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# PHANTOM platform documentation
# PHANTOM
Welcome. This site mirrors the **operator and research** documentation for the PHANTOM repository: a research platform for studying **dynamic pricing** under **LLM-mediated browsing and transaction orchestration**, with ties to the academic thesis.
LLM agents are quietly eroding the pricing power of dynamic pricing systems. They conduct reconnaissance across isolated sessions at machine speed and execute purchases through clean sessions that quote floor prices. The margin that should have accumulated never does.
## Start here
PHANTOM is a research platform for measuring, simulating, and defending against that erosion. It provides behavioral fingerprinting of human vs agent sessions, a contamination generator for controlled experiments, and a Distributionally Robust RL gym for training pricing policies that hold up under automated demand.
| Document | Audience |
---
## Where to start
| Document | What it covers |
| --- | --- |
| [Setup](platform-setup.md) | Full walkthrough: Docker/web/ingest, kernels, contamination, RL training, and audit—content from `SETUP.md` in the repo. |
| [Configuration reference](configuration.md) | Env vars, paths, and Makefile entrypoints in one place. |
| [Roadmap & implementation notes](roadmap.md) | What is turnkey vs research-grade; thesis vs code. |
| [Business overview](business.md) | The problem, capabilities, and who this is for |
| [Setup](platform-setup.md) | Full bring-up: Docker stack, ingest, behavioral kernels, contamination, RL training |
| [Architecture](architecture.md) | Service map and data flow |
| [Configuration reference](configuration.md) | Env vars, paths, and Makefile targets |
| [Roadmap & notes](roadmap.md) | What is turnkey vs research-grade |
## Canonical sources in the repo
## Key references
- Thesis PDF: [thesis-latest.pdf](https://pub-d5b94a3c29fd40c6b3881946e463fdb7.r2.dev/thesis-latest.pdf)
- Root onboarding: single file [`SETUP.md`](https://github.com/velocitatem/PHANTOM/blob/main/SETUP.md) (included on this site via snippets—edit that file to change content).
- Quick start and command tables: [`README.md`](https://github.com/velocitatem/PHANTOM/blob/main/README.md)
## Academic project page
The research landing page (figures, abstract, links) is the site root on GitHub Pages: [velocitatem.github.io/PHANTOM/](https://velocitatem.github.io/PHANTOM/). Open **Documentation** in the Project Links menu there to return to this subsite.
- **Thesis PDF:** [thesis-latest.pdf](https://pub-d5b94a3c29fd40c6b3881946e463fdb7.r2.dev/thesis-latest.pdf) — formal model, COI erosion proof, DR-RL formulation
- **Repo root:** [`SETUP.md`](https://github.com/velocitatem/PHANTOM/blob/main/SETUP.md) | [`README.md`](https://github.com/velocitatem/PHANTOM/blob/main/README.md)
- **Academic landing page:** [velocitatem.github.io/PHANTOM/](https://velocitatem.github.io/PHANTOM/)