Tutorial 03: Pastebin With Model Fallback And Telemetry

This tutorial uses the tutorial-pastebin template: a small Flask snippet-hosting service designed for deterministic NightShift orchestration tests.

It is intentionally simpler than the imageboard tutorial. There are no uploads, thumbnails, sessions, or moderation queues. The work is ordinary web-app behavior: snippet creation, viewing, listing, filtering, expiration handling, and simple HTML forms.

What The Template Creates

Run this from a disposable parent directory:

nightshift init --template tutorial-pastebin --root nightshift-pastebin
cd nightshift-pastebin

For an isolated local integration run, use the integration sandbox command from the NightShift repository root:

python -m nightshift.cli integ-run --template tutorial-pastebin
cd integ_runs/<timestamp>/project

Activate the generated virtual environment.

PowerShell:

..\.venv\Scripts\Activate.ps1
python -m pip install -e ..\..\..

Bash:

source ../.venv/bin/activate
python -m pip install -e ../../..

The template creates:

nightshift.yaml
.nightshift/
  agents/
    planner.md
    implementer.md
    debugger.md
    reviewer.md
  tasks.md
src/
  pastebin_app/
templates/
tests/
pyproject.toml
README.md

The template includes a working baseline Flask app and deterministic pytest suite. NightShift tasks then extend or verify app behavior in small increments.

Prerequisites

Install NightShift from this repository:

python -m pip install -e .

Install target dependencies:

python -m pip install -e . pytest flask

Install and start Ollama, then pull the fallback models you want available:

ollama pull qwen2.5-coder:14b
ollama pull carstenuhlig/omnicoder-9b
ollama pull deepseek-coder-v2:16b
ollama list

NightShift uses Ollama's local HTTP API, normally at http://localhost:11434.

Model Fallback

The template's implementation stage uses this fallback order:

qwen2.5-coder:14b
carstenuhlig/omnicoder-9b
deepseek-coder-v2:16b

NightShift records which agent/model handled each stage in telemetry-summary.md.

Task Plan

The template writes the full task list to .nightshift/tasks.md. A copy is included here as tasks.md.

Snippet creation and viewing
Snippet listing and filtering
Expiration handling
HTML forms and templates

Run one task first:

python -m nightshift.cli validate
python -m nightshift.cli run --task TASK-001

Then inspect:

.nightshift/runs/<run-id>/devlog.md
.nightshift/runs/<run-id>/telemetry-summary.md
.nightshift/runs/<run-id>/tasks/TASK-001/semantic-context.md
.nightshift/runs/<run-id>/tasks/TASK-001/telemetry-summary.md
.nightshift/runs/<run-id>/tasks/TASK-001/artifact-index.md
.nightshift/runs/<run-id>/tasks/TASK-001/test-output.txt

Pipeline Reference

A copy of the template pipeline is included here as nightshift.yaml. The canonical runnable template lives under nightshift/project_templates/tutorial-pastebin/.

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