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World desk5 min

How to Build an Agent That Explains Linter–AWS Disagreements

A linter and AWS can disagree because they inspect different inputs or answer different questions. A useful agent preserves both results and explains the boundary between them.
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A linter result and an AWS result can disagree without either one being wrong: they may inspect different artifacts, apply different rules, or run at different points in a deployment. A useful software agent should make those distinctions visible, preserve the evidence behind each finding, and explain plausible causes without claiming that a lint result predicts AWS acceptance—or that AWS acceptance proves a configuration meets organizational policy.

What the agent should compare

Treat a disagreement as a comparison between checks, not a contest with one winner. For each result, show the exact artifact or request context that was evaluated, the tool and rule or finding, the configuration location, the type of check, and when it ran. Include the original message and a link to the underlying report when available.

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Use these four axes to explain the difference:

  • Question: Is the check validating syntax and schema, applying organizational policy, validating an IAM policy, evaluating authorization, enforcing a deployment-time control, or monitoring a deployed resource?
  • Input: Did it receive a template, a policy document, a plan, a request context, or the configuration of an existing resource?
  • Timing: Did it run during editing, in CI/CD before deployment, during deployment, or after a resource existed?
  • Effect: Does it report findings, block a change, enforce a deployment-time rule, or flag deployed noncompliance?

These categories are a practical synthesis of AWS’s descriptions of the tools and workflows; they are not a published benchmark or a claim that every tool behaves identically in every configuration.

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Know which AWS check is involved

CloudFormation template inspection

AWS documents cfn-lint as checking CloudFormation JSON and YAML templates against resource provider schemas and additional rules. AWS describes it as a template inspection step that can run in an automated build. A cfn-lint finding is evidence about the template and rules it checked; by itself, it does not establish what IAM authorization will decide or whether a deployed resource will satisfy a separate organization policy.

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Policy-as-code checks

CloudFormation Guard evaluates structured JSON or YAML against policy rules. AWS explicitly states: “Guard doesn’t validate CloudFormation templates for valid syntax or allowed property values.” It also says, “Guard doesn’t provide server-side enforcement.” Guard is therefore not a replacement for template syntax and schema checks, and a Guard result alone is not proof that AWS will enforce a rule at deployment.

For Terraform, AWS’s 2026 policy-as-code guidance describes converting a Terraform plan to JSON, evaluating it against a shared policy library in CI/CD, and retaining the validation report as an artifact. That pre-deployment plan check and monitoring by AWS governance services after resources exist serve different points in the workflow.

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IAM policy validation and authorization

IAM Access Analyzer policy validation checks policy grammar and AWS best practices. Its findings are categorized as errors, security warnings, general warnings, and suggestions. Those findings concern a policy document; they are not the same as an authorization decision for a particular request.

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AWS authorization evaluates the request against applicable policies. AWS says requests are implicitly denied by default and that “An explicit deny overrides an explicit allow.” The evaluation path also differs between single-account and cross-account access. When an agent compares an IAM-related lint finding with an AWS decision, it should show whether the scenario is single-account or cross-account and identify the applicable policy context rather than reducing the result to “the linter is wrong.” See AWS’s policy evaluation logic.

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Deployment-time and post-deployment controls

CloudFormation Hooks can validate or enforce at deployment time. AWS Config rules evaluate resource configurations, including deployed resources, and can flag noncompliance. A result from either control has a different scope and timing from a linter or policy check that evaluated a proposed artifact before deployment.

Why results can differ

The checks answer different questions

A schema linter can identify a template issue while a policy engine evaluates organizational intent. IAM Access Analyzer can report a policy grammar or best-practice concern while an authorization evaluation decides whether a specific request is allowed. AWS Config can assess an existing resource rather than the proposed template. A mismatch across these results is not necessarily a contradiction: the checks may be answering separate questions.

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The inputs or evaluation time differ

AWS’s policy-as-code guidance notes limits that can affect some pre-deployment validation workflows: runtime parameters may not yet have values, resource identifiers may not exist until resources are created, and nested templates can present limits for the described Guard validation path. These are specific boundaries of the workflows discussed, not universal limitations of every tool. The agent should point to the unresolved value or missing context when it can establish one; otherwise, it should label the explanation unresolved rather than inventing a reconciliation.

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IAM decisions depend on request and policy context

An IAM policy finding does not, on its own, settle whether a request will be authorized. The decision depends on the request and applicable policies, and cross-account evaluation differs from single-account evaluation. If that context is unavailable, the agent should state what is missing rather than treating a policy linter’s output as the final AWS decision.

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A workflow for explaining a disagreement

  1. Identify the artifacts. Record the exact template, plan, policy document, or request context associated with each result. Do not assume two checks evaluated the same version.
  2. Classify the checks. Label each one as syntax/schema validation, organization policy, AWS policy validation, authorization, deployment-time enforcement, or post-deployment compliance.
  3. Preserve the evidence. Keep rule identifiers, original messages, report links, and run timing together. AWS’s OPA-in-CI/CD guidance specifically recommends retaining the validation report as an artifact.
  4. Compare scope and timing. Check whether the inputs differ and whether a parameter, generated resource identifier, or nested-template boundary affects the relevant pre-deployment check.
  5. Explain only what the evidence supports. Give a plausible reason tied to a concrete difference in input, scope, timing, or policy semantics. If none is established, mark the cause unresolved.
  6. Route the outcome to the right control owner. The agent clarifies what the checks say; the applicable deployment gate or AWS evaluation determines the actual operational result.

Organize checks around recurring controls

AWS’s 2026 guidance recommends organizing policy-as-code checks around recurring patterns, including required metadata, allowed configuration, exposure restriction, protection enforcement, and privilege constraint. An agent can use those categories to make policy findings easier to understand while keeping pre-deployment checks distinct from deployment-time enforcement and post-deployment governance or monitoring.

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