Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Since February 2024 the kernel assigns its own CVEs, one per fix in a supported stable tree. How the process works, the data, and how to triage thousands.
Evolutionary coding agents pair a model that rewrites code with an automatic evaluator that scores every version. How FunSearch and AlphaEvolve work.
How the EU AI Act and NIST AI RMF apply to agents that rewrite their own skills and memory, with dates, article text, a control map and setup steps.
Persistent prompt injection happens when an agent saves injected text as memory or a skill. Learn the paths, the research, and the controls that undo it.
Inside Hermes Agent: six entry points feed one AIAgent loop with a tool registry, sandboxed terminal backends, a messaging gateway and an MCP client.
Gate an agent's own memory, skill and config writes by reversibility, log every change outside its reach, test it on a canary, and keep a tested rollback.
DSPy, OPRO, Promptbreeder and TextGrad rewrite prompts and examples against a metric. How each works, what the papers showed, and how to govern the output.
Self-training LLMs learn from their own filtered outputs. How STaR, Self-Rewarding models and self-play work, what they showed, and where they break.
Install Hermes Agent from a pinned stable release, move commands into Docker, keep keys out, default-deny egress and stage every skill and memory write.
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