LibreTechni.ca
  • Communities
  • Create Post
  • Create Community
  • heart
    Support Lemmy
  • search
    Search
  • Login
  • Sign Up
cm0002 to AI - Artificial intelligence@programming.devEnglish · 2 hours ago

Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

arxiv.org

external-link
message-square
0
fedilink
  • cross-posted to:
  • technology@lemmy.ml
2
external-link

Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

arxiv.org

cm0002 to AI - Artificial intelligence@programming.devEnglish · 2 hours ago
message-square
0
fedilink
  • cross-posted to:
  • technology@lemmy.ml
Agentic crafting requires LLMs to operate in real-world environments over multiple turns by taking actions, observing outcomes, and iteratively refining artifacts. Despite its importance, the open-source community lacks a principled, end-to-end ecosystem to streamline agent development. We introduce the Agentic Learning Ecosystem (ALE), a foundational infrastructure that optimizes the production pipeline for agentic model. ALE consists of three components: ROLL, a post-training framework for weight optimization; ROCK, a sandbox environment manager for trajectory generation; and iFlow CLI, an agent framework for efficient context engineering. We release ROME, an open-source agent grounded by ALE and trained on over one million trajectories. Our approach includes data composition protocols for synthesizing complex behaviors and a novel policy optimization algorithm, Interaction-Perceptive Agentic Policy Optimization (IPA), which assigns credit over semantic interaction chunks rather than individual tokens to improve long-horizon training stability. Empirically, we evaluate ROME within a structured setting and introduce Terminal Bench Pro, a benchmark with improved scale and contamination control. ROME demonstrates strong performance across benchmarks like SWE-bench Verified and Terminal Bench, proving the effectiveness of ALE.
alert-triangle
You must log in or register to comment.

AI - Artificial intelligence@programming.dev

Aii@programming.dev

Subscribe from Remote Instance

Create a post
You are not logged in. However you can subscribe from another Fediverse account, for example Lemmy or Mastodon. To do this, paste the following into the search field of your instance: !Aii@programming.dev

AI related news and articles.

Rules:

  • No Videos.
  • No self promotion: Don’t post links to your articles.
Visibility: Public
globe

This community can be federated to other instances and be posted/commented in by their users.

  • 3 users / day
  • 53 users / week
  • 232 users / month
  • 615 users / 6 months
  • 1 local subscriber
  • 235 subscribers
  • 172 Posts
  • 118 Comments
  • Modlog
  • mods:
  • Vacant@programming.dev
  • cm0002@programming.dev
  • BE: 0.19.5
  • Modlog
  • Instances
  • Docs
  • Code
  • join-lemmy.org