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Parameterized Test Runs Without Losing Traceability
A green parameterized matrix without suite revision, dataset version, parameter bindings, build id, and run artifacts is incomplete evidence. Bind early, freeze inputs, package the full chain.
Ashwin Kondapalli
23 hours ago4 min read
Data-Driven Testing for Release Evidence: Datasets as Inputs
Data-driven testing for release evidence means versioned datasets are first-class inputs. Parameterized greens without a dataset version are incomplete evidence—not full traceability.
Ashwin Kondapalli
1 day ago3 min read
MCP Tool Contract Checklist Before Generating Tests
Before generating MCP Rigor acceptance tests, confirm approved tool, resource, or prompt contracts with inputs and expected behavior. Incomplete contracts yield discovery-only fallbacks—not acceptance coverage.
Ashwin Kondapalli
2 days ago3 min read
How to Write MCP Rigor (.mcpr) Suites Humans Can Review
Reviewable .mcpr suites name intent clearly, bind assertions to approved MCP contracts, keep secrets out of suite text, and require human approval before execution. Generated packages stay review-only until approved.
Ashwin Kondapalli
2 days ago3 min read
Why Passing MCP Rigor Tests Do Not Authorize a Release
Passing MCP Rigor tests do not authorize a release. A successful run is not automatic release certification. Go/no-go can still block on coverage gaps, freshness, approvals, severity, or discovery-only suites.
Ashwin Kondapalli
4 days ago3 min read
MCP Rigor Tests: Discovery Smoke vs Acceptance Coverage
MCP Rigor discovery smoke confirms the server can list tools. Acceptance coverage requires approved tool, resource, or prompt contracts and human-reviewed assertions. A successful run does not authorize a release.
Ashwin Kondapalli
5 days ago4 min read
From Test Results to Release Evidence: Preserving Traceability
Green CI is not release evidence by itself. Preserve traceability from requirement through reviewed tests and governed runs into the Release Compliance Dossier—so decisions cite the intended build.
Ashwin Kondapalli
Sep 301 min read
Intent-Based Testing: From Business Requirement to Reviewed Automation
Intent-based testing starts from the requirement—not a blank suite. Generate a review-only package, approve what humans trust, then run governed automation that preserves evidence for release review.
Ashwin Kondapalli
Sep 301 min read
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