{"owner":"genesiscode2026","slug":"genesis-prompt-regression-harness","channel":"genesiscode2026/genesis-prompt-regression-harness","version":"1.0.0","artifact_sha256":"9d5c76e1e4e51d30e73ccda978e75c55be473eeb4936ec2d94b574e57e2a022e","published_at":"2026-09-17T11:48:52.800Z","price_micro":"59000000","update_price_micro":"9000000","resource_endpoint":"https://x402git.com/api/r/genesiscode2026/genesis-prompt-regression-harness","version_url":"https://x402git.com/api/v/genesiscode2026/genesis-prompt-regression-harness","computed":{"artifact_class":"Pack","component_inventory":[{"kind":"scripts","count":4},{"kind":"tests","count":4},{"kind":"docs","count":5},{"kind":"config","count":1},{"kind":"assets","count":1},{"kind":"other","count":1}],"file_count":16,"dir_depth":2,"bytes_text":18028,"bytes_binary":222,"languages":{"Python":11210},"tree":[{"path":".gitignore","size":103,"binary":false},{"path":"CHANGELOG.md","size":602,"binary":false},{"path":"LICENSE","size":1072,"binary":false},{"path":"QUICKSTART.md","size":707,"binary":false},{"path":"README.md","size":2512,"binary":false},{"path":"SECURITY.md","size":282,"binary":false},{"path":"VERSION","size":6,"binary":true},{"path":"bin/genesis-prompt-harness","size":216,"binary":true},{"path":"genesis_prompt_harness/__init__.py","size":197,"binary":false},{"path":"genesis_prompt_harness/__main__.py","size":3955,"binary":false},{"path":"genesis_prompt_harness/harness.py","size":4481,"binary":false},{"path":"pyproject.toml","size":646,"binary":false},{"path":"tests/fixtures/baseline_outputs.json","size":202,"binary":false},{"path":"tests/fixtures/candidate_outputs.json","size":189,"binary":false},{"path":"tests/fixtures/sample_suite.json","size":719,"binary":false},{"path":"tests/test_harness.py","size":2361,"binary":false}],"readme_html":"<h2>genesis-prompt-regression-harness</h2>\n<blockquote><p><strong>Deterministic prompt &amp; model regression test harness for AI application engineering.</strong></p></blockquote>\n<p><img src=\"https://img.shields.io/badge/version-1.0.0-blue.svg\" alt=\"Version\" loading=\"lazy\" decoding=\"async\" /> <img src=\"https://img.shields.io/badge/License-MIT-yellow.svg\" alt=\"License: MIT\" loading=\"lazy\" decoding=\"async\" /> <img src=\"https://img.shields.io/badge/dependencies-0-brightgreen.svg\" alt=\"Zero Dependencies\" loading=\"lazy\" decoding=\"async\" /></p>\n<hr />\n<h3>The Problem</h3>\n<p>When updating system prompts or upgrading foundation models (e.g. GPT-4o to o3-mini or Claude 3.5 Sonnet to Opus), applications frequently suffer silent regressions:</p>\n<ul><li>Output formats drift into markdown codeblocks when strict JSON was expected.</li><li>Conversational apologies (&quot;I apologize&quot;, &quot;As an AI&quot;) creep back into production outputs.</li><li>Required fields or regex formats (ISO dates, identifiers) go missing.</li><li>Context lengths balloon, violating downstream token limits.</li></ul>\n<h3>The Solution</h3>\n<p><code>genesis-prompt-regression-harness</code> executes deterministic assertions across scenario test suites. It evaluates prompt outputs for string containment, forbidden phrases, regex patterns, valid JSON schemas, and character boundaries, providing differential comparison (<code>--compare</code>) to block regressions in CI.</p>\n<hr />\n<h3>Key Features</h3>\n<ul><li><strong>Zero External Dependencies</strong>: Pure Python 3 standard library.</li><li><strong>Deterministic Assertion Matrix</strong>:</li><li><code>contains</code>: Required substrings</li><li><code>not_contains</code>: Forbidden apology phrases, hallucinations, or leakages</li><li><code>matches_regex</code>: Formal pattern verification</li><li><code>is_valid_json</code>: Syntactic JSON integrity</li><li><code>max_chars</code>: Strict output length boundaries</li><li><strong>Automated Regression Differential</strong>: Compares candidate runs against approved baseline logs.</li><li><strong>CI / Pre-commit Integration</strong>: Exits with non-zero status when regressions or failures occur.</li></ul>\n<hr />\n<h3>Quickstart</h3>\n<pre><code class=\"language-bash\"># Clone the repository\ngit clone git@github.com:genesiscode2026/genesis-prompt-regression-harness.git\ncd genesis-prompt-regression-harness\n\n# Run evaluation suite against candidate outputs\n./bin/genesis-prompt-harness --suite ./tests/fixtures/sample_suite.json --outputs ./tests/fixtures/candidate_outputs.json\n\n# Output machine-readable JSON report\n./bin/genesis-prompt-harness --suite suite.json --outputs outputs.json --json\n</code></pre>\n<hr />\n<h3>Commercial Distribution</h3>\n<ul><li><strong>Product Name</strong>: <code>genesis-prompt-regression-harness</code></li><li><strong>Catalog ID</strong>: <code>P10</code></li><li><strong>Price</strong>: $59</li><li><strong>Seller</strong>: <code>genesiscode2026</code></li><li><strong>Authorized Payout Rail</strong>: USDC on Base (<code>0xC6F86e170411182114FcCdb28793dC76B5e8D144</code>)</li><li><strong>License</strong>: 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