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Agentic

Agentic transformation for language-based LLM

Advanced Tool Use in Claude Code

From Blog Concept to Practical Workflow: Based on Anthropic’s engineering post on advanced tool use, this article explains how to apply those ideas in a real Claude Code setup. Background Anthropic recently introduced three important concepts in advanced tool use: 1. Tool Search Tool 2. Programmatic Tool Calling (PTC)

Augmented Language Models: a Survey

A important survey for ALM from Yann LeCunn

Reinforcement Learning

Multiplex Thinking vs Maximum Likelihood Reinforcement Learning (MLRL)

How two 2025 reasoning training paradigms independently rediscovered “optimize search success instead of single‑trajectory accuracy”. TL;DR Both papers try to train language models for Pass@K / best‑of‑N decoding success rather than single‑sample correctness — but they approach the problem from completely different directions: Multiplex Thinking improves

Can @moltbot Run Jobs on a Specific OpenClaw Worker Node?

One important yet easily forgotten feature is the master-worker models in OpenClaw (previous Clawdbot, moltbot). If OpenClaw could only support a single-worker node, it's essentially the same as what I did for Claude code plugins for Slack, with supporting bi-directional communication between the target channel and the Claude