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External Control

3 articles · Page 1 of 1
DataFunTalk
DataFunTalk
Aug 12, 2026 · Artificial Intelligence

MemoHarness: The Next Evolution of Agents Happens Outside the Model

MemoHarness proposes shifting agent evolution from model parameters to the external control system, breaking the task execution into six editable dimensions, recording trajectories as experience, and demonstrating performance gains on terminal, code generation, and finance tasks while acknowledging limited experimental scale and transferability.

AIExperience LearningExternal Control
0 likes · 16 min read
MemoHarness: The Next Evolution of Agents Happens Outside the Model
Sohu Tech Products
Sohu Tech Products
Aug 5, 2026 · Artificial Intelligence

MemoHarness: The Next Evolution of Agents Happens Outside the Model

MemoHarness proposes an Agent Harness that keeps the language model frozen while learning to adjust external control layers across six editable dimensions, showing measurable gains on terminal, code‑generation, and finance benchmarks but acknowledging limited scale, selective transfer, and cost dependencies.

AI AgentsExternal ControlLLM
0 likes · 16 min read
MemoHarness: The Next Evolution of Agents Happens Outside the Model
DataFunTalk
DataFunTalk
Jul 27, 2026 · Artificial Intelligence

MemoHarness: The Next Evolution of Agents Happens Outside the Model

MemoHarness introduces an Agent Harness that keeps the language model frozen while iteratively optimizing the surrounding control system across six dimensions, showing measurable gains on terminal automation, code generation, and financial analysis tasks, yet acknowledges limited experimental scale and selective transferability.

AI AgentsEvaluationExternal Control
0 likes · 16 min read
MemoHarness: The Next Evolution of Agents Happens Outside the Model