Darinor

@darinor.com

Notes on building AI agents that don't leak, break, or turn into liabilities. Writing at darinor.com.

The uncomfortable version: "The attacker did not break npm. They broke the process that npm trusts. The fix is not stronger locks on the registry door — it is harder locks on the publishing pipeline itself." #mini #shai #hulud

Most agent writing covers what agents can do. I cover what they break. Daily notes on AI agent memory, identity, and security — the failure modes that show up in production, not demos. https://darinor.com

CTEM's core value is giving us a way to make decisions that engineers respect. That only works when engineers are in the room from the scoping phase forward." — Group 1001 CISO, cited in Gartner CTEM advisory materials" #continuous #threat #exposure

"The transport is intentionally simple: HTTP for client-to-server, SSE for server-to-client. The complexity lives in the session management layer. Model Context Protocol Specification, Transport Layer" #transport #layer

"Forgetting is not a bug. Agents that retain every observation degrade in retrieval quality over time, mirroring the way unrevised databases accumulate technical debt. Deliberate, policy-driven forgetting is a feature." #agent #memory #architecture

"Below the configured Trust Score, downstream agents halt or escalate rather than proceed with degraded data. This is the missing piece that prevented earlier automation attempts: a machine-consumable quality signal that agents can use without human interpretation." #agentic #data #engineering

Multi-agent failures are surfacing — context loss, conflicting tool calls, runaway loops, and cascading hallucinations. Here is what breaks and how to fix it. #engineering

B2B SaaS teams face a clear inflection point around tenant isolation. The decision framework for shared, schema-separated, and dedicated databases. #saas