AI Driven Coding Workflow

Software Workflow
Anyone seen something like this Workflow - any comments???

  • The agentic multi-agent tools I have seen have very generic workflows that don’t integrate well

  • I made a low fiction workflow that works at a file level w/ direct calls to API to translate code - and create test to verify requirements.

  • i am so excited about this workflow - and the power of GPT to take an outline and generate code… (I hope my diagram below works :wink:

I have created software development workflow (python script and Makefile) that processed the following flow. I am trying to reduce the friction and allow changes to code to be back-propagated into use case. Right now the python/makefile assemble inputs as prompt for OpenAI API to autogen code and then unit test. Takes a few seconds each iteration to auto-gen code. You need to break code smaller sections to stay within token limit and reduce time to translate.

Coding Standards            Code          
+--------------------+     β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
| - Coding Standards |────►│             β”‚
+--------------------+     β”‚ def say_hi():
                           β”‚   print("HI")
Process Inputs             β”‚             β”‚
+--------------------+                   β”‚
| - Target Use Case  |     β”‚             β”‚
| - Interface Details|────►│             β”‚
| - Architecture     |     β”‚             β”‚
| - Impl Details     |◄─────             β”‚
+--------------------+──┐  β””β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”˜
                        β”‚         β”‚       
                        β”‚         β”‚       
 β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” └───►─────▼──────┐
 β”‚  Test Requirements │◄───── Unit Test  β”‚
 β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β–Ίβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜