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Source document

[2026-01-12 20:51] omega [bot]: You can upload your full mairy_pipeline.py (or other documents) as a file attachment here in Discord. I can then download and parse the file to analyze it in full, much more efficiently than pasting chunks in chat. Just upload the .py file as a Discord attachment in this conversation, and I will fetch it, process it, and provide detailed architectural and style analysis. This will save a lot of back-and-forth and lets me see the entire source directly. [2026-01-12 20:52] therosegoblin: Let’s try this (files: mairy_pipeline.py) [2026-01-12 20:53] omega [bot]: �� 1/2: fileUpload ✅ Success **Args:** ```json { "fileUrl": "https://cdn.discordapp.com/attachments/1438147272855523358/1460375977585545226/mairy_pipeline.py?ex=6966b09d&is=69655f1d&hm=1c1c331b0f87dff3ae80c5d95843d734d282baff72c50a5f9c5bc1777765fc3a", "originalName": "mairy_pipeline.py", "mimeType": "text/x-python", "uploadedBy": "therosegoblin", "description": "MAIRY v3.0 pipeline source code for semantic understanding, triadic scoring, and safety constraints in Mistral models." } ``` **Result:** ```json { "success": true, "filename": "mairy_pipeline_a931128e.py", "originalName": "mairy_pipeline.py", "size": 20785, "sizeFormatted": "20.30 KB", "extension": ".py", "mimeType": "text/x-python", "uploadedAt": "2026-01-12T20:52:58.148Z", "uploadedBy": "therosegoblin", "storageType": "github", "publicUrl": "https://raw.githubusercontent.com/thomasdavis/omega/main/file-library/mairy_pipeline_a931128e.py", "githubUrl": "https://github.com/thomasdavis/omega/blob/main/file-library/mairy_pipeline_a931128e.py", "rawUrl": "https://raw.githubusercontent.com/thomasdavis/omega/main/file-library/mairy_pipeline_a931128e.py", "description": "MAIRY v3.0 pipeline source code for semantic understanding, triadic scoring, and safety constraints in Mistral models.", "message": "✅ Upload Complete!\n\n1. Saved to Railway: ✓\n2. Uploaded to GitHub: ✓\n3. Cleaned up from Railway: ✓\n\nView it at: https://github.com/thomasdavis/omega/blob/main/file-library/mairy_pipeline_a931128e.py\nDirect download: https://raw.githubusercontent.com/thomasdavis/omega/main/file-library/mairy_pipeline_a931128e.py" } ```