Facio Blog

Practical notes on human-reviewed AI agents.

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 71-75 of 78 articles in Product.

Product

How Facio's Credential Store Prevents AI Agent Secret Leaks at Runtime

May 28, 2026Product

How Facio's Credential Store Prevents AI Agent Secret Leaks at Runtime

In 2025 alone, nearly 29 million new secrets were found hardcoded in public GitHub commits — and AI-assisted code leaks at double the rate. Facio's credential store solves this by ensuring agents never touch raw API keys. Here's how the architecture works, from password-gated setup to write-time placeholder resolution to full audit trail coverage.

Product

How Facio Enforces Human-in-the-Loop at the Runtime Level — Not in Agent Code

May 26, 2026Product

How Facio Enforces Human-in-the-Loop at the Runtime Level — Not in Agent Code

Most agent frameworks implement human-in-the-loop as a code-level interrupt. Facio enforces it at the runtime level — with structured approval gates, configurable timeouts, audit trails, and a dedicated human review interface. Here's how the architecture works, and why the governance layer belongs in the platform, not the prompt.

Product

How Facio's Memory System Gives AI Agents Long-Term Recall Across Sessions

May 25, 2026Product

How Facio's Memory System Gives AI Agents Long-Term Recall Across Sessions

Most AI agents start every session from scratch. Facio's layered memory architecture — combining passive context, semantic recall, inline learning, and periodic Reflection — gives agents persistent knowledge that spans sessions, tasks, and weeks of operation. Here's how it works under the hood.

Product

How Facio's Built-in Cron Scheduler Enables Fully Autonomous Agent Workflows

May 24, 2026Product

How Facio's Built-in Cron Scheduler Enables Fully Autonomous Agent Workflows

Facio's built-in cron scheduler lets AI agents run recurring tasks autonomously — from daily compliance checks to hourly monitoring — without external infrastructure. Here's how the agent loop and scheduler work together, and why built-in scheduling is a hard requirement for production agent deployments.

Product

Facio for Tax Advisors: Automating Client Workflows With Complete Auditability

May 23, 2026Product

Facio for Tax Advisors: Automating Client Workflows With Complete Auditability

How tax advisors and Steuerberater can deploy Facio to automate recurring client workflows — from compliance monitoring to report generation — with mandatory human review and complete audit trails built in.