# SuperDave GlyphRunner - Project Guide

## Overview

SuperDave GlyphRunner is a Python system that compiles Python source code into GX binary format (XIC format) and executes it through the LAIN cognition engine — an 8-lane symbolic processor with glyph resonance analysis. Includes a FedMart telemetry system with real-time dashboard.

## Language & Runtime

- Python 3.14
- No virtual environment or package manager configured
- No requirements.txt or pyproject.toml

## Directory Structure

```
gx_compiler/       — Python → .gx binary compiler (compressor, segmenter, packer)
gx_lain/           — LAIN cognition engine (8-lane symbolic processor, glyph bridge, runtime)
gx_cli/            — CLI interface (compile, run, inspect, summary, lain commands)
runtime_executor/   — GX binary loader and execution runtime
glyphs/             — Supercharged glyph registry (600 glyphs from LedoGlyph600.json)
glyphos/            — Symbolic pipeline, cognitive kernel, event system
xic_extensions/     — Compressed engine, segment runtime, profiler, execution tracer
xic_*.py            — XIC VM, executor, shell, validator, cache, diagnostics, profiler, visualizer
fedmart_ui/         — Web dashboard for XIC telemetry monitoring
integrations/       — FedMart integration adapter
codex_lineage/      — Grammar hooks, contributor index, lineage model, epoch mapper
LLMCompress/        — LLM compression utilities
tests/              — Unit tests (plain Python, no framework)
integration_tests/  — Integration tests (plain Python, no framework)
```

## Test Commands

```bash
# Run all integration tests
python3 /home/dave/superdave/integration_tests/run_all_tests.py

# Run individual integration tests
python3 /home/dave/superdave/integration_tests/test_compile.py
python3 /home/dave/superdave/integration_tests/test_run.py
python3 /home/dave/superdave/integration_tests/test_inspect.py
python3 /home/dave/superdave/integration_tests/test_summary.py
python3 /home/dave/superdave/integration_tests/test_errors.py
python3 /home/dave/superdave/integration_tests/test_determinism.py

# Run unit tests
python3 /home/dave/superdave/tests/test_supercharged_registry.py
python3 /home/dave/superdave/tests/test_lain_glyph_bridge.py
python3 /home/dave/superdave/tests/test_cognitive_kernel.py
python3 /home/dave/superdave/tests/test_events.py
python3 /home/dave/superdave/tests/test_control_flow.py

# Run FedMart validation tests
python3 /home/dave/superdave/tests/validate_fedmart_integration.py
python3 /home/dave/superdave/tests/validate_ui_integration.py
```

## Lint / Typecheck

No linter or typecheck configuration found. Run tests as verification.

## Code Conventions

- Tests use plain Python (no pytest/unittest) with subprocess and assertions
- Tests exit 0 on pass, non-zero on fail
- Packages use relative imports (`from .module import`)
- Lane processors return `{"summary": str, "key_points": list, "constraints": list, "open_questions": list}`
- Lane processors use error recovery (catch exceptions, return safe defaults)
- No comments in code unless explicitly requested
- GSZ3 compression ensures deterministic output (no timestamps in payload)

## CLI Usage

```bash
# Compile Python source to GX binary
python3 -m gx_cli.main compile source.py -o source.gx

# Execute through LAIN cognition
python3 -m gx_cli.main lain source.gx

# Inspect GX binary
python3 -m gx_cli.main inspect source.gx

# Run GX binary
python3 -m gx_cli.main run source.gx

# Summary of GX binary
python3 -m gx_cli.main summary source.gx
```

## Key Data

- 600 glyphs in LedoGlyph600.json (~2.2 MB)
- 8 glyph categories, bands 0-41, scores 0-300+
- Resonance formula: 40% activation + 30% frequency + 30% symbolic
- Typical compile: ~600 byte source → ~960 byte .gx, 6 segments, ~280 bytes compressed