Quema
25/05/2026
Hackers aren't targeting your code anymore. They are targeting your AI's hallucinations. 🦠🤖
We all know the danger of Supply Chain attacks. But in 2026, a terrifying new vector has emerged for engineering teams: AI Hallucination Squatting.
Here is how the attack lifecycle works:
1️⃣ A developer asks an LLM (like ChatGPT or Claude) to solve a complex coding problem.
2️⃣ The AI hallucinates and suggests importing a highly plausible, but completely fake open-source library (e.g., fast-api-auth-utils).
3️⃣ The developer copies the code and runs pip install fast-api-auth-utils.
The catch? Hackers are constantly prompting LLMs to map out these common hallucinations. They then proactively register these exact fake package names on npm, PyPI, and RubyGems, packing them with malicious payloads and backdoors.
Your developer didn't make a typo. They just trusted an AI that pointed them directly to a trap. 🪤
You cannot stop your engineers from using AI to write code. But you can stop relying on public package registries directly.
If your DevSecOps strategy doesn't include:
- Strict private artifact registries
- Automated Software Composition Analysis (SCA)
- Zero-trust CI/CD pipelines
..then you are leaving your production environment wide open to an AI's imagination.
Secure your supply chain before a hallucination becomes a data breach. 🛡️
10/04/2026
That face your CISO makes when you ship code a little too fast. 🛑🔓
It's the face of "Shadow AI." And it's becoming a serious problem in 2026.
Years ago, "Shadow IT" meant a developer spinning up an unapproved AWS server on their personal credit card to bypass slow IT processes.
Today, the threat has evolved.
If your corporate AI coding assistant is heavily restricted, heavily monitored, or just... not smart enough, your engineers don't stop using AI. They just stop telling you about it. 🥷
Developers are copy-pasting proprietary algorithms, architectural designs, and sometimes even API keys into unapproved, public LLMs. While your IP is safe in your Git repositories, it's simultaneously being used as context in public chat windows. 💻🔥
Firewall bans are a band-aid, not a strategy.
The only way to defeat Shadow AI is to securely enable developer velocity. Build a "Golden Path"—a secure Internal Developer Platform (IDP) with embedded enterprise-grade AI models, where data privacy is guaranteed. When you provide a faster, smarter, and secure way, engineers won't need to bypass security.
At Quema, we help teams build these secure platforms, turning Shadow AI risks into competitive advantages.
Is your company fighting Shadow AI with bans, or are you building better internal platforms? 👇
Stop Building Chatbots. Start Building Employees.
2023 was the year of "Chatting with AI." 2024 was the year of RAG (searching documents). 2025 is the year of Agentic AI.
Let’s be honest: The enterprise is tired of "smart talkers." Passive Q&A bots are cool, but they don't move the needle. You ask, it answers, you do the work.
The market is shifting to the Bleeding Edge: from text generation to Action Ex*****on.
What is the fundamental shift?
🔴 LLM (The Chatbot Era): — You: "How do I migrate this legacy .NET 4.8 code to Core?" — AI: Outputs a text tutorial. (You still have to do it manually).
🟢 Agentic AI (The Workforce Era): — You: "Migrate this repo to .NET Core." — AI Agent:
- Scans the codebase.
- Spins up a Docker container.
- Refactors dependencies (removing IIS/COM ties).
- Runs tests.
- Self-corrects errors.
- Submits a Pull Request.
See the difference in ROI?
We are moving from a Copilot paradigm (helper) to an Autopilot paradigm (worker).
Where should CTOs and Architects look right now?
- Multi-Agent Orchestration: One LLM is good; a "virtual department" is better. Tools like CrewAI allow you to assign roles: a PM Agent creates the plan, a Coder Agent writes it, and a QA Agent critiques it.
- Stateful Graphs (LangGraph): Forget chaotic prompt chains. We are building deterministic logic graphs where the AI makes decisions at specific nodes. This brings back control and predictability.
- Tool Use: The ability to escape the chat window—execute SQL, call APIs, manage infrastructure.
Prediction: The UI of the future isn't a chat window. It’s a dashboard where you monitor AI agents performing asynchronous work, only stepping in for critical decisions.
Are you still using AI as a better Google, or have you started delegating real actions? 👇
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