AI-assisted development · vibe coding

AI writes the code. Who reviews the risk?

AI assistants now write a large share of new code, and people with no engineering background ship whole apps from prompts. It works. It is rarely safe by default. We train your team to catch the risk before it reaches production, live, on your own code and pipeline.

The shift, in three numbers.

46%
of new code is already AI-generated
62%
of AI-built apps ship with critical vulnerabilities
73%
of security leaders say delivery now outpaces review

Sources: GitHub, OX Security, 2026 enterprise security survey

The bottleneck moved. It is not typing anymore.

Roughly nine in ten developers now use an AI coding tool every week, and AI already writes close to half of all new code. The assistants are fast and confident, and they reproduce the insecure patterns they learned from a decade of public code.

At the same time, most people doing vibe coding have no security or even engineering background. The output passes a demo and fails a threat model: hardcoded secrets, missing authorization, injectable inputs, over-broad permissions.

A scanner finds some of this. It does not teach the developer to stop writing it, and it does nothing for the person who cannot read the code they shipped. That gap is judgement and review, and that is what we build.

What we cover

Vibe coding & no-code AI builds

Where prompt-built systems break, and how non-engineers can keep building without shipping the next breach.

Reviewing AI output

The failure modes AI gets confidently wrong, and a review routine that keeps up with the speed instead of blocking it.

Secrets & least privilege

Keeping credentials out of prompts and code, and treating the AI agent like a fast junior with scoped access and supervised commits.

CI/CD guardrails

SAST, DAST and SCA wired into the pipeline as tuned gates, so velocity does not outrun security.

Tiered governance

What may be AI-generated with light review, and what needs human authorship or senior sign-off before it ships.

NIS2 / ISO 27001 (eng. side)

Turn the same practices into audit-ready evidence, so compliance becomes a by-product of how you ship.

Put it in front of your team.

A half-day taster or a hands-on workshop, on your own code and pipeline. Remote or on-site, in English or Hungarian. Leave your details and we'll get back to you.

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