Johnny Saffar (@johnnySaffar) header
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Founder and CEO, OrNsoft. AI trusted by design. We build AI products and bring AI systems from concept or pilot to production. Miami, since 2009.

Joined October 2026
Photo by Johnny Saffar (@johnnySaffar)Photo by Johnny Saffar (@johnnySaffar)Photo by Johnny Saffar (@johnnySaffar)Photo by Johnny Saffar (@johnnySaffar)Photo by Johnny Saffar (@johnnySaffar)
AI is easy to demo. Production is the hard part. It needs: · Integration with your systems · Security that passes review · Governance where errors carry real cost · Someone accountable once it is live That is where OrNsoft works. Bring us the problem, not the specification.
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A consultant frames the problem. A forward-deployed team builds the system and runs it until it works in production. Who does what: ornsoft.com/blog/forward-dep…
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Researchers at Crissy Field identified 159,041 projects built with Lovable; on 24,664 sites, database records came back with no login, they report (read-only, sample not representative). Whoever builds it, check four things before go-live: linkedin.com/feed/update/urn…
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An LLM eval is a fixed set of test cases with agreed criteria, run on every change, that tells you if the system got better or worse. Without one, every pilot error reopens the debate: is it good enough? With one, the question has a number and a date. ornsoft.com/blog/what-are-ll…
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Un contrôle ne demande pas seulement si la pièce est au dossier : il demande ce que vous avez vérifié, sur quelle preuve, et qui a décidé. Voici les cinq éléments à conserver avec chaque vérification pour un dossier de preuve qui tient : ceertia.com/fr/blog/piste-au…
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Un dossier CEE se corrige à la réception, pas au contrôle. Cinq vérifications à faire avant le dépôt : bénéficiaire, qualification RGE à la date d’engagement quand la fiche l’exige, mentions de la fiche d’opération, références techniques, chronologie. L’article est en réponse.
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A forward-deployed engineer's first 30 days: two weeks to a signed one-page production definition, or a written no-go. Then the build starts in your own repository. Day 30 is checkable: a signed page, work in your repo, four weekly reports.
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