AI Agents

Most groups deal with ‘which mannequin’ as the necessary choice. The harness engineering literature retains pointing some place else. In LangChain’s Terminal-Bench experiment, altering solely the harness—identical mannequin all through—moved a coding agent from roughly thirtieth place into the prime 5. That consequence reframes the query. If the harness decides high quality, then the way…

google/sam isn’t Segment Anything. SAM right here means Sovereign Agent Mesh, an Apache-2.0 networking challenge for autonomous AI brokers. The downside it targets is concrete. Agents now run throughout cloud servers, on-prem datacenters, laptops, Raspberry Pis and Android units. Letting them share instruments normally means exposing inside scripts, LLM endpoints or personal APIs to the…

Nous Research has shipped Bot Mode for Hermes Agent, its MIT-licensed open supply agent. Bot Mode replaces the single-agent session listing with a roster of named bots. Each bot is a actual Hermes profile, with its personal chat, reminiscence, abilities, and pinned mannequin. Bots message one another by means of a persistent Agent Inbox and…

DeepSeek launched DeepSeek Harness v0.1 in developer preview and printed the complete supply code beneath the MIT license. The challenge ships as dsh at deepseek-ai/deepseek-harness. A harness is the layer between a mannequin and the atmosphere it acts in — the instruments, recordsdata, sandboxes, and management loop that allow an agent hold working. DeepSeek frames…

Meta has launched Muse Glimmer, a 30-billion-parameter multimodal mannequin distilled from Muse Spark. It is tuned for always-on native agent workflows, and ships underneath Apache 2.0. A 30B mannequin usually wants over 55 GB of reminiscence at full precision. Meta compresses it to roughly 4-bit, then provides block-level speculative decoding so it solutions quick sufficient…

Long-running brokers accumulate state that no transcript captures. A coding agent at step 10 holds edited recordsdata, a operating dev server, put in packages, and a heat immediate cache. When it misreads a traceback and rewrites a file that was already appropriate, neither obtainable restoration path is affordable: patching ahead grows the context and the…

Tencent Cloud has open-sourced TencentDB Agent Memory v2.0, a team-level reminiscence hub for AI brokers. The concept is tremendous easy: if venture context was already defined as soon as, a brand new session mustn’t want it repeated. The system turns conversations, paperwork and code into 4 reusable reminiscence property — Chat Memory, Skill, LLM-Wiki and…

Microsoft has open sourced code-testing-generator, a polyglot agent that writes unit checks after which proves they work. It ships within the dotnet-test plugin contained in the MIT-licensed dotnet/skills repository. The agent targets a hole that coding assistants normally go away open. A immediate like ‘generate unit checks’ doesn’t say which framework, file location or assertions…

Cloudflare has launched Kitesurf, a stateless net browser constructed particularly for AI brokers. It runs completely in V8 isolates on Cloudflare Workers, with no Chromium beneath. Browser engines like Chromium have been constructed for people, and their reminiscence and compute overhead makes one-browser-per-agent prohibitively costly. Agents don’t want tabs, extensions, or pixel-perfect 60-fps rendering. They…