# Documentation

Start with the project [README](../README.md) and [completed results](../RESULTS.md).
The [final report](../results/report.md) contains the
accuracy and speed tables, charts, uncertainty and limitations.

## Usage

- [Browser playground](usage/playground.md): inputs, probabilities, model choices
  and the recorded local service controls.
- [Jev-compatible API harness](usage/jev-api.md): local scoring, hosted Jev calls,
  authentication and request comparisons.

## Research

- [Original design brief](research/design.md): the preserved proposal and hypotheses.
- [Model and precision notes](research/precision.md): initial research and the FP32/BF16 investigation.
- [Training-data expansion](research/training-data.md): source pins, protected splits and verification.
- [Accuracy and speed profiling](research/profiling-protocol.md): the final protocol and measured findings.
- [Next experiments](research/next-steps.md): recommendations following the completed campaign.

## Operations and history

Before continuing work, read the root [HANDOVER](../HANDOVER.md), [PLAN](../PLAN.md)
and [RESULTS](../RESULTS.md) entrypoints. Training is complete and remains stopped.

- [Full handover](operations/handover.md): source revisions, artifacts, run paths and service controls.
- [Dated execution plan](operations/plan.md): original and superseded campaign plans.
- [Results history](operations/results-history.md): experiments, failures and evidence links.
- [Fleet campaign](operations/fleet.md): machine allocation, campaign controls and prior serving-pair restoration.
- [Fleet infrastructure scout](operations/fleet-scout.md): recorded capacity and topology observations.
- [Hugging Face publication](operations/huggingface.md): snapshot procedures and publication records.

Operational records preserve machine-specific paths and dated process details.
Unless a command explicitly names another working directory, run it from the
repository root. Original evidence stays under [`results/`](../results/); checkpoint
files and pretrained weights remain outside this source repository. Historical
source archives and published artifact checksums retain their original paths.