# Hugging Face — Ecom-RLVE: Adaptive Verifiable Environments for E-Commerce Conversational Agents

- Company: Hugging Face (huggingface.co)
- Announced: 2026-04-16T00:00:00+00:00
- Category: research-paper
- Subject: Platform
- Source: https://huggingface.co/blog/ecom-rlve
- Record: https://forck.live/items/1516-ecom-rlve-adaptive-verifiable-environments-for-e-commerce-conversational-agents

The article presents Ecom-RLVE, an extension of the RLVE framework to multi-turn, tool-augmented e-commerce conversational agents, introducing eight verifiable environments (product discovery, substitution, cart building, returns, order tracking, policy QA, bundle planning, and multi-intent journeys) with procedural problem generation, a 12-axis difficulty curriculum, and algorithmically verifiable rewards. The authors train a Qwen 3 8B model with DAPO for 300 steps and present early results.

## Evidence

Verbatim from https://huggingface.co/blog/ecom-rlve:

> We extend the RLVE framework from single-turn reasoning puzzles to multi-turn, tool-augmented e-commerce conversations

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Record: https://forck.live/items/1516-ecom-rlve-adaptive-verifiable-environments-for-e-commerce-conversational-agents
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