{"slug": "how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically", "title": "How 9 AI Agents Collaborate to Code, Test, and Deploy Automatically", "summary": "A developer created Agent Swarm, a pipeline where nine specialized AI agents collaborate to code, test, and deploy software automatically. The system includes agents for orchestration, search, planning, contracts, frontend, backend, testing, reviewing, and writing, with the orchestrator using mandatory pre-search to determine task complexity. The project is available on GitHub for cloning and configuration.", "body_md": "Modern software development is fractal. Every feature touches 5-10 contexts\n\nsimultaneously. A single LLM struggles to maintain multi-domain coherence.\n\nThis is the problem Agent Swarm solves.\n\nUnlike single-agent tools, Swarm is a pipeline where 9 specialized AI agents\n\ncollaborate automatically, each with a precise role and strict constraints:\n\nOrchestrator, Search, Planner, Contract, Front, Back, Tester, Reviewer, Writer.\n\nThe Orchestrator uses mandatory pre-search: extracts technical terms, runs\n\nparallel grep on the codebase, and counts distinct files touched. No LLM\n\nguessing its own difficulty. Routes: DIRECT → SIMPLE → ADAPT → MEDIUM → FULL.\n\n\"Add a Recent Updates section to the homepage\" → 8 files touched → MEDIUM.\n\nPlanner designs 5-step plan. Front+Back implement in parallel. Tester ensures\n\n80% coverage. Reviewer audits (security >=1.0, quality >=0.85). Merge automatic.\n\ngit clone [https://github.com/JohTandou/agent-swarm.git](https://github.com/JohTandou/agent-swarm.git)\n\ncp -r agent-swarm/.opencode/* ~/.opencode/\n\ncp agent-swarm/opencode.json ~/.config/opencode/opencode.json", "url": "https://wpnews.pro/news/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically", "canonical_source": "https://dev.to/johtandou/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically-2dga", "published_at": "2026-06-24 18:02:18+00:00", "updated_at": "2026-06-24 18:08:55.982206+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-agents", "developer-tools", "large-language-models", "ai-products"], "entities": ["Agent Swarm", "JohTandou", "GitHub"], "alternates": {"html": "https://wpnews.pro/news/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically", "markdown": "https://wpnews.pro/news/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically.md", "text": "https://wpnews.pro/news/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically.txt", "jsonld": "https://wpnews.pro/news/how-9-ai-agents-collaborate-to-code-test-and-deploy-automatically.jsonld"}}