Your coding agent is wasting expensive tokens on decisions a tiny model can make in milliseconds.
Jev + Claude Code is a pretty clever fix.
Think of Jev as the fast gut brain. It handles simple yes/no decisions, classification, and scoring.
Claude is the slow thinking brain. It only steps in when the task needs real reasoning.
here’s how to wire them together:
1. Give Claude Code Jev tools
/plugin marketplace add rashedInt32/jev-mcp
/plugin install jev@jev-mcp
Claude can now use Jev for classify, score, and check.
2. Find the right code without reading everything
npm install -g @dzhng/jev
jevgrep "how are payments retried?" ./my-project
Ask a question about your codebase and get the relevant files back.
The author measured ~30% lower costs on the same tasks.
3. Let your agent delegate automatically
npx skills add altryne/jevify --skill jevify
This teaches your agent to hand repetitive yes/no decisions to Jev instead of burning tokens on Claude.
4. Cut wasted context
fast-jev-compaction replaces Claude Code's usual summary with Jev-based decisions, removing stale tool calls while preserving everything else word for word.
the idea is simple:
stop paying for deep reasoning when a fast, cheap decision is enough.
less wasted inference. lower costs. faster agent runs.
save this for your next Claude Code session.
It takes time to read and comprehend this. But if you do, you will realize the immense potential of NWBO and the DCVax franchise.... but more importantly the hope for future cancer patients.