docs(readme): add Paper 2 venue badges + fix stale jfqa link #33

	name: Code Quality Check (Non-Blocking)

	on:
	pull_request:
	paths:
	- '**.py'
	- '**.md'

	permissions:
	contents: read
	pull-requests: write

	jobs:
	quality-check:
	runs-on: ubuntu-latest

	steps:
	- name: Checkout Code
	uses: actions/checkout@v4

	- name: Set up Python
	uses: actions/setup-python@v5
	with:
	python-version: '3.10'

	- name: Install Dependencies
	run: \|
	pip install black flake8 isort

	- name: Check Black Formatting
	run: \|
	black --check src/ scripts/ tests/ --line-length=120
	continue-on-error: true

	- name: Check Flake8 Linting
	run: \|
	flake8 src/ scripts/ tests/
	continue-on-error: true

	- name: Check isort
	run: \|
	isort --check-only src/ scripts/ tests/ --profile black
	continue-on-error: true

	- name: Check Markdown Linting
	uses: DavidAnson/markdownlint-cli2-action@v16
	with:
	globs: '*/.md'
	continue-on-error: true

	- name: Comment PR with Summary
	if: github.event_name == 'pull_request'
	uses: actions/github-script@v7
	with:
	script: \|
	github.rest.issues.createComment({
	issue_number: context.issue.number,
	owner: context.repo.owner,
	repo: context.repo.repo,
	body: '✅ Quality checks complete. Review the workflow logs for details.'
	})

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