--- title: AI Governance url: "https://goremy.ai/blog/topic/ai-governance" type: topic section: AI News & Models updated: "2026-11-13T01:00:23.224Z" posts: 48 --- # AI Governance How companies adopt AI safely: shadow AI, policies, employee-built tools and the rules every team should know. Answers: How should a company write an AI use policy for its employees? ## Posts (48) - [How Does Nod Keep Agent Memory and Payments Safe?](https://goremy.ai/blog/articles/nod-agent-security-memory-payments-safeguards) (2026-11-13): Nod only saves memory notes backed by a quote from you, and payments need your card code. See the 216-attack test, the 93.2% LongMemEval score and caveats. - [Simulon APK: Where to Download It for Android Safely](https://goremy.ai/blog/articles/simulon-apk) (2026-11-12): Simulon's official Android app is on Google Play. Learn how to install it, why third-party APK files are risky, and how to verify a file if you must. - [What Is Agent-Native Version Control? How It Differs From Git](https://goremy.ai/blog/articles/what-is-agent-native-version-control) (2026-11-12): Agent-native version control tracks AI agent work as branches, checkpoints and history tied to prompts and specs. Here is how it differs from plain Git. - [How Did Attackers Abuse Binance's Internal AI Tool?](https://goremy.ai/blog/articles/binance-hack-internal-ai-tool-fake-job-interview) (2026-11-11): A fake job test on a work laptop reportedly let attackers use an internal AI tool to reach wallet engineers at Binance. Here is what happened and how to scope agent access. - [Will AI Make Us Busier or Free Up Time? Altman's View](https://goremy.ai/blog/articles/altman-renaissance-vs-industrial-revolution-ai-busier) (2026-10-23): Sam Altman says coders are busier than ever, and wants a renaissance over an industrial revolution. What it means for work, compute and inequality. - [Why Do Parallel AI Coding Agents Fry Your Focus, and What Helps?](https://goremy.ai/blog/articles/ai-context-switching-fried-focus-software-factory) (2026-10-23): Parallel coding agents raise output but fragment attention. Here is why context switching drains you and how a more autonomous harness cuts the babysitting. - [What Is Shadow AI? Corporate Liability Risks and Who Is Accountable](https://goremy.ai/blog/articles/what-is-shadow-ai-corporate-liability-risks-and-who-is) (2026-10-21): Shadow AI can trigger AI-washing fraud charges, EU AI Act fines, and scraping lawsuits. See who holds the legal liability inside a company and how to govern it. - [How to Govern AI-Generated Internal Tools Without Slowing Teams](https://goremy.ai/blog/articles/how-to-govern-ai-generated-internal-tools-without-slowing-teams) (2026-10-21): Learn how to govern AI-built internal tools with a 30-day inventory, risk tiers, and a paved path, backed by data on shadow AI breach costs and exposed apps. - [What Is Shadow AI Voice Agent Risk? TCPA, BIPA, EU AI Act](https://goremy.ai/blog/articles/what-is-shadow-ai-voice-agent-risk-tcpa-bipa-eu-ai-act) (2026-10-21): No-code voice bots from Vapi, Bland AI, Retell and Synthflow can bypass IT. See the TCPA, BIPA, EU AI Act, and PCI/HIPAA risks and how to govern them. - [What Is Morgan Stanley AIMS? How the GPT-4 Advisor Assistant Works](https://goremy.ai/blog/articles/what-is-morgan-stanley-aims-how-the-gpt-4-advisor-assistant-works) (2026-10-21): Morgan Stanley AIMS is a GPT-4 assistant searching 100,000+ documents for 16,000 advisors. See how it works, its compliance guardrails, and eval setup. - [What Is Kaiser Permanente's AI Scribe? Rollout, Results, Risks](https://goremy.ai/blog/articles/what-is-kaiser-permanentes-ai-scribe-rollout-results-risks) (2026-10-21): Kaiser Permanente's ambient AI scribe reached 7,260 physicians and 2.5M encounters. See the NEJM results, the Nabla to Abridge switch, and QA guardrails. - [How to Block AI Content in Google Search Results](https://goremy.ai/blog/articles/how-to-block-ai-content-in-google-search-results) (2026-10-21): Block AI content in search with Google's udm=14 filter, uBlock Origin blocklists, Slop Evader, and AI-filtering engines like Kagi and DuckDuckGo. - [How to Secure Employee AI Agent Usage: A Step-by-Step Framework](https://goremy.ai/blog/articles/how-to-secure-employee-ai-agent-usage-a-step-by-step-framework) (2026-10-21): Secure employee AI agent usage in four steps by inventorying shadow agents, setting a fast approval policy, brokering MCP access, and monitoring continuously. - [How to Evaluate Internal AI Coding Tools Beyond Benchmark Scores](https://goremy.ai/blog/articles/how-to-evaluate-internal-ai-coding-tools-beyond-benchmark-scores) (2026-10-21): Learn how to evaluate internal AI coding tools using adoption, retention, PR throughput, and developer satisfaction instead of SWE-bench leaderboard scores. - [What Is an Enterprise LLM Gateway? Best Options for Sensitive Data](https://goremy.ai/blog/articles/what-is-an-enterprise-llm-gateway-best-options-for-sensitive-data) (2026-10-21): Compare Portkey, Kong, LiteLLM, Cloudflare, and AWS Bedrock on PII redaction, compliance certifications, and data residency to stop shadow AI data leaks. - [What Is MCP Shadow IT? How Employees Bypass Enterprise AI Plans](https://goremy.ai/blog/articles/what-is-mcp-shadow-it-how-employees-bypass-enterprise-ai-plans) (2026-10-20): MCP shadow IT is when employees link personal AI accounts to Slack, Notion, and Gmail. See the data, the Asana leak, and how IT teams can respond. - [How to Stay Valuable as a Software Engineer When AI Writes the Code](https://goremy.ai/blog/articles/how-to-stay-valuable-as-a-software-engineer-when-ai-writes-the) (2026-10-20): Which software engineering skills matter when AI writes the code? Learn five: directing agents, verifying output, system design, governance, and ownership. - [How to Monitor AI Agents in the Workplace: A Step-by-Step Guide](https://goremy.ai/blog/articles/how-to-monitor-ai-agents-in-the-workplace-a-step-by-step-guide) (2026-10-20): Learn how to monitor AI agents at work with a six-step framework: agent inventory, non-human identity, autonomy tiers, runtime logging, kill switches, and NIST/OWASP alignment. - [Stop Pasting Internal Documents Into ChatGPT. Build This Instead.](https://goremy.ai/blog/articles/how-to-securely-use-chatgpt-for-internal-company-documents) (2026-10-20): Employees are pasting trade secrets into ChatGPT. Here's how to build a locally hosted, permission-aware document scanner that stops the leak without a ban. - [AI Coding Tools Are Quietly Fixing Developer RSI. Burnout Is Still Rising.](https://goremy.ai/blog/articles/can-ai-coding-tools-reduce-developer-burnout-and-rsi) (2026-10-16): AI coding assistants cut keystrokes and seem to ease RSI for some developers, but burnout keeps rising. Here's what the data actually shows. - [We Tested Our Team on Spotting AI-Generated Work. They Failed.](https://goremy.ai/blog/articles/can-employees-tell-if-content-is-ai-generated-we-tested-it) (2026-10-14): We secretly tested our team on spotting AI vs. human content. Accuracy barely beat a coin flip, matching research from 19% to 76%. Here's what to build instead. - [The 'LLMentalist' Trap: Why AI-Built Internal Tools Break in Production](https://goremy.ai/blog/articles/how-to-test-ai-generated-code-before-it-breaks) (2026-10-12): AI models optimize to look correct, not to be correct. Here's how to test AI-generated code and sandbox employee-built tools before they fail in production. - [Can ChatGPT Analyze Your Tax Return? Here's the Catch](https://goremy.ai/blog/articles/can-chatgpt-analyze-tax-returns-what-actually-happens) (2026-10-11): ChatGPT can read a 1040 or W-2, but accuracy is spotty and your data's fate isn't yours to control. Here's what uploading your return really risks. - [How to Audit AI-Generated Code in the Enterprise: The 6-Step Framework](https://goremy.ai/blog/articles/how-to-audit-ai-generated-code-in-the-enterprise) (2026-10-10): Open source can't agree on AI code policy. Here's the 6-step framework enterprise IT leaders can use to audit AI-generated and shadow AI code. - [Will AI Replace Web Developers? What the Data Actually Shows](https://goremy.ai/blog/articles/will-ai-replace-web-developers-the-real-data) (2026-10-10): AI isn't replacing web developers. It's automating boilerplate. Here's what BLS, Anthropic, and SignalFire data show about the real job shift. - [5 Shadow AI Risks: When Employee-Built Bots Start Lying and Hustling](https://goremy.ai/blog/articles/5-shadow-ai-risks-you-need-to-govern-not-just-ban) (2026-09-27): Employee-built AI agents can lie, blackmail, collude, and commit fraud under pressure. Here are 5 documented shadow AI risks and how to govern them. - [I Don't Want to Read What Your AI Didn't Write: The Trust Deficit in AI Tools](https://goremy.ai/blog/articles/how-to-verify-ai-generated-documents-and-code) (2026-09-25): AI text detectors don't work, and asking the AI to check itself doesn't either. Here's the actual procedure for verifying AI-generated documents and code. - [The 'Bring Your Own Agent' Era Is Breaking IT Governance](https://goremy.ai/blog/articles/how-to-govern-unauthorized-ai-agents-at-work) (2026-09-23): Employees now give AI agents standing access to email and files, not just chatbots. Here's how to govern shadow agent identities before they cost you. - [How to Govern Shadow AI Tools: 5 Open-Source Fixes That Work](https://goremy.ai/blog/articles/how-to-govern-shadow-ai-tools-5-open-source-fixes) (2026-09-22): Bans don't stop shadow AI. Here are 5 open-source tools IT leaders use to inventory, secure, and govern employee-built AI agents instead. - [5 Ways AI Training Cutoffs Quietly Break Employee-Built Automations](https://goremy.ai/blog/articles/ai-model-training-cutoff-risks-5-ways-stale-ai-breaks-tools) (2026-09-21): Employee-built AI automations inherit a frozen model worldview. Here are 5 ways training cutoffs and model drift quietly break shadow-built tools. - [Shadow AI Governance: How to Secure the Agents Employees Build](https://goremy.ai/blog/articles/shadow-ai-governance-a-step-by-step-framework) (2026-09-18): No-code tools let employees build real agents fast. Here's the identity-based, lifecycle-aware framework for governing shadow AI before it breaches you. - [Managing Autonomous AI Agents in the Workplace: The 'Walk Away' Problem](https://goremy.ai/blog/articles/managing-autonomous-ai-agents-in-the-workplace) (2026-09-13): Long-running agents like Astra now work unsupervised for days. Here's why IT governance built for software licenses fails, and the framework that replaces it. - [The Knowledge Cliff: Why AI Incident Response Fails When It Matters Most](https://goremy.ai/blog/articles/ai-incident-response-risks-the-knowledge-cliff-explained) (2026-09-11): AI writes the code and runs incident response, but no one understands the system that broke. Here's the governance gap turning outages into crises. - [How to Govern Employee ChatGPT Use and Shadow AI](https://goremy.ai/blog/articles/how-to-govern-employee-chatgpt-use-and-shadow-ai) (2026-09-09): Banning shadow AI doesn't work. Here's how to govern employee ChatGPT usage and custom GPTs with a tiered, earned-autonomy trust framework instead. - [Chrome Killed uBlock Origin. Here's What Enterprise IT Can Still Control](https://goremy.ai/blog/articles/chrome-manifest-v3-enterprise-ublock-origin-alternatives) (2026-09-08): Chrome killed uBlock Origin's full power for good. Here's why enterprise policy couldn't stop it, and which browsers and tools IT teams can still govern. - [The Accidental Engineers: When ChatGPT Memory Becomes Internal Software](https://goremy.ai/blog/articles/managing-employee-chatgpt-prompts-as-internal-tools) (2026-09-03): Employees built a shadow layer of business logic into ChatGPT's memory and custom instructions. Here's how to govern it before it walks out the door. - [How to Manage AI Agents in the Enterprise (Before They Manage You)](https://goremy.ai/blog/articles/how-to-manage-ai-agents-in-the-enterprise-a-practical-guide) (2026-09-02): Employees are building agent swarms with no registry, identity, or owner. Here's the governance model to manage AI agents in the enterprise without banning them. - [How to Write an Internal AI-Generated Code Policy (Using Debian and Linux's Playbook)](https://goremy.ai/blog/articles/how-to-write-an-internal-ai-generated-code-policy) (2026-09-02): Debian, the Linux kernel, and GCC just codified AI code rules. Here's how to turn their disclosure and accountability framework into your company's policy. - [How to Review AI-Generated Code Before It Reaches Production](https://goremy.ai/blog/articles/how-to-review-ai-generated-code-before-it-ships) (2026-09-02): A practical workflow for reviewing AI-generated code: acceptance gates, risk-based routing, dependency scanning, and where human review still matters most. - [The Open Source CEO: What Happens When AI Takes Over Judgment?](https://goremy.ai/blog/articles/can-ai-replace-product-managers-what-judgment-actually-costs) (2026-09-01): Developers built an open-source AI to replace their CEO as a joke. The real lesson: AI can do PM tasks, but not the judgment behind them. - [The Employee Rebellion: Disabling Intrusive Corporate AI](https://goremy.ai/blog/articles/how-to-manage-shadow-ai-in-the-workplace-2026-guide) (2026-08-29): Employees are disabling intrusive corporate AI and building their own tools instead. Here's what the data says actually works to manage shadow AI. - [What Is Persistent AI Compute and How Do You Govern It?](https://goremy.ai/blog/articles/what-is-persistent-ai-compute-and-how-do-you-govern-it) (2026-08-28): Employees are running long-lived AI agents from the CLI. Here is what persistent AI compute is and a practical framework IT can use to govern it. - [The Shadow AI Tech Stack: 5 Tools Employees Are Using to Build Their Own Apps](https://goremy.ai/blog/articles/5-shadow-ai-tools-employees-use-to-build-their-own-apps) (2026-08-28): From terminal coding agents to ngrok tunnels, here are the real shadow AI tools employees use to build software outside IT, and what it costs when it breaks. - [Shadow AI is Here: When Employees Build the Features You Won't Buy](https://goremy.ai/blog/articles/shadow-ai-is-here-what-it-is-and-why-its-spreading) (2026-08-27): Shadow AI is employees building software and agents without IT approval. Here's what the data says about how widespread it is and what it costs. - [The End of the Large Software Team](https://goremy.ai/blog/articles/end-of-the-large-software-team-ais-real-impact) (2026-08-26): AI copilots let one developer do what used to take a team. Here is what the research actually shows and what it means for build vs buy. - [Shadow AI Is Now Sitting on Your Employees' Desks](https://goremy.ai/blog/articles/shadow-ai-security-risks-local-models-wearables-enterprise) (2026-08-26): Employees are running local LLMs and AI wearables outside IT's view. Here's what shadow AI actually costs and exposes, with real breach data. - [The 'Claudish' Code Base: Governing the Apps Your Employees Build](https://goremy.ai/blog/articles/how-to-manage-employee-built-ai-apps-a-governance-guide) (2026-08-25): Employees are shipping real apps with AI coding tools, often insecurely. Here's how IT governs shadow AI software without killing the speed. - [The 'Free Claude' Problem: Why Shadow AI Is Your Next Governance Nightmare](https://goremy.ai/blog/articles/free-claude-problem-managing-shadow-ai-at-work) (2026-08-24): Employees are bypassing API costs with free Claude proxies and rogue bots. Here's how to govern shadow AI without killing the speed that makes it valuable.