Security engineering for AI agent connectors: nine failure classes
How StaffOS secures the external tools its AI agents call: nine failure classes, from SSRF and URL templates to secret scope, and the control for each.
StaffOS Blog
Research, opinions, and product updates from the StaffOS team. We write about lead generation, agent operations, and what we are learning while building AI staff for small businesses.
How StaffOS secures the external tools its AI agents call: nine failure classes, from SSRF and URL templates to secret scope, and the control for each.
How StaffOS engineers context, tools and execution controls with fixed model weights. Public research benchmarks, synthetic test cases and reproducible charts.
From October 1, 2026, Meta bills every message a business sends on the WhatsApp API, replies in the 24-hour window included. The math, and how to build for it.
Notes from Make AI Work, our workshop with UOB FinLab: how SMEs in Indonesia, Thailand and Malaysia use AI, what controlled studies show, and where to start.
WhatsApp's Business-Scoped User ID has replaced the phone number as the identity key in the Cloud API. Here is the field-by-field map of what your CRM must change.
Most articles cite lead response time research with the wrong source attached. We re-checked every major study from 2007 to 2026 against the underlying papers.
HBR's 2011 speed-to-lead curve still holds, but median industry response has gotten worse. Here is what AI SDRs change and why the floor is now seconds.
Drip cadences were built when personalization was expensive and message cost was zero. LLMs flipped that economics. Here is the case for signal-reactive nurture in the agentic era.
BANT disqualifies leads on budget before the conversation starts. That breaks when your SDR is an AI agent with infinite patience. Here is the research and the case for FAINT plus GPCT.