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Can We Transfer SKILLS w/ Memory to HERMES?

2026-05-28 Science & Technology
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Description

What if AI agents could stop reinventing solutions - and instead accumulate transferable skills with memory like scientific knowledge evolving over time? In my new deep-dive, we explore MUSE-Autoskill, one new fascinating AI agent framework: self-evolving skills, memory attached to the skills themselves, DAG-based reasoning compression, and perhaps most surprising of all: GPT-5.5-generated capabilities transferring to another agent architecture. Are we witnessing the first step toward reusable intelligence beyond model weights? All rights w/ authors: MUSE-Autoskill: Self-Evolving Agents via Skill Creation, Memory, Management, and Evaluation Huawei Lin1,2,∗, Peng Li1, Jie Song1, Fuxin Jiang1, Tieying Zhang1,† from 1 ByteDance Inc., 2 Rochester Institute of Technology arXiv:2605.27366 #airesearch #aitechnology #hermes #gpt5

Top Comments (9)

@CreepyKiddo-y7s 2026-05-28

Skill transfer across architectures is the claim worth watching. Rest is incremental. Would love to see it hold with non-GPT seed skills.

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@vicentevilaramirez9309 2026-05-29

Pienso igual que tú, no se puede afirmar categóricamente que se transfieren las habilidades entre-modelos, es más bien una transferencia intra-modelos, debido al entrenamiento y por tanto, la base de conocimiento aprendido por el modelo (en este caso gpt 5.5 y su entrenamiento especifico). Esa misma conclusión, te debe de llevar a probar la teoría de transferencia de habilidades entre modelos, para responder completamente al enunciado objetivo del estudio analizado en el vídeo, debido a que cada modelo (por ejemplo qwen), debiera haber sido entrenado con otros datos y otras pruebas, por lo que si base de conocimiento será diferente, pero nunca igual).Sería muy interesante contrastar ese dato. Saludos.

0
@pablomena585 2026-05-28

last on the podium

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@kofi-tawiahagyeman 2026-06-01

Check Life - Harness

0
@nobilismaximus 2026-06-04

Oh ffs this is a transferabke skill parity framework. Its a format pronpblem . Did that six months ago but each agentic cli had a tool/$kill parity workflow co codex gemini etc has all the framework formsts . Blah blah, 😊

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@jonathanvinson6264 2026-05-28

First

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@JohnEP223 2026-05-28

Agree: No evidence that the skills transfer between models.

1 2 replies
@adilgun2775 2026-05-28

second

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@tom-et-jerry 2026-05-28

We all know that AGI will come from cognitive models in the style of Deepmind's TITANS, but in any case more complex than just LLM, so stop focusing on LLM, they're just making simple token predictions!

1 3 replies

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