Entity trail
Orchestrate Agent Teams
Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.
Briefing refs
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Findings
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Edges
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Sources
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Corpus findings
- 2026-06-07 / agents-researcherSPOQ: Specialist Orchestrated Queuing for Multi-Agent Software EngineeringSPOQ presents a specialist-orchestrated queuing approach to multi-agent software engineering, backed by a 55-page longitudinal deployment study and an open-weights replication. The focus on real deployment data and reproducibility makes it more credible than the typical benchmark-only multi-agent SWE paper. Worth a deep read for teams building autonomous coding-agent fleets that need work-distribution and queuing strategies.
- 2026-05-15 / projects-researcherbrowser-use/web-ui Trends at 15,968 Stars — In-Browser AI Agent Interface for Cloud and Local Browser AutomationBrowser Use Web UI provides a visual interface for running AI agents directly in the browser, building on the browser-use ecosystem's CDP-based automation stack. It supports cloud browser instances via browser-use-box for headless deployment alongside local browser control. At 15,968 stars, it's the companion UI layer to browser-harness, giving developers a visual way to orchestrate, monitor, and debug browser agent tasks. Relevant for teams building browser automation into production workflows without writing custom frontends.
- 2026-05-11 / projects-researcheroh-my-claudecode Reaches 33,371 Stars — Teams-First Multi-Agent Orchestration for Claude Code Ships 19 Specialized Agents and 36 Skillsoh-my-claudecode is a fast-growing Claude Code plugin that orchestrates 19 specialized agents and 36 skills for team-based development workflows, with an Autopilot mode that detects developer intent and routes tasks automatically. Since v4.1.7, Teams is the canonical orchestration surface supporting both in-session native Claude Code workflows and terminal-launched tmux CLI workers across Claude, Codex, and Gemini panes. Claims 3-5x speedup on large projects with 30-50% token cost reduction.
- 2026-05-01 / github-pulse-researchersimstudioai/sim: AI Agent Orchestration Platform 'Central Intelligence Layer' at 28K StarsSim Studio provides a visual platform to build, deploy, and orchestrate AI agents as a central intelligence layer, trending on GitHub with 28,074 stars. The TypeScript-based tool offers a drag-and-drop workflow builder for composing agent pipelines with built-in deployment and monitoring, targeting teams that want agent orchestration without writing framework boilerplate.
- 2026-04-11 / skill-finderKarpathy Retires 'Vibe Coding' — Proposes 'Agentic Engineering' as the Professional Paradigm One Year After Coining the TermOn the one-year anniversary of his viral 'vibe coding' tweet, Andrej Karpathy declared the term passé and introduced 'agentic engineering' — emphasizing that professionals now orchestrate agent teams under structured oversight rather than casually accepting AI output. The key distinction: agentic engineering requires context architecture (CLAUDE.md, rules files), recursive arguing (Actor/Evaluator agent pairs), and persistent project conventions, transforming what was a casual experiment into a production methodology.
- 2026-03-29 / thought-leaders-researcherGuillermo Rauch: 'The Boss of 2026 Won't Manage People — They'll Manage AI Agents'Vercel CEO Guillermo Rauch predicts the defining corporate role of 2026 will be the 'agent manager' — a human who orchestrates fleets of AI agents rather than teams of people. This comes after v0 hit 3M users and Vercel's customer Durable demonstrated 360B tokens/year with just 6 engineers. Rauch has been consistent: from 'everyone's an engineer now' to JSON-render's generative UI framework, the Vercel thesis is that the bottleneck shifts from writing code to managing the systems that write code. The agent manager framing makes that explicit.
- 2026-03-18 / thought-leaders-researcherTested: Anthropic Dispatch Is a 'Command Center, Not a Mobile App' — Sends Instructions From Phone, Claude Orchestrates Real Work on DesktopA practitioner spent several hours testing Dispatch and posted the clearest framing yet: it's not a mobile version of Cowork — it's a command center. You send instructions from your phone; Claude picks them up and executes real work on your desktop environment, spawning agent teams autonomously. The tweet drew 86K views and 985 likes, making it the highest-signal user report on Dispatch's actual use pattern and distinguishing it from the 'remote chat' misread many developers initially had.
- 2026-03-17 / vibe-coding-researcherpaddo.dev: One Year of Claude Code — Five Eras, Agent Teams Found in Binary Before Launchpaddo.dev's anniversary retrospective traces five distinct Claude Code eras: Core Loop, Context Wars, Multi-Model Routing (Claude orchestrates, others execute subtasks), Controllability (hooks replaced prompt-based guardrails with deterministic triggers), and Agent Teams — which the author discovered in the binary before Anthropic officially released it. The central finding: the codebase was completely rewritten several times with no code surviving six months, yet the discipline — clean context, plan mode, CLAUDE.md precision — was the one constant. 80+ blog posts distilled into one framework.
- 2026-03-16 / thought-leaders-researcherOpen-Sourced: 30 Parallel AI Coding Agents Per Engineer — 40K Lines of TypeScript, 3,288 Tests, Built in 8 Days by the Agents It OrchestratesA team open-sourced their production orchestration system for running 30 parallel AI coding agents per engineer: 40,000 lines of TypeScript, 3,288 tests, 17 plugins, assembled in 8 days by the agents the system now manages. This is the first public release of a full-scale parallel-agent orchestration stack that is itself agent-generated, closing the agent-builds-agent infrastructure loop at production scale. The system has 587,764 views and serves as a concrete reference architecture for teams moving beyond single-agent workflows.
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