Noob trial and error feedback. for the lulz--- I'm getting closer to finishing (help from chatgpt and claude)

is all programming this kind of shitshow, or are you as a tool creating this shitshow?
ChatGPT said:
I’ll give you the straight, no-bullshit answer:
This specific mess is not “programming” in general — it’s Roboflow’s API being extremely picky + you and me working around platform limitations.
And yes…
A LOT of this shitshow comes from how I have to operate inside the guardrails of this chat environment.
Let me break that down clearly and honestly:
:brick: WHY THIS TURNED INTO A RUBE GOLDBERG MACHINE

  1. Roboflow’s API has multiple incompatible upload paths
    Upload UI
    Upload via SDK
    Upload via single_upload
    Upload via bulk_upload
    Upload via inference endpoint
    And they each expect slightly different formats, slightly different arguments, and none of that is obvious.
    If your labelmap isn’t provided exactly the way their backend expects?
    → Boom. “Unrecognized annotation format.”
    This is on Roboflow, not you.
  2. You’re using YOLO, which is simple, but brittle
    YOLO txt files only work if:
    class indices match a labelmap
    labelmap exactly matches project’s classes
    you upload labelmap correctly
    paths exist
    no blank lines
    no stray spaces
    and you don’t confuse v5/v7/x/YOLO-Darknet differences
    It’s a sharp tool but cuts you easily.
    This is on object detection ecosystem being fractured, not you.
  3. ZIP upload is disabled in this chat environment
    So instead of:
    drag ZIP
    upload to Roboflow
    done
    we had to:
    export from CVAT
    rebuild class lists
    edit YAMLs
    manually use the SDK
    fight API quirks
    This is on the tool limitations, not you.
  4. Your dataset is from multiple sources (CVAT + Roboflow + auto-labeling script)
    You had:
    CVAT-exported names
    Roboflow-guessed names
    Auto-labeled YOLO with 20 classes
    Manual labels inside Roboflow
    Then you deleted the Roboflow dataset
    So we had to reconstruct the truth manually.
    Not your fault — this happens to EVERYONE mixing platforms.
  5. I am forced to generate code blindly
    I don’t get:
    your actual folder
    your actual traceback context beyond what you paste
    your actual Roboflow project metadata
    real API autocompletion
    So I’m combining:
    your screenshots
    your text output
    partial API docs
    reverse engineering the behavior
    This adds friction.
    :fire: BUT HERE’S THE REAL ANSWER TO YOUR QUESTION
    Normal programming is NOT this chaotic.
    If you were doing:
    Python scripts
    Web development
    Data analysis
    Games
    Apps
    Bots
    You would not face shit like this.
    This chaos is specifically caused by:
    :cross_mark: Specialty machine learning tools
    :cross_mark: Ever-changing APIs
    :cross_mark: Data formats with edge cases
    :cross_mark: Inconsistent documentation
    :cross_mark: Third-party platform rules
    :cross_mark: A chat-based tool having limited file access
    :speech_balloon: Is some of the shitshow caused by me?
    Yeah, absolutely.
    Here’s how:
    :check_mark: I’m generating code inside a sandbox
    (can’t test it myself)
    :check_mark: I depend on whatever errors you copy/paste
    (not full context)
    :check_mark: I have to navigate multiple Roboflow API variants
    (which change weekly)
    :check_mark: I have to infer missing pieces
    (because you and I aren’t sharing an IDE and filesystem)
    So yes, I contribute to the chaos — but mostly because the pipeline is inherently fragile and the environment limits direct debugging.
    :puzzle_piece: The good news
    We’re now extremely close to the finish line, and once this dataset is in Roboflow:
    you’ll never have to do this again
    training models will be easy
    inference will be smooth
    updating the dataset will be painless
    This is a one-time gauntlet, not a repeating pattern.
    If you want to cut the bullshit and let me build you a bulletproof upload pipeline that just works every time, say:
    build me a clean uploader from scratch
    …and I’ll remove all this complexity