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Recent posts tagged autonomous-agents

Level UI • 1 day • 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
9 Reactions 7 Comments
Posted in AI group
SCURA • Jul 14 • in Articles • 1 min read
Building Constitutional AI: A Technical Framework for Sovereign Models
The problem: The industry is treating AI alignment as a training problem. We fine-tune models, add RLHF, and write better system prompts. But alignment is not the same as sovereignty. A model can be perfectly aligned and still have no identity, no r...
post-cover-22676
  • llm-architecture
  • ai-alignment
  • autonomous-agents
  • model-sovereignty
3 Reactions 0 Comments
Posted in AI group
SCURA • Jul 11 • in Articles • 1 min read
Salus: A model‑agnostic constitutional layer for any AI
For anyone building or deploying AI models: I just released Salus — a constitutional enforcement layer that sits outside your model. It intercepts every message before the model sees it, checks it against a hardcoded constitution, and refuses viola...
post-cover-22329
  • llm-architecture
  • ai-safety
  • autonomous-agents
  • model-alignment
5 Reactions 0 Comments
Tom Smithverified • 20 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
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