…https://mobisoftinfotech.com/resources/blog/ai‑development/llm‑api‑pricing‑guide — which gives practical advice on LLM API usage, token‑based pricing, and how to plan costs when working with LLMs. Putting…
…AI-generated summary LLM-powered multi-agent systems can now automate the full research pipeline from ideation to paper writing, but a fundamental question remains: automation for whom? Researchers operate under different…
…Bo Yin , Qi Li , Abstract FATE is an on-policy framework that uses failure trajectories to improve agent safety and performance through self-evolution and Pareto-aware optimization. AI-generated summary Tool…
…AI-generated summary LLM-based agents increasingly operate in persistent environments where they must store, update, and reason over information across many sessions. While prior benchmarks evaluate only single-entity updates, MEME…
…AI-generated summary Structured LLM workflows , where specialized LLM sub-agents execute according to a predefined graph, have become a powerful abstraction for solving complex tasks. Optimizing such workflows, i.e., selecting…
…The following papers were recommended by the Semantic Scholar API Skill Retrieval Augmentation for Agentic AI (2026) SkillX: Automatically Constructing Skill Knowledge Bases for Agents (2026) SkillLearnBench: Benchmarking Continual Learning Methods for…
…AI-generated summary Tool-augmented LLM agents tend to call tools indiscriminately, even when the model can answer directly. Each unnecessary call wastes API fees and latency, yet no existing benchmark systematically…
…High Accuracy Agentic Post-Training at Low Compute Cost (2026) Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR (2026) Learning Adaptive LLM Decoding (2026) Prompt replay: speeding up…
…spanning computation, memory, communication, and cost across network tiers. We present collaborative inference along two complementary and composable dimensions: vertical device-cloud collaboration and horizontal multi-agent collaboration , which can be combined…
…This is a big step toward more capable AI agents. At Automatio.ai , we're working on integrating similar autonomous web agents to streamline data extraction and web automation, letting users build…