# Temporal diffusion over company causal trajectories

- **Registry ID:** `catagi-brand-democritus`
- **Book:** Categories for AGI
- **Documentation status:** `public-code-linked`
- **Experimental status:** descriptive panel and holdout studies
- **Canonical documentation URL:** https://categorical-ai.sridharmahadevan.com/experiments/catagi-brand-democritus

## Purpose

Company-year trajectory construction, block denoising, KET comparisons, and animated risk/brand profiles.

## Book location

- Chapter 17: Temporal Diffusion over Causal Trajectories

## Documented studies

- Twenty-six-company trajectory panel
- Block-denoising holdout study
- KET trajectory comparison
- Animated brand and risk-profile rendering

## Associated code packages

- `brand-democritus` — [Brand-aware temporal Democritus](https://github.com/sridharmahadevan/brand_democritus_block_denoise/tree/b49daac62c437d136d0412282692e9b425bb0739); **public**; not specified. Temporal denoising and animation workflow for company-year causal and brand trajectories.

## Start here

These concrete files are selected from the complete resolved source surface. They orient the reader; they are not a claim that every family is independently reproducible.

- **runner · public-pinned** — [`brand-democritus:run_brand_financial_filings.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/run_brand_financial_filings.py). Open the pinned public source file.
- **runner · public-pinned** — [`brand-democritus:animate_company_structural_risk_radar.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/animate_company_structural_risk_radar.py). Open the pinned public source file.
- **runner · public-pinned** — [`brand-democritus:temporal_infer.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/temporal_infer.py). Open the pinned public source file.
- **runner · public-pinned** — [`brand-democritus:temporal_train.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/temporal_train.py). Open the pinned public source file.

## Entry points

- `repository scripts and notebooks`

## Result artifacts

- `26-company outputs and movie artifacts`

## Resolved code surfaces (4)

- **runner** — [`brand-democritus:animate_company_structural_risk_radar.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/animate_company_structural_risk_radar.py)
- **runner** — [`brand-democritus:run_brand_financial_filings.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/run_brand_financial_filings.py)
- **runner** — [`brand-democritus:temporal_infer.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/temporal_infer.py)
- **runner** — [`brand-democritus:temporal_train.py`](https://github.com/sridharmahadevan/brand_democritus_block_denoise/blob/b49daac62c437d136d0412282692e9b425bb0739/temporal_train.py)

## Frozen run records (0)

- No frozen run-level record is registered. Consult the result-artifact list and evidence boundary above for the exact surviving evidence; absence of a run record is not evidence that no experiment was run.

## Evidence boundary

The evidence supports a reproducible representation and diagnostics, not validated corporate-risk forecasts.

A code or artifact link establishes traceability. It does not by itself establish independent reproduction, statistical adequacy, correctness, or support for a claim beyond this boundary.