A thousand tools, one small backpack
Put Codex, Claude Code, Hermes Agent, and DeepSeek-style Code Mode beside the same hypothetical 50,000-tool company and compare what actually reaches the model.
Production AI engineering notes tagged “harness” by Kaushal Prajapati.
Put Codex, Claude Code, Hermes Agent, and DeepSeek-style Code Mode beside the same hypothetical 50,000-tool company and compare what actually reaches the model.
Open model accuracy is also a systems problem. Hermes Agent narrows tool choices, repairs safe mistakes, preserves context, and helps smaller models finish.
The hermes-agent architecture at a glance: why the largest open-source agent harness ships both of its cheap context reducers switched off, and what that buys.
A component-by-component study of hermes-agent internals: the loop, the prompt, the cache plan, compaction, state, approvals, and what each one costs.