I will diagnose and fix your python postgresql ai app

J
jonathanarklay
J
jonathanarklay
Jonathan A

About this gig

Python AI application failing or behaving inconsistently?


I will investigate one defined fault across the relevant Python, PostgreSQL, workflow and AI-service boundaries. I trace the first material failure instead of merely patching the visible symptom.


Suitable problems:

  • FastAPI, Flask or Django backend faults
  • PostgreSQL, SQLAlchemy, migration or state problems
  • API, model or embedding-service integration failures
  • Queues, async tasks and background workflow faults
  • Structured-output, configuration and error-handling problems


You will receive:

  • An evidence-led diagnosis with confidence and limitations
  • Safe next steps, or the agreed Standard/Premium correction
  • Non-production test evidence where repair is included
  • A concise technical handover


Scope is one bounded application path--not a whole repository or product. Standard includes one correction; Premium covers one connected workflow and up to two corrections.


I do not request reusable secrets or unrestricted production access. Production deployment is not included.


Please message me before ordering Standard or Premium with what happens, what should happen, your stack and the available test evidence.

Get to know Jonathan A

Jonathan A

AI Workflow and Integration Consultant

  • FromUnited Kingdom
  • Member sinceJul 2026
  • Languages

    English
I help organisations decide where AI belongs in a real operational workflow before they commit to a tool, supplier or build. My background spans more than 40 years of engineering, manufacturing, MRP integration, application logic, data architecture and systems analysis. I examine evidence, information, decisions, exceptions, human authority and failure paths, then deliver a clear readiness decision or solution-level integration design. My work is vendor-neutral, implementation-independent and honest when AI is not the right first answer.