memory module — 2 Technical Articles

Machine Learning Algorithms & Natural Language Processing

Feb 12, 2026 · Artificial Intelligence

Fast Generation, Weak Intelligence? The Harsh Reality of Diffusion Models for Agents

A comprehensive evaluation shows that while diffusion language models achieve higher generation speed through parallel decoding, they suffer from severe causal reasoning and formatting deficiencies, lagging far behind autoregressive models on embodied and tool‑calling agent tasks.

AI evaluationTool Callingagentic workflows

0 likes · 8 min read

Fast Generation, Weak Intelligence? The Harsh Reality of Diffusion Models for Agents

Architect's Alchemy Furnace

Jul 25, 2024 · Artificial Intelligence

Designing Autonomous LLM Agents: Architecture, Memory, Planning, and Learning Strategies

This article surveys the design of autonomous large‑language‑model agents, detailing their modular architecture—including profiling, memory, planning, and execution—while also reviewing common profiling methods, memory structures, planning techniques, action strategies, and various learning approaches such as exemplar, human‑in‑the‑loop, and environment‑feedback training.

AIAgent architectureAutonomous Agents

0 likes · 36 min read

Designing Autonomous LLM Agents: Architecture, Memory, Planning, and Learning Strategies