Secure Agentics reposted this
Everyone talks about agentic AI. No one tells you how to make it safe to ship. Here's how to build the 8-layer security harness. (Save this, I've added the link to the open source repo that ships the entire harness at the end) Security doesn't live in the prompt. It lives in the harness around the model. 1. Define the agent contract ↳ Allowed actions (the agent's declared remit) ↳ Forbidden actions (deny list, regardless of prompt) ↳ Enforcement mode (audit, human-in-the-loop, or block) 2. Capture actions and reasoning traces ↳ Tool calls intercepted before execution ↳ Reasoning traces alongside, not just outputs ↳ Session correlation across multi-turn runs 3. Scrub PII before it leaves ↳ Client-side regex redaction (emails, phones, IDs) ↳ Server-side LLM sweep (names, contextual identifiers) 4. Analyze the reasoning trace ↳ Intent caught in the reasoning before the action runs ↳ Scope drift flagged from the chain of thought ↳ ~35% detection lift over action-only monitoring 5. Harden the analyser ↳ Sandboxed analyser model (no tools, no MCP, no internet) ↳ Inputs spotlighted as untrusted data (separated from system instructions) ↳ Structured-only outputs (no free text, no prompt leak) 6. Tier the verdict by severity ↳ Multi-tier severity scoring (low risk through critical) ↳ Per-agent action threshold (block, alert, or pass-through) 7. Choose the control mode ↳ Audit mode (log the verdict, let the action run) ↳ Human-in-the-loop mode (pause the action, route for approval) ↳ Block mode (pre-action automatic refusal based on agent scope definition) 8. Push alerts to engineering channels ↳ Severity-gated firing (only above your threshold) ↳ Channel routing (Slack, Discord, or existing alerting stack) ↳ Alert payload (verdict, reasoning trace, blocked action) A safe production agent is not just a model with a system prompt. It's a system with a contract, capture, redaction, reasoned evaluation, hardening, verdict tiers, control, and alerting, all working together. ___ I found a completely open-source SDK that does all of this in just a two-line integration that wraps your agent. Check out the GitHub repo and star it so you can come back to it later: https://lnkd.in/efMuFtgy ♻️ Repost if this is useful to an engineer shipping agents.