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Feature: Model serving API
# app/serve.py
from fastapi import FastAPI
app = FastAPI()
@app.post( /predict )
def predict(texts: list[str]) - list[dict]:
model = load_best_model() # from MLflow registry ...
enhancement
Feature: CI with fast smoke test
name: CI
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: pip install -e .[dev]
- run: ...
chore
ci
Feature: Health endpoint
@app.get( /health )
def health():
try:
from app.chroma_store import collection_stats
stats = collection_stats()
return { status : ok , chromadb : ...
enhancement
CI pipeline
name: CI
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: pip install -r requirements.txt
- run: pytest tests/ ...
chore
ci
Feature: CI pipeline
name: ETL Tests
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: pip install -r requirements.txt
- ...
chore
ci
Feature: Schema validation before load
Current state
Transform step drops nulls/duplicates but doesn t validate schema.
Add with Pandera (lightweight)
import pandera as pa
schema = pa.DataFrameSchema({ ...
enhancement
Feature: Hybrid retrieval (BM25 + dense vector)
Motivation
Pure vector search misses exact keyword matches (e.g. specific names, model numbers, legal terms). BM25 + dense = better
retrieval across all ...
enhancement
research
Feature: CI pipeline
Add .github/workflows/ci.yml
name: CI
on: [push, pull_request]
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: pip install -r requirements.txt ...
chore
ci
Contexto
openm/services/dns_service.py tem apenas 38% de cobertura (5/13 statements). É o único service OSINT do projeto sem
tests/test_dns_service.py dedicado — todos os outros (whois, shodan, geoip, ...
area:tests
priority:low
Goal
Update the README.md directory/file structure section so it reflects the current repository layout.
This is intentionally a small documentation-only AIS issue and can be used as a Free-Model benchmark ...
kind/docs
priority/3
state/ready
theme/workflow

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