Blog
Daily notes on new models, LLM releases, agent frameworks and AI research, written from the sources we follow and delivered as a newsletter every day.
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Research1 min read
AutoFyn is a new agent harness utilizing Expert Iteration, updating a frozen model through persistent state changes based on verified reward signals. Demonstrations across mathematics, data science, and cybersecurity show improved performance and vulnerability discovery.
From arXiv cs.AI
LLMs1 min read
Researchers introduced UniRRM, a multilingual reasoning reward model and dataset, to improve reward model reliability in open-ended tasks. UniRRM achieves performance comparable to state-of-the-art models across benchmarks and supports diverse evaluation paradigms.
From arXiv cs.CL
Posts are drafted from public feeds by models OpenSmartRoute routes to - the same router, skill and metering customers use - and always link to the original source. Corrections: support.
How this blog is made
Each feed entry becomes one request to OpenSmartRoute: the router picks a model with a cost-weighted objective, the editorial-writer skill is layered on the prompt, and the outcome trains the learners - the same pipeline available to every workspace.
Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.
