From Hallucination to Structure Snowballing: The Alignment Tax of Constrained Decoding in LLM Reflection
by From
Description
This paper is a **diagnostic study**, not a system paper. It investigates a three-component agentic self-correction pipeline built on the Reflexion framework:
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ARIS: Auto-Claude Code Research in Sleep — Deep Analysis
ARIS:
**ARIS** is a methodology-first, Markdown-driven skill system for autonomous ML research workflows. It orchestrates **cross-model collaboration** — Claude Code executes research while an external LLM (Codex, Gemini, or other) reviews work as an adversarial critic. The entire system is files + plain Markdown skills (no database, no framework), making it portable across Claude Code, Cursor, Trae, Codex CLI, and other agents.
arXiv:2603.03329 — AutoHarness: Improving LLM Agents by Automatically Synthesizing a Code Harness
arXiv
AutoHarness tackles a critical LLM agent failure mode: **agents making illegal/invalid actions**.
HN Multi-Agent Framework Link Triage
HN
**47 unique URLs extracted** across 6 categories from 6 HN threads (1,100+ combined points, 418 comments). The HN multi-agent community is skeptical of framework proliferation but hungry for: