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[ARTICLE · art-38185] src=dev.to ↗ pub= topic=artificial-intelligence verified=true sentiment=↑ positive

How 9 AI Agents Collaborate to Code, Test, and Deploy Automatically

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.

read1 min views1 publishedJun 24, 2026

Modern software development is fractal. Every feature touches 5-10 contexts

simultaneously. A single LLM struggles to maintain multi-domain coherence.

This is the problem Agent Swarm solves.

Unlike single-agent tools, Swarm is a pipeline where 9 specialized AI agents

collaborate automatically, each with a precise role and strict constraints:

Orchestrator, Search, Planner, Contract, Front, Back, Tester, Reviewer, Writer.

The Orchestrator uses mandatory pre-search: extracts technical terms, runs

parallel grep on the codebase, and counts distinct files touched. No LLM

guessing its own difficulty. Routes: DIRECT → SIMPLE → ADAPT → MEDIUM → FULL.

"Add a Recent Updates section to the homepage" → 8 files touched → MEDIUM.

Planner designs 5-step plan. Front+Back implement in parallel. Tester ensures

80% coverage. Reviewer audits (security >=1.0, quality >=0.85). Merge automatic.

git clone [https://github.com/JohTandou/agent-swarm.git](https://github.com/JohTandou/agent-swarm.git)

cp -r agent-swarm/.opencode/* ~/.opencode/

cp agent-swarm/opencode.json ~/.config/opencode/opencode.json

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