Safetensors vs pickle: which model format should you load?
Prefer safetensors over pickle when a model offers both. Here is the difference, what each format can and cannot do, and a simple order of preference.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Prefer safetensors over pickle when a model offers both. Here is the difference, what each format can and cannot do, and a simple order of preference.
Compare what an AI agent is granted with what it actually called over 30 to 90 days, then cut the difference. A step by step method and its limits.
Removing an MCP server from every agent takes more than deleting one config line. A checklist: find users, cut access, rotate secrets, verify.
DORA links AI adoption to higher delivery instability and says small batches counter it. How to review big AI-generated diffs without rubber-stamping.
Ask which model powers the feature, where it runs, what data it sees, whether customer data trains it, and what happens when the model changes. A buyer's list.
NYDFS says to consider vendors' AI threats and add contract terms for notice and secure use of nonpublic information. Eight diligence questions to ask.
Run a safe prompt injection test on a vendor AI feature using a sandbox repo, harmless planted instructions, and clear pass criteria. Steps and what to record.
Yes, in one way: no person is watching. Scheduled tasks read untrusted data on their own. Here is how routine fire text and fetched content are handled.
Eight questions that reveal how a security product handles agent tool permissions: scope, identity, approval, revocation and records. Ask them live.
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