---
title: "KeenDigit · Enterprise AI insights"
description: "Commentary and delivery notes for enterprises moving AI-native applications and workflows into production."
language: "en"
url: "https://keendigit.com/en/insights"
---

# KeenDigit · Enterprise AI insights

Commentary and delivery notes for enterprises moving AI-native applications and workflows into production.

## From AI ambition to *production decisions.*

Enterprise AI insights

Commentary and delivery notes for business, technology, and risk leaders building AI-native applications and workflows.

## Articles

- [eMudhra intermediate CA compromise: impact and remediation guide](<https://keendigit.com/en/insights/emudhra-ca-incident-remediation-guide/index.md>): Assess affected trust paths and update operating systems, browsers, runtimes, and containers, with checks for the actual certificate validator.
- [Eval thresholds as a release gate, not a dashboard](<https://keendigit.com/en/insights/eval-thresholds-release-gate/index.md>): Why we treat evaluation scores as a hard gate on shipping — and what changes when the whole team can see them.
- [Glass box, not black box: why regulated teams should demand the controls](<https://keendigit.com/en/insights/glass-box-controls/index.md>): Our position on why production AI in sensitive workflows needs visible evaluation thresholds, guardrails, and a human-review trail — not just convincing output.
- [What “human-in-the-loop” actually has to mean in production](<https://keendigit.com/en/insights/human-in-the-loop/index.md>): The difference between a review checkbox and a reviewer who can stop a release — and how to design for the latter.
- [NGINX vulnerabilities: causes, fixes and production verification](<https://keendigit.com/en/insights/nginx-remediation-guide/index.md>): Review five October 2026 NGINX vulnerabilities, their configuration prerequisites, branch-specific fixes, distribution backports and production verification.
- [Node.js, Java and Python: recent vulnerabilities and remediation guide](<https://keendigit.com/en/insights/node-java-python-security-remediation-guide/index.md>): Review runtime, framework and certificate updates, with branch-specific patch baselines, exposure conditions, temporary mitigations and production verification.
- [PHP2Shell: causes and remediation guide](<https://keendigit.com/en/insights/php2shell-remediation-guide/index.md>): Understand PHP2Shell lifecycle flaws, runtime upgrades, temporary mitigations, patch selection, and verification through the live Web request path.

## Team and security news

- [A milestone: our first contract-review assistant shipped to production — with its evidence attached](<https://keendigit.com/en/news/contract-assistant-shipped/index.md>): Our first AI-native engagement reached production behind an eval gate: grounded answers, guardrails green, and two cases routed to a human before delivery.
- [eMudhra CA incident: check every certificate validation path](<https://keendigit.com/en/news/emudhra-ca-security-update/index.md>): Separate impersonation risk, legitimate certificate migration, and overlooked application trust stores, then update and verify each path.
- [Introducing KeenDigit Assurance — independent, vendor-neutral review you can hand to a regulator](<https://keendigit.com/en/news/independent-assurance-program/index.md>): A standalone assurance program: we review your systems and the third parties you already rely on, with no platform to sell and no conflict of interest.
- [NGINX security update: configuration checks, upgrades and verification](<https://keendigit.com/en/news/nginx-security-update/index.md>): Revisit the October 14 NGINX release: assess five vulnerabilities, update the correct branch and verify live endpoints and replacement processes.
- [Node.js, Java and Python security updates: patch runtimes, dependencies and trust stores](<https://keendigit.com/en/news/node-java-python-security-update/index.md>): Recent updates address Brotli, TLS, server frameworks and supply-chain risks. Prioritize exposed services, rebuild deployments and verify running instances.
- [PHP2Shell security update: upgrade and verify your runtime](<https://keendigit.com/en/news/php2shell-security-update/index.md>): Both PHP engine vulnerabilities need fixes. Review runtime upgrades, replacement of old workers, and verification through real Web requests.
- [KeenDigit opens its Rawlins delivery studio — with a glass-box framework built in](<https://keendigit.com/en/news/rawlins-delivery-studio/index.md>): Our delivery studio in Rawlins, Wyoming is open, and every engagement now runs through one framework: production AI, shipped with its evidence attached.

## Contact

[Contact](<https://keendigit.com/en/contact#form>)

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