Blog

Posts tagged cost

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.

Get the daily issue

Every new post of the day, in one email. Confirmation required.

All Models LLMs Agents Research AI

#models 211 #agents 148 #llm 134 #research 112 #ai 92 #inference 73 #news 33 #evaluation 32 #benchmark 29 #training 16 #open-weights 15 #automation 13 #deployment 13 #security 13 #optimization 12 #aws 10 #safety 9 #generative-ai 8

ResearchSep 9, 20261 min read

MERIT Benchmark Evaluates Long-Term Memory in Tool-Using Agents

A new benchmark, MERIT, measures the cost-effectiveness of long-term memory for LLM agents executing tasks. Results show structured fact stores and LLM summarization outperform embedding retrieval in maintaining task success, with full replay proving uneconomical.

From arXiv cs.AI

AgentsSep 8, 20261 min read

SageMaker AI: G7, G6, and G5 LLM Inference Benchmarks

This benchmark compares the performance of Qwen3-Coder-30B and NVIDIA Nemotron-3-Nano-30B across G5, G6, G6e, and G7 GPU instances on SageMaker AI. G7 instances demonstrate price-performance gains for real-time LLM inference.

From AWS machine learning blog

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

Every post is a routed request

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.