Multi-LLM development harness — local-first, test-gated, honest by construction. Requirements→spec→plan→build→review→release with real verification gates; operable by humans, CLI, desktop, or other agents via MCP.

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agentic-workflow ai-agents code-generation code-review developer-tools devtools golang llama-cpp llm local-first mcp multi-agent self-hosted test-driven-development vllm
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Multi-LLM development harness — local-first, test-gated, honest by construction. Requirements→spec→plan→build→review→release with real verification gates; operable by humans, CLI, desktop, or other agents via MCP.

Go
#agentic-workflow#ai-agents#code-generation#code-review#developer-tools#devtools#golang#llama-cpp#llm#local-first#mcp#multi-agent#self-hosted#test-driven-development#vllm

Multi-LLM development harness — local-first, test-gated, honest by construction. Requirements→spec→plan→build→review→release with real verification gates; operable by humans, CLI, desktop, or other agents via MCP.

Go
#agentic-workflow#ai-agents#code-generation#code-review#developer-tools#devtools#golang#llama-cpp#llm#local-first#mcp#multi-agent#self-hosted#test-driven-development#vllm