Jev via Jinja-templated Skills cuts Claude context cost 70% and runs 4-5x faster

oleg_ivye · reddit · 2026-10-14

A Reddit user benchmarked calling a Jev/Decision model through a Jinja-templated Skill inside Claude Code for fast, non-deterministic judgments over many files. Letting Opus invoke it as a tool failed because Opus still burned context reading files; the fix routes file contents straight to the decision model with pre-written Jinja request templates. Results: 70% context/cost savings and 4-5x speedup vs. a single Opus session. Overhead makes it a poor fit for one-off small requests; implemented with the LLAJinja Skill runner.

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