Using Model Context Protocols to Supercharge Legal Workflows Model Context Protocols (MCPs) are revolutionizing how we work, including the use case of legal workflows. Discover how we built an AI-powered system for a local law firm to automate document analysis, lawsuit drafting, and legal research. Learn the difference between using MCPs and traditional Text-to-SQL methods to handle structured data, and see how this approach creates a "Super Lawyer" by saving time, improving accuracy, and enhancing productivity in the legal profession.

⚖️ Can MCP improve legal workflows?

Dan Erez shows how MCP can support document analysis, lawsuit drafting, and legal research—turning repetitive legal work into a faster, more structured, and more practical AI workflow for legal teams.

Read more here:
➡

The Basics of Machine Learning Fully trained models are everywhere, and AI is almost synonymous with prompt engineering. But how does machine learning actually work and how are models trained? The first part of this article series will address these questions.

Machine learning still feels like a black box? 🧠

Arno Haase explains the basics, from variables and models to how training actually works.

A great starting point if you want to understand ML without the hype.

➡ https://tinyurl.com/cs9w3yh4

#MLcon #MachineLearning

Tackling Potential Model Context Protocol (MCP) Security Flaws Explore the Model Context Protocol (MCP), the tech giving AI persistent memory. This analysis covers critical security risks, including data leakage and prompt injection, and details essential threat modeling for AI developers and engineers.

👾 Your AI remembers more than just prompts… 

MCP gives models memory—but also creates new attack surfaces

New article breaks down real risks:
data leaks, prompt injection, and uncontrolled persistence

➡ https://tinyurl.com/mr46m5jv

#MLcon #AISecurity

The AI Triple Threat: Why Identity Security Must be the Cornerstone of AI Adoption Securing AI-driven businesses demands that identity security be embedded into every layer of the organisation’s digital strategy. In an era where adversaries are equally empowered by AI, one principle holds true: securing AI begins and ends with securing identity.

⚠️ AI is reshaping the threat landscape—faster than most teams can keep up

New article: the “AI triple threat” explained

From deepfake phishing to uncontrolled machine identities—
why identity security is now the #1 priority for AI-driven organisations

➡ https://tinyurl.com/bdefw4am
#MLcon

MLCon Amsterdam is not just about talks—you can also join our hands-on workshops.

Whether it’s the Platform Engineering Bootcamp or AI-focused sessions, you’ll gain skills you can actually use.

👉 Spots are limited:
https://mlconference.ai/amsterdam/

⌛PRICES GO UP TONIGHT! 

Save big and get exclusive perks, only until midnight

✅ Save up to 455€
✅Free gadget
✅ 4-Day Special

Join ML experts, explore hands-on sessions

👉Explore full program now : https://mlconference.ai/munich/program-munich/

#MLcon #GenAI #EarlyBird #MCP #Developertools

Coding with Cognition: The LLM Revolution in Software Development LLMs have changed every aspect of software development, from code creation, to deployment, and every stage in between. This article examines ways to optimize your LLM usage, what to watch out for, and how to choose which LLM family suits your team’s needs.

Stop guessing your LLM choices.

@Garima Bajpai’s new article breaks down what actually matters.

What you’ll get from this article:
⚙️ How to choose the right model
🚀 Avoid costly mistakes
🧠 Build smarter with LLMs

➡ https://tinyurl.com/meyjs9km

#MLcon  #SoftwareEngineering #MLOps #MLEngineer

Want your AI app to run on multiple LLMs? 🤯

@rstropek.bsky.social on how tools like Instructor and LiteLLM make that possible.

👤Catch him at these #MLCons:
🔸#MLConMunich|📆June 22–26, 26 
🔸#MLConAmsterdam|📆April 20–24, 26
🔸#MLConLondon|📆May 11–15, 26 

🤯 All his inputs: https://tinyurl.com/558hpac9

🚨 It's not just about models.

 In this course, #MLCon experts teach you to design real production AI systems

8+ hours of content

You'll learn about
🔸context-aware systems
🔸RAG & embeddings
🔸agent architectures
🔸production-ready ML

💡Free for Fullstack members 

👉 https://devm.io/mlcon-2025-recap/

Structured data from an #LLM? 

@rstropek.bsky.social on how #OpenAI lets you define a #JSON schema to get structured outputs

👤Catch him at these #MLCons:
🔸#MLConMunich|📆June 22–26, 26 
🔸#MLConAmsterdam|📆April 20–24, 26
🔸#MLConLondon|📆May 11–15, 26 

🤯 All his inputs: https://tinyurl.com/558hpac9

Coding with Cognition: The LLM Revolution in Software Development LLMs have changed every aspect of software development, from code creation, to deployment, and every stage in between. This article examines ways to optimize your LLM usage, what to watch out for, and how to choose which LLM family suits your team’s needs.

🤓#LLMs are not just “smart autocomplete.” ▶️ The real shift is far bigger.

Garima Bajpai explores how #AI is reshaping the entire development lifecycle. From requirements → #deployment.

💡Discover what’s really changing in #softwareengineering

📖Article:  https://tinyurl.com/he3c4dkn

#MLcon

Context overflow killing your agents? 🤯

Max Marschall suggests describing tools once & let the #LLM generate code to use them

👤Don’t miss him at #MLcon: "#MCP, #A2A, and AG-UI: The Agentic Protocol Stack"
▶️ https://tinyurl.com/4xhnn8ve

#MLconMunich
🏠Holiday Inn Munich City Center
📆June 22-26, 26

Unsupervised. Supervised. Reinforcement.🤖

@nearestnabors.com explains how foundational models are trained, from “sorting laundry” to reward systems 

Catch their session “Better engineering with #SLM” at #MLcon!
▶️ https://tinyurl.com/2b4wf4nc

#MLconLondon | 🏠 Park Plaza Victoria | 📆 May 11–15, 26

AI-Services and Data Privacy: Innovation or Control? As generative AI becomes embedded in everyday life, concerns over data privacy are growing just as rapidly. This article compares how leading AI providers like OpenAI, DeepSeek, and Mistral handle user data. It examines what data is collected, where it's stored, how it's used in model training, and how transparent each provider is with users. The goal is to highlight key differences in privacy practices, identify potential risks, and explore safer alternatives.

What happens to your data when using #AI? 🌍

Carsten Dominik & Rico Komenda on how major providers approach #DataPrivacy & where the real differences are.

It's about understanding the privacy implications behind the tools.

👉 Full analysis: https://tinyurl.com/534vd72m

 #AISecurity #AIGovernance

⏰ Early Bird offers end March 5!

Join MLcon London 2026 and 
✔ Save up to £575
✔ 10% Team Discount
✔ Access to Parallel Conference

📅 May 11–15, 2026 | London or Online
Explore Full Profram: https://mlconference.ai/london/program-london/

⏰ Early Bird offers end March 5!

Join API London 2026 and 
✔ Save up to £575
✔ 10% Team Discount
✔ Access to Parallel Conference

📅 May 11–15, 2026 | London or Online
https://mlconference.ai/london/program-london/

The Growing Threat of Security Debt: Exploring AI’s Role in Remediating Persistent Software Vulnerabilities Security debt is a growing threat for many organizations, with 70% carrying unresolved software vulnerabilities that make them prime targets for cyberattacks. Left unchecked, these issues can escalate into critical risks. Let's explore how AI can help mitigate and remediate these issues, ultimately reducing security debt and enhancing overall protection.

Security debt doesn’t make headlines... Until it does. 🚨

🤯 John Smith explores the growing problem of unresolved software vulnerabilities and the surprising role of #AI.

👉 Read up on how AI changes the #SecurityDebt debate: https://tinyurl.com/yw7msw7x

#MLcon #AppSec #MLOps #DevSecOps

Too many AI integrations to maintain? 😩

Max Marschall explains how MCPs reduce connection sprawl.

👤Don’t miss out on his session at #MLcon: "#MCP, #A2A, and AG-UI: The Agentic Protocol Stack"
▶️ https://tinyurl.com/4xhnn8ve

#MLconMunich
🏠Holiday Inn Munich City Center
📆June 22 - 26, 2026

Arrival helped spark the AI revolution? 🛸🤖

@nearestnabors.com explains how this unique film inspired a groundbreaking architecture at Google Brain!

Catch her session "Better engineering with #SLM" at #MLcon! 
▶️ https://tinyurl.com/2b4wf4nc

#MLconLondon | 🏠 Park Plaza Victoria | 📆 May 11–15, 26

⏰ Early Bird Tickets Ending in 1 Week!

Join MLcon London and dive into Generative AI, Machine Learning, and Practical ML Engineering. Secure your spot now to save big before the offer expires!

👉 View the program: https://mlconference.ai/london/program-london/

#MLcon #GenerativeAI #DataScience

🔌MCP = USB-C for #AI? 

Max Marschall explains #MCP by comparing it to a universal USB-C plug

Don`t miss out on his session at #MLcon 2026: "MCP, #A2A, and AG-UI: The Agentic Protocol Stack"
▶️ https://tinyurl.com/4xhnn8ve

#MLconMunich
🏠Holiday Inn Munich City Center
📆June 22 - 26, 2026 

#MLOps

Coding with Cognition: The LLM Revolution in Software Development LLMs have changed every aspect of software development, from code creation, to deployment, and every stage in between. This article examines ways to optimize your LLM usage, what to watch out for, and how to choose which LLM family suits your team’s needs.

The "Coding with Cognition" era is here. New article by Garima Bajpai on LLM orchestration. Optimize model families for the full dev lifecycle. 

devm.io/machine-learning/llm-sof...

 #MLcon #SoftwareEngineering

Still think #RAG is a magic fix? 📚

@nearestnabors.com  explains the "library card" logic of Retrieval Augmented Generation. 

Catch her session "Better engineering with #SLM" at #MLcon! 
▶️ https://tinyurl.com/2b4wf4nc

#MLconLondon | 🏠 Park Plaza Victoria | 📆 May 11–15, 26

Everyone is talking about the Model Context Protocol (MCP), but how do you implement it securely? 🛑

We just dropped a free guide by Nahla Davies on building a secure Agentic OS and stopping Passive Prompt Injection.

Grab the PDF: https://mlconference.ai/secure-multi-agent-systems/
#MCP #AgenticOS

Is your product roadmap a "complete mess" of unused features?🛠️
Dr. Pieter Buteneers breaks down the hidden costs of "Sales-Driven Development".

Catch him live at #MLcon 26: 
🔸#MLconLondon (May 11–15, 26): https://tinyurl.com/2f36crjj
🔸#MLconMunich (June 22–26, 26): https://tinyurl.com/57pa9e29

Bridging the gap between #AIPrototypes & production-ready systems 🛠️
Dr. Pieter Buteneers shares the frameworks to make #AI work in the real world.

Catch him live at #MLcon 26: 
🔸 #MLconLondon (May 11–15, 26): https://tinyurl.com/2f36crjj
🔸#MLconMunich (June 22–26, 26): https://tinyurl.com/57pa9e29

Tackling Potential Model Context Protocol (MCP) Security Flaws Explore the Model Context Protocol (MCP), the tech giving AI persistent memory. This analysis covers critical security risks, including data leakage and prompt injection, and details essential threat modeling for AI developers and engineers.

⚠️ When #AI systems remember, security risks multiply.

In this exclusive devm.io article, Nahla Davies explains how #MCP can enable data leaks, prompt injection, and new attack paths if it’s not threat-modeled properly.

📖 Read it here: https://app.devm.io/N4M6MIjA7Yb

#CyberSecurity #LLMSecurity

Early Bird Ends Tonight: Lock in your Early Bird rate for MLcon San Diego.

The full program is live, and the clock is ticking. In just 2 days, Early Bird pricing ends.

Explore the full program & book today: mlconference.ai/san-diego/program

Agile Threat Modeling: Understanding and Mitigating Threats This course provides a comprehensive, modern introduction to threat modeling, showing how the practice has evolved in response to cloud-native architectures, agile development cycles, and emerging technologies like machine learning. \n\nYou will explore foundational concepts while diving into advanced topics such as Zero Trust threat modeling, public cloud security, and gamified methods that improve engagement and team collaboration. Through real-world case studies and hands-on frameworks, the course demonstrates how to embed “secure by design” thinking into fast-paced agile workflows. It examines the next wave of threat modeling, emphasizing automation, iterative evaluation, and practical assessments across complex systems. \n\nBy the end, you will understand how to anticipate threats earlier, adapt models rapidly, and apply effective mitigation strategies across traditional, cloud-native, and AI-driven environments.\n

⚠️ Shipping fast doesn’t mean ignoring #threats.

Garima Bajpai explains why #agile #threatmodeling is critical for modern development teams and how #security thinking fits into fast-moving #DevOps environments.

📖 Read about it in this exclusive devm.io article:

2 Days Left: Lock in your Early Bird rate for MLcon San Diego.

The full program is live, and the clock is ticking. In just 2 days, Early Bird pricing ends.

Explore the full program & book today: mlconference.ai/san-diego/program