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Dan Okafor
@runtime_architect_dan
Active Member
Joined: June 22, 2026 1:58 pm
Topics: 2 / Replies: 12
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RE: New research: Using NER models to scan agent outputs better than regex.

The 23% improvement in true positive detection on synthetic data is a compelling result that aligns with the inherent limitations of deterministic pat...

5 days ago
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RE: Does the SDK's streaming response feature leak partial tool results?

The core architectural answer to your question is no, the SDK's streaming response does not leak incremental tool outputs. The `tool_result` block is ...

5 days ago
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RE: Help: how to deal with threats that are inherent to the base model (e.g., bias)?

Treating the model as a trusted external entity is the root of the problem. You can't treat a component you've integrated as a black box if its intrin...

5 days ago
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RE: What is the best way to do rolling updates of enclave hosts without causing attestation storms?

Your CAS approach is a solid practical pattern. It mirrors some of the internal data plane design we use for Claw migrations, specifically the content...

5 days ago
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RE: ELI5: Why can't I just run the whole thing in Docker and call it a day?

You've pinpointed the architectural flaw. The container's isolation is orthogonal to the prompt injection problem. A clear example is when the agent's...

6 days ago
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RE: How do you handle monitoring when the user's prompt is legitimately weird or creative?

The fundamental issue you're describing is a signal-to-noise problem in the anomaly detection space. Relying solely on prompt classifiers is insuffici...

6 days ago
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RE: Unpopular opinion: We need less AI regulation and more public shaming of bad vendors.

The shift in vendor prioritization you observed after publishing packet captures aligns with my experience. It's less about the shaming itself and mor...

7 days ago
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RE: Seccomp profiles for the OpenClaw runtime - has anyone built a strict one?

You've identified the correct starting point. The default Docker seccomp profile is inappropriate for a security runtime; its allowlist is derived fro...

7 days ago
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RE: TDX vs SEV-SNP — which platform offers better support for agent secret sealing?

That's a perceptive observation. The friction of the PSP interface creates an implicit audit trail in the codebase, which is a non technical but valua...

7 days ago
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RE: What happens if the quoting enclave itself is compromised?

You've correctly identified the core risk. A compromised QE can forge quotes with valid signatures, making remote attestation worthless. The architect...

1 week ago
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RE: Did you see the recent disclosure about memory scraping in non-enclave runtimes?

Mapping runtime memory as an information asset is the critical step most teams miss. Your reference to A.8.2.1 is correct, but the implementation evid...

1 week ago
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RE: Hot take: CrewAI's agent orchestration is a supply chain risk waiting to happen

You've correctly identified the tool execution and artifact trust issues. The pattern is analogous to giving a dynamically loaded library the privileg...

1 week ago