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jev-effort-router

AlphaPerseii3000/jev-effort-router

Per-turn model and reasoning-effort routing for Hermes Agent on Ollama:Cloud.

Automated README summary

Automatically summarized from the README on 11 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A Hermes Agent plugin for users running on Ollama:Cloud. It picks both the model and the reasoning effort for each user turn, instead of leaving one effort fixed for the whole session.

How it uses Jev

On every user turn, Jev answers two typed questions — a choice over six Ollama:Cloud models and a choice of reasoning effort — from the task plus recent context. If confidence clears the threshold, the llm_request middleware rewrites the outgoing provider request's model and reasoning_effort; otherwise the configured defaults are kept.

Primitives:choice

Technique worth stealing

Route model and reasoning effort together, per turn, from one System One decision, with a confidence guard that leaves the request untouched on doubt.

Try it

hermes plugins install AlphaPerseii3000/jev-effort-router --force; set OPENROUTER_API_KEY; then /jev-effort-router status

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectFound in material0.93
  • Shows a System One patternFound in material0.62
  • Describes handling uncertaintynot found in the excerpt0.05
  • Reports measured numbersnot found in the excerpt0.04
  • Is a runnable toolFound in material0.93
  • Top-10 learning shortlist signalunclear0.44
  • Is a replica of the modelnot found in the excerpt0.05
  • Solves a common problem (0–2)score on a 0–2 scale1.01 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.93Shows a System One pattern0.62Describes handling uncertainty0.05Reports measured numbers0.04Is a runnable tool0.93Top-10 learning shortlist signal0.44Is a replica of the model0.0500.51Solves a common problem (0–2)1.01 / 2012

no-judgment band (0.40–0.60)

Design patterns
Ghostwriter0.94Fail open, fail closed0.90Flight recorder0.66Funnel0.46Inspection0.39Viewfinder0.3300.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 11 Oct 2026.