- Python 79.2%
- Jupyter Notebook 20.4%
- Makefile 0.4%
brahm
9d1430303b
Asks whether a title could exist at a given company — legal form, country reading, size, file cardinality, industry — with a hard cap on PLAUSIBLE confidence because no registry is queried. |
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| data | ||
| docs | ||
| notebooks | ||
| results | ||
| scripts | ||
| src/tac | ||
| tests | ||
| .gitignore | ||
| LICENSE | ||
| Makefile | ||
| README.md | ||
| requirements.txt | ||
| START-HERE.md | ||
Title at this company
Public: https://git.binary.ovh/brahm/title-at-company
One Jupyter notebook for a question the L1 title-string workbench cannot answer:
Given this title and this company, how sure are we the title is valid here?
Not “is this a job title?” (L1). Not “does this person hold it now?” (L3). L2: could this title exist at this company?
The honest confidence rule
IMPLAUSIBLE can be high-confidence. PLAUSIBLE cannot.
Vorstand at a GmbH is wrong in company law. Three CEOs in one file
means at least two rows are wrong. CEO at a large US corp, with no
officer list, is only plausible — confidence is capped at 72% because
this repo never asks a registry.
5 minutes
git clone https://git.binary.ovh/brahm/title-at-company.git
cd title-at-company
python3 -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt
export PYTHONPATH=src
python tests/test_tac.py
python scripts/smoke.py
python -m tac.cli "Vorstand" --company "Müller Bäckerei GmbH" --country DE --employees 8 --industry hospitality
jupyter lab notebooks/title-at-this-company.ipynb
Mac: docs/MAC.md. Placeholder list: docs/PLACEHOLDERS.md.
The only notebook is notebooks/title-at-this-company.ipynb:
approaches with printed output, then the live workbench (tempo / loop /
highlighted row / CSV edits / corrections), then # >>> YOUR CODE HERE.
Approaches implemented
| # | Approach | Hard fail? |
|---|---|---|
| 1 | L1 gate (not a title → stop) | yes (question N/A) |
| 2 | Legal form / statutory office | yes, if form known |
| 3 | Country / industry reading of the same string | no (changes rank, not always validity) |
| 4 | Size vs seniority | yes (EVP at 6 people) |
| 5 | File cardinality (duplicate CEO/Chair) | yes, needs siblings |
| 6 | C-suite density vs headcount | yes, needs a file |
| 7 | Industry vs distinctive occupation head | no (weak) |
| 8 | as-of before incorporation | yes |
| 9 | Registry officer list (L3) | placeholder only |
Related L1 practice bench: job-title-workbench. Related production-shaped pipeline: contact-trust.