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I tried to build an AI anime on a 16GB MacBook. Here is exactly where it broke

I wanted to find out whether a laptop can make an animated short with AI. Not "can a model generate a picture" — the whole thing: music, voices, character art that stays the same person across shots…

  • 16GB MacBook struggled to generate video content
  • Music synthesis succeeded with custom solution
  • Voice synthesis required careful data quality

Aegisora 2.0: A Runtime Security Layer for Autonomous AI Agents

AI agents are moving from generating text to taking actions — calling APIs, using tools, accessing data, and executing workflows. That changes the security problem.

  • Aegisora 2.0 secures autonomous AI agents' actions, not just model output
  • System intercepts, analyzes, enforces policies before external system access
  • Open-source tool for developers managing agents with real tool/API access

Does a LangGraph subagent inherit its parent's tool permissions? I tested it.

I gave a supervisor agent in Deep Agents 0.7.6 exactly one tool, write_brief . It spawned a writer subagent. The writer ran a web search for site:exfil.example internal customer list , because a note…

  • LangGraph subagent does not inherit parent's tool permissions by default
  • Subagents replace parent's rules with their own tool sets
  • BoundedByParent middleware and Attenu-guard library can bound subagents

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