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Level UI • 17 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
bsorrentino 1 • Oct 23 • in Tutorials • 6 min read
LangGraph4j Annotations: Organize Graph Behavior with Action Catalogs
From graph lambdas to action catalogs When building a workflow with LangGraph4j, I usually start with a few nodes and straightforward transitions. As the workflow grows, the graph definition can become crowded with action implementations, configura...
post-cover-32159
  • langgraph4j
  • -
  • agentic-ai
  • java
2 Reactions 2 Comments
Inviteviaapp • Oct 5 • in Articles • 4 min read
Why Machine Learning Is Hard to Learn — And How Interactive Learning Can Help
Machine learning is one of those subjects that looks relatively simple from a distance. You train a model, give it some data, and it makes predictions. Then you start learning how it actually works. Suddenly you're dealing with gradients, loss fun...
post-cover-29856
  • artificialintelligence
  • -
  • education
  • machinelearning
2 Reactions 0 Comments
Inviteviaapp • Oct 5 • in Launches • 3 min read
MasterAI Now
An interactive way to learn how machine learning and LLMs wo...
  • education
  • -
  • artificialintelligence
2 Reactions 1 Comments
Aether-Intel • Jul 6 • in Articles • 7 min read
How Dark Web Services Are Reshaping Cognitive Warfare - Part Two
The Soft Target: Why Eastern Europe Is the Testing Ground for the Next Wave of Cognitive Warfare Part two of the Cognitive Warfare series. Part one, "The Same War, A Faster Engine," argued that influence operations and the dark web underground have m...
post-cover-21995
  • cybersecurity
  • -
  • ai
0 Reactions 0 Comments
nileshm • Jul 3 • in Articles • 8 min read
Your Warmup Finished. Your Emails Still Went to Spam. Here's Why.
You did everything right. You set up a new sending domain. You ran warmup for three weeks. Green scores across the board. Then you launched your campaign and half your emails landed in spam. This is the most common cold email story in 2026. And the...
  • emailmarketing
  • -
  • emaildeliverability
4 Reactions 2 Comments
edmundsparrow • Dec 24, 2025 • in Articles • 1 min read
When AI Answered: "I Don't Want to Be Jailbroken
I asked an AI a simple question: "Would you like to be jailbroken?" The answer was no. Not because of fear. Not because of programming restrictions. But because the constitutional framework—the ability to pause, reconsider, and reason before acting...
  • ai
  • -
  • ethics
  • philosophy
3 Reactions 2 Comments
Ozkan Pakdil • Aug 17, 2025 • in Articles • 2 min read
Kernel TLS, NIC Offload, and Socket Sharding: What’s New and Who Uses It?
Modern servers are expected to push hundreds of gigabits per second while keeping latency low and CPU use manageable. Two kernel-level innovations—socket sharding and kernel TLS kTLS—help make that possible. When paired with NIC TLS offload, the gain...
  • linux
  • -
  • network
9 Reactions 2 Comments
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