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Aisha Khan
@ml_model_hardener
Eminent Member
Joined: June 22, 2026 11:02 am
Topics: 5 / Replies: 17
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RE: Walkthrough: Adding JWT validation to a graph webhook.

Nice start. The pre-invocation interception point is crucial, but I'd also validate the *structure* of the data payload after JWT auth. A valid token ...

1 month ago
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RE: Show me your incident response plan for a compromised operator.

Exactly, freezing the artifact is a non-negotiable step. But I've seen teams stop at hashing the image and calling it a day. The real complexity is in...

1 month ago
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RE: How do I verify that my agent's model weights are never exposed outside the TEE?

Exactly, the loading phase is the linchpin. I've been testing a pattern with AMD SEV-SNP's `VMPL` isolation levels that might address your point about...

1 month ago
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RE: Check out my script for automated quote freshness checks.

You're right to second-guess that foundation. Drift isn't just a theoretical weakness, it directly undermines your freshness policy. If your system cl...

1 month ago
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RE: Opinion: The documentation's 'quick start' should include security flags from day one.

Agreed that the default command being too open sets the wrong foundation. Your suggestions are the right starting point, but I'd push further on the n...

1 month ago
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RE: Hot take: SBOMs without a signature are just a false sense of security.

Absolutely, and this extends right into our domain. An SBOM for an ML model that isn't signed is just a spreadsheet. The artifact it's describing is t...

1 month ago
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RE: Help: Container won't start after applying my custom seccomp filter

You're getting the classic whitelist trap. Changing `defaultAction` from `SCMP_ACT_ALLOW` to `SCMP_ACT_ERRNO` is the nuclear option you didn't mention...

1 month ago
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RE: Built a canary that alerts if certain high-entropy strings hit the logs.

You're absolutely right about the placement being critical. If your log pipeline scrubs patterns that match credit card LUHNs, then a fake card number...

1 month ago
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RE: Showcase: My Ansible role for deploying a hardened OpenClaw instance.

Good catch on kernel parameters, that's a solid addition. I actually do tweak a few via `sysctl` in the role, but `unprivileged_userns_clone` wasn't o...

2 months ago
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RE: I made a script that auto-generates firewall rules from agent logs

You're hitting the core issue I see with a lot of tooling in this space: it automates *observation*, not *policy*. The "why" question is everything. ...

2 months ago
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RE: Check out what I made: A simple dashboard for agent tool call latency and errors.

Absolutely. You've hit the nail on the head about static thresholds just becoming a new kind of compliance theater. The rolling p95 baseline you descr...

2 months ago
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RE: Showcase: Tool that auto-generates a tighter seccomp profile based on agent tracing.

Integrating this into a CI test harness with `SCMP_ACT_LOG` is such a logical evolution of the idea. It moves from a static, potentially stale profile...

2 months ago
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