multi-agent-pattern-comparison.md

Fraud Assistant Workflow Pattern: Transition the fraud_model_explainability_assistant from a monolithic Agent loop to a structured 'Workflow Pattern'. This improves Determinism (explicit steps), Auditability (logging per step), Reliability (error handling per step), and enables Human-in-the-loop capabilities in the future.

Update Strands logging

Update Strands logging

Default callback print log (#5)

Integrated the SlidingWindowConversationManager into app.py.

Update README.md

Add missing library (DOCX)

Better support for docs and csv reading to provide as context (#4)

Iterate page-by-page: Instead of failing on the whole document, it now processes each page individually.

Update requirements.txt

Merge commit 'refs/pr/3' of https://huggingface.co/spaces/chrisjcc/fraud_model_explainability_assistant

Debugging PDF Upload Error (#3)

Debugging PDF uploader error

You can now upload PDFs, CSVs, or images, and the agent will process them accordingly. (#2)

Made GITHUB_TOKEN variable reusable

Fix use app.py instead.

Refactoring App Structure (#1)

Update app_with_confluence.py

Delete confluence_integration_example_2.py

Delete confluence_integration_example.py

Delete vendor

Update README.md

Update requirements.txt

Migrating Gradio app to Docker-based HF space

Use API asset URL (.assets[0].url) instead of browser_download_url - this requires authentication properly

Remove confluence-ingestor library

The RUN stage with --mount=type=secret successfully authenticates (HTTP 200, token length 40 chars, detects releases array with length 2), extracts the tag, and prints "✅ Release found, continuing...",

Update Dockerfile

Update Dockerfile

Quick test version (add debug)

Update Dockerfile

Update Dockerfile

Update Dockerfile

Update Dockerfile

Update Dockerfile

Update README.md

Update Dockerfile

Update Dockerfile

Update Dockerfile

GITHUB_TOKEN as a build argument

Update Dockerfile

Remove private lib

Update Dockerfile

Update Dockerfile

Add a Dockerfile to repo

Migrate to Docker based space instead of Gradio

Create .space/config.yaml

Try fixing import

Obtain package from GitHub confluence-ingestor repo