A collective article by seven authors (**Zach Davis**, **Michelle Gill**, **Elisabeth Hendrickson**, **Angie Jones**, **Sha Ma**, **Randy Shoup**, **James Wickett**), published in the *Enterprise Technology Leadership Journal* by **IT Revolution** (fall 2026, vol. 3, no. 2), under a CC BY-NC-SA license. About **7,500 words**, titled *« Toward a Pattern Language for Code Reviews in the Age of Agentic AI »*. **(A)** Framing: code review is defined as an examination by a non-author entity leading to an action; empirical studies (Microsoft 2013, Mäntylä 2009, Beller 2014) show that its value lies mainly in maintainability and knowledge sharing, less in functional defect detection. **(B)** Three conditions for taking the human out of the critical path: maximal deterministic validation, **risk-graded** review, a **durable trace** of every agent decision; *« no human in the loop »* is a configuration choice, not a default. **(C)** Nine composable patterns, presented as a toolbox rather than a maturity ladder: small changes, Shift Left, design for verification, deterministic engineering practices, context engineering, continuous quality loop, adversarial LLM review, multi-agent reviews, specification-driven development. **(D)** Three case studies: **Block**, **Cloudflare** (131,246 reviews across 48,095 PRs in one month, 1.2 findings per review), **DryRun Security**. Extends the corpus's notes on context engineering and agent-assisted code review.
#agentic code review#code review#pattern language
Zach Davis (LaunchDarkly) · Michelle Gill (Engineered by AI) · Elisabeth Hendrickson (Curious Duck) · Angie Jones (Agentic AI Foundation) · Sha Ma (Topogy) · Randy Shoup (CircleCI) · James Wickett (DryRun Security) ; article collectif · IT Revolution.
Research article published in **ACM Queue** (vol. 24, no. 3 — thematic issue "LLMs") on **July 20, 2026**, authored by **Joseph Valente** (Director of Product Management, Alphabet Security) and **Michal Zalewski** (Distinguished Engineer, Alphabet Security strategist — the *lcamtuf* of offensive security). **CC BY 4.0** license, **29,143 downloads** in ten days, **a single bibliographic reference**: the 2014 **BeyondCorp** whitepaper. This is not incidental — the article explicitly positions itself as **BeyondCorp's generic successor** and takes on its function: *"publish the vision so the industry can align to it."* **Thesis**: the **application-boundary model is reaching end of life**. The three assumptions that underpinned BeyondCorp — *accessors are human, actions occur at human speed, the application is the right trust boundary* — are all three obsolete now that AI agents access data at **10 times the rate of humans** and reason over vast unstructured corpora. **Beyond Zero** therefore shifts the trust boundary **from the application to the individual action on the individual resource**, and investigation **from after-the-fact to real-time**. **Four-component architecture forming a loop**: *autonomous governance* (which uses AI to build a living **enterprise world model** — Who / What / How — by explicit analogy with a self-driving car's world model), *event intake* (server, client, and **agent activity** signals: prompts, execution plans, tool invocations), *reasoning engine* (hierarchical AI, **fast** for ABAC at access time and **slow** for inference over a sequence of actions; *allow / deny / challenge* verdict), and *challenge infrastructure* (reversible **challenges** — justification, security key tap, approval, **selfie** — vs. durable **containments**, sometimes lifted only after the security team interviews the employee and their manager). **The central design move is the floor/ceiling split**: **static policies** (the floor, statically verifiable) under a **dynamic reasoning engine** (the ceiling) — an explicit rejection of a *"fully dynamic, hard-to-statically-verify"* model. **The named attack vector**: **ambient authority**, the agent inheriting its human's full, often overprovisioned permissions. **Three reservations noted**: this is a **vision paper, not a war story** — zero production metrics, zero false-positive rate, zero deployment scale, whereas [[uber-engineering-agent-identity-crisis-zero-trust-spire-2026-05-21]] had published a P99 < 40 ms and thousands of agents in production two months earlier; an **internal order-of-magnitude inconsistency** (tens of millions of actions/s in the problem statement vs. thousands of decisions/s in the abstract and conclusion); and a **massive European blind spot** — the described system is also an employee-surveillance apparatus (selfie, client-side signals, baselining against the peer group), without a single line on GDPR, proportionality, or employee representative bodies.
#Beyond Zero#BeyondCorp#zero trust
**Joseph Valente** — Director of Product Management · en charge des efforts de sécurité entreprise au sein d'**Alphabet Security** ; son périmètre couvre l'ensemble des business units d'Alphabet (Google Ads, DeepMind, YouTube, Devices, Cloud). Précédemment à l'origine de ce qui est devenu le **Sovereign Cloud de Google** (l'offre de compute souverain de Google Cloud) — détail notable pour un lectorat européen. Avant Google : cofondateur de Pathify et Ebla · passage par Bain & Company.