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Industry Analysis

Is AI-generated code copyrightable? What the US Copyright Office says

Is AI-generated code protected by US copyright? The Copyright Office says purely AI output is not, but human authorship in it can be. What teams should do.

Oct 19, 20264 min read
Industry Analysis

Is a paved road the same as secure by design?

Secure by design puts security in the product. A paved road puts it in the way your teams build. How CISA's idea applies to an internal platform.

Oct 19, 20264 min read
Industry Analysis

Is an internal developer platform the same as a developer portal?

No. A portal is the front door, a platform is the capabilities behind it. Why the difference matters when you want dependency security that sticks.

Oct 19, 20264 min read
Industry Analysis

How do first year security milestones change from 20 to 200 engineers?

Year one goals stay the same at every size, but who does the work and how formal it is changes: owner, tooling, review rhythm and intake shift with growth.

Oct 19, 20264 min read
Industry Analysis

How do you write the business case for AI security tooling?

A business case for AI security tooling needs five parts: the exposure you cannot see, a small test, a decision, named owners and a review date.

Oct 19, 20263 min read
Industry Analysis

How do you write a proof request to a security vendor?

A good proof request names the claim, the evidence you accept, the format, and a date. Use this template to get answers a vendor can actually give.

Oct 19, 20263 min read
Industry Analysis

How can you tell a seeded security demo environment from real data?

Seeded demo data looks tidy because it was built to. Six tells, plus a quick test on your own manifest, show whether a product behaves this way in practice.

Oct 19, 20263 min read
Industry Analysis

How do you score a security tool trial blind, without vendor names?

Blind scoring hides tool names while reviewers rate findings and fixes. It reduces brand bias and anchoring. Here is a simple setup a small team can run.

Oct 19, 20264 min read
Industry Analysis

How do you read a security vendor's feature comparison table?

A vendor's own comparison table is a sales document. Learn what a checkmark can hide, how rows get chosen, and how to rebuild the table from your tests.

Oct 19, 20263 min read

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