Tagged articles

RLM

3 articles · Page 1 of 1
Machine Heart
Machine Heart
Aug 7, 2026 · Artificial Intelligence

Prime Agent’s RLM Harness Beats ARC‑AGI‑3 but Sparks Controversy

Prime Agent, an open‑source agent framework, claims a 95.5% score on ARC‑AGI‑3 by engineering the RLM harness and a Continual Harness for self‑improvement and long‑running tasks, yet critics question the depth of its recursion, potential reward‑hacking, and whether the benchmark results reflect genuine general intelligence.

ARC-AGI-3Prime AgentRLM
0 likes · 14 min read
Prime Agent’s RLM Harness Beats ARC‑AGI‑3 but Sparks Controversy
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 21, 2026 · Artificial Intelligence

MIT Researchers Embed Generalization in Harness: Short-Task Training Unlocks 32× Length Extrapolation

MIT CSAIL’s study shows that training a Recursive Language Model with a harness that keeps each model call locally in-distribution allows the system to extrapolate up to 32-fold longer sequences, achieve superior cross-domain transfer, and outperform transformer baselines despite higher training cost.

HarnessRLMTransformer
0 likes · 10 min read
MIT Researchers Embed Generalization in Harness: Short-Task Training Unlocks 32× Length Extrapolation
FunTester
FunTester
May 1, 2026 · Artificial Intelligence

DeepSeek‑TUI: A Terminal‑Native Programming Agent for DeepSeek V4

DeepSeek‑TUI is a terminal‑native programming agent built for DeepSeek V4 that goes beyond simple chat by reading project files, modifying code, executing shell commands, managing git, and supporting three interaction modes (Plan, Agent, YOLO) with a 1 million‑token context window and parallel RLM sub‑tasks.

AI programmingCLI toolDeepSeek
0 likes · 10 min read
DeepSeek‑TUI: A Terminal‑Native Programming Agent for DeepSeek V4