The Momentaic Containment Protocol
All browser subagents operate within ephemeral, single-use container runtimes with strict egress firewalls blocking access to local metadata endpoints and private IP ranges.
Security Sandboxing
Running headless browser agents (Puppeteer, Playwright) on behalf of users carries severe SSRF and credential extraction vulnerabilities if uncontained.
All browser subagents operate within ephemeral, single-use container runtimes with strict egress firewalls blocking access to local metadata endpoints and private IP ranges.
Designing robust multi-agent systems with LangGraph and Celery: deterministic routing, role delegation, validation barriers, and loop termination guarantees.
Instinct, Meta's Muse and Moment all act for you. How each one decides what to do, what it can reach, and what it keeps, with sources.
Technical deep-dive into semantic memory indexing, episodic recall, and consent-based erasure in conversational companion agents.
How to build high-availability personal assistant agents with Telegram Bot API, voice memo transcription, inline keyboards, and Webhooks.