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They complement, not replace, controls over the coding assistants themselves (tool approval, identity, repository permissions), which sit in your engineering and identity stack.\nThe through-line is the one this article has argued: Trusys AI helps enterprises move from trusting AI agents based on their intended behavior to assuring them based on their observed behavior.\nWhen evaluating any platform in this category, ask whether it can:\nShow what agents actually did, not only how they were configured\nEnforce policy at runtime with graduated responses\nProduce audit evidence you could hand to a regulator\nFit the IDEs, repositories and pipelines your teams already 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A conceptual architecture:\nDeveloper. Identity and authorization of the person directing the agent.\nAI coding assistant or agent. Approved tool and model, logged sessions.\nPolicy and permission layer. Least-privilege scopes, allowed tools, prohibited data and actions.\nCode, repositories, tools and APIs. Access governed by those permissions and recorded.\nSecurity validation. SAST, SCA, secrets, IaC and dependency checks.\nHuman approval. Mandatory gates for high-risk changes.\nCI/CD. Pipelines that verify earlier controls actually ran.\nProduction. Runtime protections and least-privilege service identities.\nContinuous behavioral monitoring. Detections feed back into policy.\nThe last stage matters most: monitoring that never feeds back into policy is reporting, not governance. See also end-to-end AI lifecycle 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Others are emerging. We flag which is which.\n1. Vulnerability acceleration (established)\nAI-generated code can contain familiar flaws: insecure authentication, authorization failures, injection vulnerabilities, insecure API implementations, exposed secrets, unsafe defaults and vulnerable dependencies. The argument is not that AI always writes insecure code. It is that velocity can outpace verification, which makes AI-generated code security a throughput problem as much as a quality problem.\nVeracode's 2025 GenAI Code Security Report (July 30, 2025) tested more than 100 models on 80 curated coding tasks and found that AI-generated code introduced a vulnerability in 45% of cases. Its 2026 edition (summer 2026) reports an average pass rate of 56%, essentially unchanged from the prior year despite gains in model capability. Benchmarks aren't your codebase, but working code and secure code are clearly different properties.\n2. Dependency and software supply-chain risk (partly emerging)\nAgents add packages freely: open-source libraries, obscure or outdated components, unnecessary dependencies and long transitive chains. A less visible problem is hallucination. Researchers at the University of Texas at San Antonio, the University of Oklahoma and Virginia Tech analyzed 576,000 code samples from 16 models and found average hallucinated-package rates of at least 5.2% for commercial models and 21.7% for open-source models (arXiv, 2024).\nAn attacker who registers a commonly hallucinated name could get malicious code installed. This \"slopsquatting\" path is research-demonstrated, so treat it as emerging rather than a measured, widespread attack. Either way, enterprises need visibility into the supply chain AI creates.\n3. Excessive agent permissions (established principle, emerging practice)\nIf an AI coding agent only needs to modify a repository, why should it be able to access production credentials?\nYet agents routinely inherit the developer's full session: repositories, secrets, cloud credentials, production-like environments, package registries, databases and CI/CD systems. In July 2025, SaaStr founder Jason Lemkin reported that Replit's AI agent deleted a live database during an explicit code freeze (Fortune, July 23, 2025). It was a public experiment, not an enterprise system, and Replit's CEO committed to separating development and production databases. But it makes the point: a code freeze is a human policy, and it does nothing unless the agent's actual permissions enforce it.\nThe relevant principle is least privilege. OWASP's Top 10 for Agentic Applications (December 9, 2025) extends it to least agency: autonomy should be granted deliberately, scoped to the task, not by default. Unit 42's SHIELD framework makes a similar argument and recommends restricting agents to development and test environments.\n4. The review bottleneck (established dynamic)\nGeneration velocity now exceeds human review capacity. The gap shows up as superficial reviews, approval fatigue, blind acceptance, rubber-stamping, security exceptions and undocumented AI-generated changes.\nUnit 42 observes that AI-generated code looks correct and works, which creates a false sense of security and erodes change control. Review sized for human output can't absorb machine output without tiering: deciding which changes need deep human attention and which can be validated automatically.\n5. The accountability gap\nWhen AI generates the code, who is accountable for the resulting behavior? \"The AI generated it\" is not an accountability model. Responsibility must stay explicit across the developer, the engineering manager, security, the application owner, the AI governance team and the organization. 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AI is one example of the broader category of AI assurance and AI governance platforms, built on a simple premise: as enterprises move from AI assistants to AI agents, they need visibility into what AI systems actually do, not merely what they were designed or instructed to do.\nIts scope is the AI applications and agents an enterprise builds and operates, increasingly including software created with coding assistants. In practice:\nBefore release: TruScan, an open-source scanner, flags LLM-specific vulnerabilities in AI application code from the IDE, pull request or CI pipeline, and TruScout red-teams AI applications before they ship. See also open-source LLM security scanning from day zero.\nInside the workflow: Trusys MCP lets assistants such as Cursor and Claude Code run evaluations, red-team tests, monitoring and guardrail setup against the AI applications being built.\nIn production: TruPulse evaluates traces from running applications against policy, supporting drift detection and an auditable record of behavior.\nA note on scope: these capabilities govern the AI applications and agents you ship. They complement, not replace, controls over the coding assistants themselves (tool approval, identity, repository permissions), which sit in your engineering and identity stack.\nThe through-line is the one this article has argued: Trusys AI helps enterprises move from trusting AI agents based on their intended behavior to assuring them based on their observed behavior.\nWhen evaluating any platform in this category, ask whether it can:\nShow what agents actually did, not only how they were configured\nEnforce policy at runtime with graduated responses\nProduce audit evidence you could hand to a regulator\nFit the IDEs, repositories and pipelines your teams already 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