Invental/ Research

Research.

First-party technical analysis, published because the primary evidence exists nowhere else. What code review catches in real product teams, and malware, code-signing and supply-chain work: the questions where the honest answer is a verifiable fact rather than an opinion.

02 · pieces published Primary evidence only Montevideo, UY
Published
Code review · AI · 12 Oct 2026

What AI code reviewers catch, and what only humans catch

We read 2,675 code-review threads from 165 merged pull requests in 18 open-source product apps. 65% were opened by AI bots. What they caught, what the humans next to them caught, and what still got through.

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Snapshot · Oct 2026 65% bots.
35% humans.
macOS · Code signing · 29 Aug 2026

Can notarized macOS software still be malware?

Yes. Apple's notary service scans the package you submit; it does not constrain what that package does once it runs. A live, signed, notarized installer that passes Gatekeeper with no warning — and fetches its payload as root at install time. With the verification output and the six-line dropper.

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Pattern · 01 Notarized.
Still malware.

How this work is done

Corrections and takedown

If something here is wrong, we want to fix it rather than defend it. That includes misidentification — a stolen or resold signing certificate makes its registered holder a victim, not a distributor, which is why this section names Team IDs and never people.

Write to hi@invental.co with the page and the specific claim. Corrections are made on the page itself and dated. Takedown requests are read by a person, not a form.

— Invental · software studio · Montevideo, UY