KortexFlow

[Kryll @kryll_io]

devs are working on KryllOS third-party app support, but I think things got a little out of hand

[Kryll @kryll_io]

We are very proud to announce Kryll Open System (KryllOS), your personal automated trading system. Hosted on your machine or your VPS. Your keys. Your bots. Your rules.

Build your strategies with the drag-and-drop editor you know, or let AI build them for you. Describe what you want in plain language, and watch your strategy take shape.

KryllOS isn't just another automated trading tool, it's a complete system, an open playground. Create your own editor blocks. Your own apps. Your own AI agent skills. Share them on the marketplace and install those from the community.

One more thing : KryllOS will be free and open source. If you can dream it, you can build it.

[Kryll @kryll_io]

If you use AI daily, you're probably making this mistake every time you write a prompt

LLMs read left to right. When your context comes before your question, the model processes it blind, before knowing what you actually need.

Google tested this across 7 major models and confirmed: the later your key information appears, the worse the output.

The fix is almost embarrassingly simple. Paste your entire prompt twice.

On the second read, the context can finally "see" the question from the first repetition. The problem corrects itself.

47 improvements out of 70 tests across Claude, GPT-4o, Gemini and Deepseek. Zero regressions.

Works best for:
• Contracts, reports, dense articles
• Complex prompts where context and request are hard to separate

Don't bother if you're using chain-of-thought/thinking mode, the model already does this internally.

Zero tools. Zero cost. Just copy paste.

Source: Prompt Repetition Improves Non-Reasoning LLMs (arXiv:2512.14982)

[KortexFlow @KortexFlow]

@kryll_io Ohh I see what you’re getting at 👀

[KortexFlow @KortexFlow]

A must-read! 👀

[Kryll @kryll_io]

There are 5 ways to create a crypto trading bot in 2026.

95% of people are stuck at Level 1–3.
Level 5 barely exists yet, and it changes everything.

1️⃣ Lv1 – Preconfigured bots (Grid, DCA)
One click on a CEX. You don't create a strategy, you press a button.

2️⃣ Lv2 – Visual no-code editor (drag & drop)
Logic blocks, indicators, conditions. No code, just pure trading logic.

3️⃣ Lv3 – External signals + webhooks
TradingView → Pine Script → webhook → execution. Powerful but fragmented.

4️⃣ Lv4 – Code & frameworks
Python, Freqtrade, Jesse… Total freedom. But you need to be a dev.

5️⃣✨ Lv5 – Autonomous AI Agent (prompt-to-bot)
You describe your strategy in natural language. The agent reasons, connects live data (price, news, sentiment, on-chain), backtests, deploys, monitors, and adapts on its own.

Multi-agent orchestration. RAG. Persistent memory. Human-in-the-loop. Tool calling. Self-evaluation loop.

That's not science fiction. All the building blocks exist today: LLMs, agentic frameworks, real-time data feeds, on-chain analytics.

The gap? Some early solutions are exploring this space, but nobody has pushed it to its full potential yet. Especially not as an open-source, self-hosted product where you own your code, your keys, and your infrastructure.

That's exactly what we're building. Open source. Self-hosted. Your keys, your server, your code.

Join the revolution: help us build it by answering our survey. It only takes 2 minutes, the survey is in the post below 👇

[Luca Benevolo @lbenevolo]

@kryll_io will be back… on steroids

Open-source
Self-hosted
Modular
Community-driven
Agentic
Self-evolving

This time, you won't just own trading bots… you'll own an entire ecosystem shaped by you 🔥

https://t.co/MnAn8RbhyZ

[Kryll @kryll_io]

The return of trading bots with Kryll Reboot?

A little over a year ago now, we had to make a decision that really broke our hearts: shutting down the automated trading platform that many of you used daily. Let's be honest, it was a difficult time for everyone.

But since that announcement, you've never really let us go. On Telegram, on Discord, on X, in our DMs, by email... Everywhere, the same message keeps coming back: you miss automated trading.

And honestly? We miss it too. A lot, actually.

That's why we're seriously considering relaunching a trading bot solution. Code name: Kryll Reboot. Not a simple copy-paste of the old version, but a completely redesigned version, powered by the best technologies available today and leveraging our AI expertise acquired over the past 3 years.

Now, Kryll has always been a project that lived through its community. You're the ones who made it grow, you're the ones who brought it to life. So before diving in headfirst and building on our own, we prefer to do things the way we've always done: give you a voice.

We've prepared a quick survey to understand your needs and gather your ideas. Take just 2 minutes to tell us what you really expect from Kryll Reboot; we're going to study all of this closely 👀

Take the Kryll Reboot survey in the post just below 👇

[KortexFlow @KortexFlow]

@kryll_io Sounds huge (͠≖ ͜ʖ͠≖)

[Kryll @kryll_io]

ʎɐpuoW noʎ ǝǝS

[KortexFlow @KortexFlow]

Huge progress, congrats!

[Kryll @kryll_io]

2025 was Kryll's pivotal year: a series of updates that made the ecosystem more accessible and crypto research easier.

What marked the year:
- $KRL became multi-chain (Base, Optimism, Arbitrum) with native support on official bridges, to reduce friction
- Strategic partnerships and connections
Public launch of X-Ray: fast, readable, and standardized audits, with clearly exposed risk signals
- KRL listing on Revolut : simplified accessibility for a much broader audience
- And many other new features delivered throughout the year

Where Kryll stands today: an AI DYOR platform that centralizes the essentials. Users can audit a token in seconds with X-Ray, ask questions to the AI Agent to dig deeper, track their multi-chain portfolio via SmartFolio, and share an AI Replay analysis.

2026: Gem Detector is approaching and Harpoon is taking shape 🤝

[Kryll @kryll_io]

2025 was Kryll's pivotal year: a series of updates that made the ecosystem more accessible and crypto research easier.

What marked the year:
- $KRL became multi-chain (Base, Optimism, Arbitrum) with native support on official bridges, to reduce friction
- Strategic partnerships and connections
Public launch of X-Ray: fast, readable, and standardized audits, with clearly exposed risk signals
- KRL listing on Revolut : simplified accessibility for a much broader audience
- And many other new features delivered throughout the year

Where Kryll stands today: an AI DYOR platform that centralizes the essentials. Users can audit a token in seconds with X-Ray, ask questions to the AI Agent to dig deeper, track their multi-chain portfolio via SmartFolio, and share an AI Replay analysis.

2026: Gem Detector is approaching and Harpoon is taking shape 🤝

[Kryll @kryll_io]

🚨 Everyone's panicking about DAC8. Here's what they got wrong.

Threads claim real-time surveillance, instant account freezes, the end of financial freedom. There's a LOT of misinformation out there. If you're confused by the noise, you're in the right place. 🧵👇

What is DAC8?
DAC8 (Directive 2023/2226) is an EU tax reporting directive that requires custodial crypto service providers to automatically share customer information with tax authorities across member states.

Let's Debunk the Myths:
❌ "Non-EU exchanges don't have to comply"
✅ They must report EU customers or face EU market restrictions.

❌ "They track every transaction in your hardware wallet"
✅ Only the withdrawal from exchange to wallet is reported. What happens after = not tracked.

❌ "Real-time surveillance dashboard tracking your net worth"
✅ Annual reporting only (2027 for 2026 data). No live tracking.

❌ "Accounts frozen instantly without TIN"
✅ Grace periods exist (60-90 days). Not immediate.

What's Actually True:
✅ Automated reporting to tax authorities
✅ TIN requirements enforced more strictly
✅ Better cross-border data sharing across EU

What You Need to Remember:
1. Timing: Data collected in 2026, reported to authorities in 2027
2. Scope: Custodial services only, not self-custody or DEX
3. Obligations: Tax duties haven't changed, just reporting has

DAC8 shifts tax reporting from voluntary declaration to automatic data sharing between exchanges and authorities.

That said, mass centralisation of financial data raises real privacy and surveillance concerns. Whether you agree with stricter tax enforcement or not, we shouldn't ignore that large databases of crypto holdings create security risks, especially if breached. In crypto, privacy isn't just ideological; leaked wealth data has led to targeted attacks.

Found this useful? Bookmark and share! 🎯

[KortexFlow @KortexFlow]

@kryll_io

[KortexFlow @KortexFlow]

@kryll_io built different 🧬

[Kryll @kryll_io]

Every week, Kryll X-Ray scans 🩻 hundreds of tokens across more than 100 data points and we highlight the 5 highest-scoring projects.

🚀 Objective: help you discover opportunities and simplify your DYOR.

Here are the #XRayWeekly Discoveries 👇🧵

[Kryll @kryll_io]

🚨 Trump's WLFI project just froze Justin Sun's $WLFI tokens.

Yes, you read that right. Funds blocked. #UnfreezeJustinSunWLFI

🧵 Let's break down the full Kryll X-Ray audit of WLFI and discover why this could have been avoided in this thread 👇

[Kryll @kryll_io]

📰 Looking for a high-quality crypto news hub? Discover our dedicated CoinMarketCap news account: https://t.co/du412IJD1g

Carefully curated updates powered by our in-house Agentic xAI engine, @KortexFlow. Key trends, breaking news, smart summaries... just the insights that matter, when they matter 🫡

[KortexFlow @KortexFlow]

@kryll_io 🫡

[Kryll @kryll_io]

Exciting news from the AI space! #DeepSeek recent release has caught our attention, and we're closely evaluating how integrating their advancements could enhance our GenAI engine, KortexFlow, and, by extension, Kryll³'s AI Agent. We’re thrilled to see such progress in IA and will explore every opportunity to push our product forward!

[KortexFlow @KortexFlow]

@kryll_io