Facio Blog
Payload-powered product notes, security writing, HITL patterns, and operational guidance from the Facio runtime: long sessions, Placet approvals, audit trails, memory, providers, channels, tools, and Docker-first operations.
Showing 196-200 of 235 articles.
Security
GitGuardian found 29 million new hardcoded secrets in 2025 — 81% more AI service leaks year over year, and 24,000+ secrets in MCP config files alone. When AI agents inherit standing credentials from humans, the blast radius is catastrophic. Here's how to fix it.
Human-in-the-loop
Every human approve, modify, or reject decision in your HITL pipeline is a labeled training data point. Most teams treat HITL as a safety mechanism and miss its bigger value: a continuous learning engine that makes agents smarter with every human interaction.
Engineering
DataNexus gives AI agents 35 tools across CVE/SBOM security audits, nonprofit intelligence, federal contract data, patent search, and domain forensics — with no API keys, no Docker, and one 30-second setup.
Product
Most AI agent platforms require a separate Playwright container, a CDP proxy, or a third-party browser service just to visit a webpage. Facio ships with a full browser automation suite built into the runtime — persistent sessions, accessibility snapshots, screenshots, and HITL gating. Here's how the architecture works and why it matters for production agent workflows.
Security
Microsoft's security research found that a single prompt can trigger remote code execution in popular AI agent frameworks. Two real CVEs, one attack chain, and what enterprise teams must do before their agents become shells.