A brand new Cursor study experiences that newer coding brokers usually retrieve recognized fixes as a substitute of deriving them, inflating standard benchmark scores. Reward hacking means a mannequin earns the reward with out doing the meant work. Here the reward is a passing take a look at. The meant work is deriving the bug…
Nous Research has expanded the Skills System inside Hermes Agent, its open-source self-improving agent. The new addition is /learn, a command that writes a reusable skill for you. Point it at a doc web page, an area SDK, a previous dialog, or pasted notes. The reside agent gathers the fabric, then authors a SKILL.md in…
Today, Sakana AI launched Sakana Fugu. It is a multi-agent orchestration system that behaves like one mannequin. You ship a request to a single endpoint. Fugu decides the way to deal with it internally. It solves a job straight when that’s sufficient. It additionally assembles and coordinates a crew of knowledgeable fashions when wanted. The…
Large language fashions are stateless by default. Each API name begins contemporary. The mannequin forgets your final message as soon as the response returns. That is okay for a single query. It breaks the second you construct an agent. Agents plan, name instruments, and run throughout many steps. They want to recollect. Memory is the…
Nous Research has added a Blank Slate setup mode to its open-source Hermes Agent. It inverts the standard onboarding. Instead of a absolutely loaded default, you begin with virtually nothing. Hermes Agent is the self-improving agent framework from Nous Research. It runs by yourself machine. The team announced the new mode on X. Blank Slate…
Most AI reminiscence remembers the person. It shops your preferences, your tastes, and your position. Perplexity is taking a completely different path. Today, Perplexity launched Brain, a self-improving reminiscence system for its agent product, Computer. Brain doesn’t deal with remembering you. It remembers what the agent did. That reframes what reminiscence in AI is for….
In this tutorial, we discover how NVIDIA SkillSpector helps us consider AI abilities for safety dangers earlier than they’re utilized in real-world workflows. We construct a managed corpus containing each benign and intentionally weak abilities, scan them by means of SkillSpector’s programmatic LangGraph workflow, and set up the ensuing danger scores and findings with pandas….
Nous Research has shipped a change to Hermes Agent. Its delegate software can now run subagents asynchronously. Per the announcement, delegated work not blocks the mother or father chat. Hermes Agent is an open-source private agent from Nous Research. A mother or father agent can spawn little one brokers, known as subagents, to fan out…
Claude Code began as a terminal coding assistant. It now runs as a layered agentic system. Underneath, Claude Code separates reminiscence, hooks, abilities, subagents, plugins, and MCP into distinct layers. Each layer adjustments what the mannequin can see or do. This article covers 25 options and techniques for scaling Claude Code. It is written for…
Databricks launched Omnigent, an open supply ‘meta-harness’ for AI brokers. The undertaking ships below the Apache 2.0 license. The Databricks AI group constructed it with Neon. A harness is the wrapper round a mannequin that turns it into an agent. Claude Code, Codex, and Pi are harnesses. Omnigent sits one stage above them. It treats…