jevbooks

← All projects

laravel-jev-moderation

phoenix1331/laravel-jev-moderation · Homepage

Confidence-aware content moderation for Laravel models via Jev.

Automated README summary

Automatically summarized from the README on 24 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A Laravel package for developers: add a trait to any Eloquent model and its content is classified on save, routing each item to passed, flagged for human review, or blocked using per-category thresholds.

How it uses Jev

On model save, the #[Moderate] fields are sent to Jev, which returns a probability per risky category. Each category's probability is compared to its own review_above and block_above thresholds; the strongest action wins, and the decision is recorded as an append-only row.

Primitives:choice

Technique worth stealing

Check every category with a rule, not just Jev's top choice, and let the strongest action win.

Try it

composer require phoenix1331/laravel-jev-moderation, then php artisan jev-moderation:install and jev-moderation:ping.

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.14.0
Project signals
jev-1.14.0
Category
jev-1.14.0
Pattern tags
jev-1.14.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectFound in material0.97
  • Shows a System One patternFound in material0.71
  • Describes handling uncertaintyFound in material0.78
  • Reports measured numbersnot found in the excerpt0.02
  • Is a runnable toolFound in material0.97
  • Top-10 learning shortlist signalnot found in the excerpt0.38
  • Is a replica of the modelnot found in the excerpt0.02
  • Solves a common problem (0–2)score on a 0–2 scale1.59 / 2
  • About JevFound in material0.99
Signals
Jev is core to the project0.97Shows a System One pattern0.71Describes handling uncertainty0.78Reports measured numbers0.02Is a runnable tool0.97Top-10 learning shortlist signal0.38Is a replica of the model0.0200.51Solves a common problem (0–2)1.59 / 2012

no-judgment band (0.40–0.60)

Design patterns
Traffic light0.99Fail open, fail closed0.87Funnel0.79Thermostat0.63Grey zone0.52Flight recorder0.48Scorecard0.42Viewfinder0.40Check-up0.32Questionnaire0.2300.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 24 Oct 2026.