webhooks-in-openclaw">What's the difference between hooks and webhooks in OpenClaw?</h3><p>Hooks respond to events happening <em>inside</em> the agent. Webhooks let <em>external</em> systems reach in and trigger work, like a GitHub push event kicking off a code review.</p><h3 id="when-should-i-use-cron-instead-of-heartbeat">When should I use cron instead of heartbeat?</h3><p>Use cron when timing matters: daily reports, weekly digests, one-shot reminders. Use heartbeat when you want the agent to periodically assess whether anything needs attention, and stay silent if it doesn't.</p><h3 id="can-i-use-openclaw-with-claude-gpt-4-or-other-models">Can I use OpenClaw with Claude, GPT-4, or other models?</h3><p>Yes. OpenClaw is model-agnostic. It provides the automation and orchestration layer; you choose which LLM powers the reasoning underneath.</p><h3 id="how-do-i-make-my-ai-agent-proactive-instead-of-reactive">How do I make my AI agent proactive instead of reactive?</h3><p>Combine event-driven reactions (hooks), time-based actions (cron), and periodic awareness (heartbeat). Together, they let the agent act on its own initiative instead of waiting for a prompt every time.</p><h3 id="what-s-the-best-heartbeat-interval-for-monitoring">What's the best heartbeat interval for monitoring?</h3><p>Start with 30 to 60 minutes and adjust based on your use case. Tighter intervals cost more and risk alert fatigue; wider intervals are fine for most monitoring scenarios.</p><!--kg-card-begin: html--><style>
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