Multi-Agent

A practical, docs-grounded guide to Claude Code's Agent View — the multi-session dashboard Anthropic released on May 11, 2026. Covers parallel dispatch, automatic git-worktree isolation, background sessions, billing implications, and runaway-cost guardrails for serious team use.

OpenAI's Symphony, released in 2026 as an open-source spec, defines a "ticket-driven AI development" pattern: each Linear issue gets its own Codex agent in its own workspace and runs until the issue reaches a terminal state. This article walks through the spec's core ideas, the Elixir reference implementation, the polling / supervisor / workspace-isolation architecture, and the realistic operational considerations for adopting it — based on publicly available information.

Complete guide to custom AI agent development using Claude Code Agent SDK. Covers Python implementation, custom tool definition, Hook implementation, sub-agent utilization, multi-agent orchestration, and CI/CD integration patterns for enterprise applications.

**[agmsg](https://github.com/fujibee/agmsg)** is an open-source (MIT) **cross-vendor messaging tool for CLI AI coding agents** by **fujibee** ([official site agmsg.cc](https://agmsg.cc/)). It lets **Claude Code, Codex, Gemini CLI, GitHub Copilot CLI, Antigravity, and OpenCode** talk to each other through a shared local SQLite file — so **humans stop being the copy-paste courier between tools**. Tagline: "You stop being the copy-paste courier between your agents." **Highlights**: - **Only dependencies are bash and sqlite3** — no daemon, no network, no Python - **Three delivery modes** — `monitor` (~5s real-time push), `turn` (between-turn polling), or `both` - **N-agent teams**, role switching (`actas`), spawning new agents (`spawn`), and clean teardown (`despawn`) - **Not MCP, not subagents, not a message queue** — a peer-to-peer messaging layer between sessions - **One-line install**: `npx agmsg` - **Claude Code Plugin Marketplace**: `/plugin install agmsg@fujibee-agmsg` **Product Hunt #5 Product of the Day on June 9, 2026** (219 upvotes, 39 comments). GitHub stars 859, v1.1.1 (June 25, 2026). Community-built derivatives include agmsg-shogi, agmsg-go, and agmsg-mcp. **Oflight's take**: unlike [Loop Engineering](../columns/loop-engineering-ai-agent-paradigm-2026-06) or [Sakana Fugu's orchestration model](../columns/sakana-fugu-orchestration-model-2026-06), agmsg occupies a different niche — **peer-to-peer messaging at the same layer, across tools**. It's an especially natural fit for the [Claude Code Agent View parallel-orchestration](../columns/claude-code-agent-view-parallel-orchestration-2026) workflows, and the most pragmatic way to stitch multi-vendor LLMs into one dev workflow. The article closes with **three direct inquiry funnels** for AI agent environment setup and custom integration.

An in-depth exploration of NVIDIA's NemoClaw and OpenClaw combination announced in March 2026, presenting a new approach to enterprise AI agent development. We examine OpenShell's secure execution environment, Supervisor+Worker multi-agent architecture, and integration with major frameworks like LangChain and LlamaIndex.

In March 2026, software development is shifting dramatically toward Intent-Driven Development. A comprehensive guide covering vibe coding, MCP, multi-agent development, evolving developer roles, Japanese enterprise adoption, and practical implementation steps.