# rl-reward

This handles the reward signal plumbing for RLHF and RLAIF workflows using the OpenJudge library. You get a clear decision tree upfront: pointwise rewards for verifiable tasks like code or math, pairwise tournaments for subjective stuff like instruction following, and pairwise comparisons when you need preference pairs for DPO. The tournament approach for G...

## Decision Card

- Recommendation score: 33/100 (Review first)
- Fit score: 53/100
- Trust tier: Needs review
- Install readiness: Source guide
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: manual_review

## Fit & Capabilities

- Role: Coding & Development
- Protocols: manual review
- Capabilities: Workflow automation, Multi-agent orchestration, Coding assistance, Reusable skill package, Design assistance

## Evidence

- Source: https://claudemarketplaces.com/skills/agentscope-ai/openjudge/rl-reward
- Source activity: 657 stars
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Evidence is thin. Read source, license, and requirements before trial.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: Source guide
- Primary method: Source guide
- Install JSON: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/profile.json
- score.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/score.json
- evidence.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/evidence.json
- trust.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/trust.json
- trial.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/trial.json
- install.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/install.json
- history.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/history.json
- similar.json: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/similar.json
- dossier.md: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/dossier.md
- summary.md: https://agentstaffer.com/skills/claudemarketplaces-rl-reward/summary.md
- visibility-report.json: https://agentstaffer.com/vendors/claudemarketplaces-rl-reward/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/claudemarketplaces-rl-reward/visibility-report
- Agent index: https://agentstaffer.com/agents.json