AGENOVA
Developer ToolsQ/88 · Quality reviewed

AI Model Regression & Behavioral Drift Prevention Rules

$29.99One-time purchase

A production-grade Cursor rules package and evaluation harness configuration designed to prevent code generation regressions, benchmark LLM outputs, and enforce deterministic guardrails across model updates.

Current version
1.0.0
Files included
11
Digital delivery
Instant download

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Built to save a real afternoon

/01

Pin the model, the prompt and the decoding parameters

/02

Output contracts that refuse an unknown enum instead of defaulting

/03

Golden sets that survive a legitimate prompt improvement

/04

Nightly drift detection, so you do not learn it from a customer

/05

An evaluation harness in about 150 lines, not a platform

What is included

AI Model Regression & Behavioral Drift Prevention Rules

ANTI-PATTERNS.mdFILE/01
CHANGELOG.mdFILE/02
EVAL-HARNESS.mdFILE/03
LICENSE.mdFILE/04
README.mdFILE/05
fr/README.mdFILE/06
metadata/product.jsonFILE/07
rules/00-model-pinning.mdcFILE/08
rules/10-output-contracts.mdcFILE/09
rules/20-golden-tests.mdcFILE/10
rules/30-drift-detection.mdcFILE/11

Requirements

  • An application that calls a hosted or self-hosted LLM at runtime
  • The ability to record inputs and outputs for a sample of those calls
  • CI that can run a job on a schedule, not only on push

Digital delivery

Secure download available after payment confirmation.

Practical license

Use and adapt the files in your own projects.

Versioned files

A clear changelog is included in every package.

Version history

v1.0.0

First downloadable release of ai-model-regression-behavioral-drift-prevention-rules-f18c40e4.

Good questions, straight answers.

Does this name specific model versions?+

No, deliberately. A document listing current model identifiers is wrong within a quarter, and a rule citing a deprecated snapshot teaches the reader to discount the rest. The rules are provider-neutral.

Is it tied to a language or framework?+

No. The harness examples are Python and the design translates directly. The Cursor rules are plain .mdc files; the same content works in CLAUDE.md, AGENTS.md or Copilot instructions.

We already have tests. Why would this catch anything?+

Because drift does not change your code. Your suite stays green while the model underneath returns different output. Six of the seven failures documented in the pack were invisible to a green test suite.

How large does the golden set need to be?+

Thirty to a hundred hand-written cases built from real production inputs. Detection power flattens quickly past that; the nightly schedule matters far more than the case count.

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