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Help Net Security

Help Net Security

Police arrest 10 suspected members of Black Axe cybercrime gang ShinyHunters claims it stole 1.4 million records from Udemy Sevii unveils Cyber Swarm Defense Mode to stop AI-driven attacks at scale Alleged Chinese hacker extradited to US over cyberattacks targeting COVID-19 research Cequence Agent Personas bring granular control and governance to enterprise AI agents NowSecure MARI gives enterprises evidence-based visibility into third-party mobile app risk The metrics killing your SOC, and what to use instead US state privacy fines reached $3.425 billion in 2025 Canada’s first SMS blaster case leads to three arrests Linux storage management tool Stratis 3.9.0 adds online encryption and cache-less pool startup TLS Connect gives SMBs a right-sized automated tool to manage TLS certificates Aptori expands its platform with autonomous offensive testing to reduce security bottlenecks Your IAM was built for humans, AI agents don’t care The AI criminal mastermind is already hiring on gig platforms 25 open-source cybersecurity tools that don’t care about your budget Product showcase: LuLu reveals unauthorized outbound connections from Mac apps Week in review: Claude Mythos finds 271 Firefox flaws, Vercel breach Users advised to drop passwords and make room for passkeys - 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Qodo expands platform to help teams govern AI-generated code and engineering standards - Help Net Security
Industry News · 2026-06-24 · via Help Net Security

Qodo has announced three new platform capabilities: Cross-Repo Code Review, Custom Rules Miner, and Skill Review Standards. These new capabilities address a set of governance gaps that have emerged as AI-generated code reaches enterprise scale.

Qodo AI-generated code governance

AI agents have fundamentally changed how software is built. Code that once required developers to write, test, and review is now generated and pushed by agents operating with increasing autonomy across the development lifecycle.

The governance systems that enterprises created for human-paced development were not designed for the agentic SDLC. Pull requests from teams with high AI adoption are already 154% larger, taking 91% longer to review, and shipping 9% more bugs (Google DORA 2025).

Organizations with historically strong governance frameworks are running into the same three problems:

  • When AI agents drive more cross-repository changes, dependency failures slip through because ownership and review remain fragmented across teams.
  • When critical engineering knowledge lives across documentation, tribal knowledge, and review history, agents have no reliable way to discover or apply it consistently.
  • When teams encode standards as Agent Skills, but those skills aren’t connected to the review process, reviews stay generic and disconnected from the standards teams have already defined.

“The volume of AI-generated code has outpaced every quality process enterprises had in place. Engineering organizations now need three things they have never had to govern at this scale: standards that exist somewhere a system can read and enforce, agents that apply those standards consistently, and visibility into the health of a codebase that no single engineer can hold in their head anymore. That is not a tooling problem. That is infrastructure,” said Itamar Friedman, CEO of Qodo.

With its new capabilities, Qodo is giving enterprises the ability to solve these problems and govern AI-generated code across repository boundaries; enforce standards that were previously unenforceable; and ensure that the standards teams have already defined are connected to every review.

Cross-Repo Code Review: Catching what single-repo review misses

As engineering organizations scale, the most consequential bugs are rarely contained within a single repository. A change to a shared library, an exported API, a data schema, or an infrastructure file can introduce breaking changes across dozens of downstream services, with no warning surfaced at the point of merge.

Cross-Repo Code Review (Beta) extends Qodo’s Git plugin to close this gap. When a PR modifies a shared dependency, the agent reads the registered consumer repositories and surfaces impact findings directly on the PR before merge: function signature violations, API contract breaks, schema evolution, and infrastructure drift that only become visible at the intersection of repositories. Engineering teams receive a complete cross-system impact assessment as part of their standard review workflow, without changing how they work.

Rules Miner: Standards discovery that works the way engineering organizations work

Enforcing coding standards at scale requires a prerequisite most approaches ignore: the standards have to exist somewhere a system can read them. For most engineering organizations, they don’t. They live in wikis, PR comments, and the institutional memory of senior engineers.

Qodo Rules Miner changes the starting point. Rather than requiring teams to define standards before enforcement can begin, it automatically discovers coding patterns from existing codebase behavior and PR history, then surfaces them as structured, enforceable rules within the Qodo platform. Standards that experienced engineers have consistently applied or consistently flagged become rules the entire organization can enforce, measure, and evolve, without manual authorship.

Skill Review Standards: a governance layer for agent skills

As organizations increasingly use agent skills to encode development workflows and best practices, managing those skills has become a governance challenge of its own. Qodo now provides centralized management for skills that contain code review instructions, coding standards, and engineering best practices. The platform discovers skills across repositories, surfaces them in a dedicated portal experience, and gives teams the ability to control and measure their impact.

With skill-level controls, analytics, and attribution, engineering organizations can manage review standards as a governed program rather than a collection of files distributed across repositories.