Reviewing as Hana Petrova (external)

External reviewer · hana.petrova@example.com

External contactBlind review

DevFlow Conf 2027 — Round 1

AI EngineeringInfrastructure & ScaleProduct & Practice

5 / 20 done

Last active 3 Aug 2026 at 22:30

Everything20 To review15 Done5

From Notebook to Nine-Nines: Productionising ML
To reviewInfrastructure & ScaleProduct & Practice

Your AI Pair Programmer Is Lying to You: Verification Patterns That Scale

AI EngineeringTalkAdvanced

Code generation is easy; trusting it is hard. This session covers verification patterns for AI-generated code — property tests, mutation coverage, snapshot judges, and CI gates — with data from 18 months of running them on a 200-engineer codebase. Includes what we stopped doing because it didn't catch anything.

Speaker details are hidden for this round. Score the proposal on its own merits.

From the application

Have you presented this talk before?: No

Your scorecard

Scoring as Hana Petrova (external).

Score 1-5 on relevance, novelty and the speaker's evidence for their claims. Most solid talks land at 3 or 4; reserve 5 for something you would rearrange your day to see. Leave a comment for anything you score 2 or below — we pass anonymised feedback back to submitters.

Score (1 lowest — 5 highest)

Recommendation

Comments for the organizers

Shared with the programme team on the submission page. Never sent to the speaker automatically.

Private note