LightStim — Skills Entry Point

SkillDev tools

Read this first. It orients you to the project and routes you to the right skill.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the LightStim — Skills Entry Point skill

About this capability

A QEC Evaluator built on Stim. Automated DEM construction.

What this skill tells your AI

The instructions your AI receives, as published by qutone/lightstim in skills/SKILL.md and read by ahel’s review.

Read this first. It orients you to the project and routes you to the right skill.


What is LightStim?

LightStim is a modular QEC framework built on Stim. Its core value is automatic detector generation: you define the QEC code and the syndrome extraction schedule; LightStim computes DETECTOR and OBSERVABLE_INCLUDE instructions automatically via symplectic tableau tracking.

Key data flow:

QECPatch → QECSystem → CircuitBuilder + SyndromeTracker → stim.Circuit
                                   ↓
                           NoiseInjector → SimulationPipeline → LER

Which skill do you need?

I want to…Read this skill
Build a circuit for a new protocol from scratchbuilder-tracker-api/
Design a new lattice surgery coupler (multi-patch)logical-coupler-design/
Run a simulation and get logical error ratesimulate-decode/
Configure noise models (circuit-level, phenomenological…)custom-noise/
Add a new QEC code (new stabilizer geometry)extend-new-code/
Add a new decoder (wrap a library, GPU, neural, …)extend-new-decoder/
Write or update a protocol notebooknotebook-workflow/
Debug unexpected detector counts, LER≈50%, or tracker errorsgotchas/

When in doubt, start with builder-tracker-api/ — it covers the core API that every other skill builds on.


Key conventions (apply everywhere)

Imports — always use lightstim.*, never src.*:

from lightstim.qec_code.surface_code.rotated import RotatedSurfaceCode
from lightstim.ir.qec_system import QECSystem
from lightstim.ir.builder import CircuitBuilder
from lightstim.ir.tracker import SyndromeTracker
from lightstim.noise.config import NoiseConfig
from lightstim.simulation.decoder_backend import SimulationPipeline, DecoderConfig

Python environment — always use venv/bin/python, never system Python:

PYTHONPATH=. venv/bin/python my_script.py

Using the wrong Python causes cudaq_qec to not be found → LER ≈ 99%.

Decoder choice — depends on circuit type:

  • Surface/toric/repetition → pymatching (fast, correct)
  • Color code, BB codes, PQRM → mwpf or bposd (handles hyperedges)
  • GPU → nv-qldpc-decoder with num_workers=1
  • See gotchas/SKILL.md §7 for the full decision table

Benchmark scripts — must use per-task checkpointing (append one CSV row per task). See skills/README.md → "Adding a new benchmark" for the full convention.


Repository layout (quick reference)

lightstim/               Core library
  qec_code/              QEC code definitions (QECPatch subclasses)
  ir/                    CircuitBuilder, SyndromeTracker, QECSystem
  noise/                 NoiseConfig, NoiseInjector, noise rules
  simulation/            SimulationPipeline, decoder backends
  protocols/             Packaged protocol implementations
  plot/                  Paper-style plot utilities

notebooks/               Demo notebooks (one per protocol)
benchmarks/              Large-scale sweep runners + plot scripts
paper_artifact/          Reproducible paper figures (precomputed data + plot scripts)
skills/                  This directory — task-oriented LLM guidance
docs/api/                Formal API reference (class hierarchy)

API docs vs skills

docs/api/skills/
Organized byWhat exists (class hierarchy)What you want to do
CoverageComplete (every parameter)Curated (task-relevant)
StanceNeutralOpinionated — tells you the right path
Failure modesNot coveredExplicitly covered in gotchas

Use docs/api/ when you need a precise method signature. Use a skill when you need to know how to accomplish a goal.

Signals

GitHub stars
46
Forks
6
Last commit
Sep 2026
Advanced
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skill
Gateway key
skills-qutone
Source
github.com/qutone/lightstim