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gbt-control-loop

gbtweilai-star/gbt-control-loop

Typed contract for a fast/slow dual-brain desktop control loop.

Agent Decisions1.00Runner-up: Classification & RoutingFunnel
Automated README summary

Automatically summarized from the README on 28 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A standalone contract package for one GBT V8 capability: a desktop control loop that decides actions but does not execute them. It ships the spec, validation and a stub backend, not the implementation.

How it uses Jev

The README only names Jev/TypeSafe System One as a distillation source for the control loop. It does not document which Jev primitives are called, on what state, or how results feed the code.

Try it

python -m pip install -e ".[dev]" then python -m gbt_control_loop info

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-1.14.0
Project signals
jev-1.14.0
Category
jev-1.14.0
Pattern tags
jev-1.14.0

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 projectnot found in the excerpt0.23
  • Shows a System One patternFound in material0.95
  • Describes handling uncertaintyFound in material0.94
  • Reports measured numbersnot found in the excerpt0.06
  • Is a runnable toolunclear0.60
  • Top-10 learning shortlist signalnot found in the excerpt0.30
  • Is a replica of the modelunclear0.54
  • Solves a common problem (0–2)score on a 0–2 scale1.21 / 2
  • About JevFound in material0.84
Signals
Jev is core to the project0.23Shows a System One pattern0.95Describes handling uncertainty0.94Reports measured numbers0.06Is a runnable tool0.60Top-10 learning shortlist signal0.30Is a replica of the model0.5400.51Solves a common problem (0–2)1.21 / 2012

no-judgment band (0.40–0.60)

Design patterns
Funnel0.81Blind review0.56Ghostwriter0.48Flight recorder0.31Prefetch0.29Traffic light0.2100.51

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 28 Oct 2026.