Work With Me
I'm Nuno Bispo, a Senior Software Engineer and Solutions Architect with 15+ years building Python systems, AI integrations, and production backends.
I write for Real Python and Unstract. I build and ship hardware. I've seen what breaks in production and what doesn't.
I take on a small number of advisory engagements with teams that are serious about getting their Python and AI stack right.
The Problem Nobody Talks About
AI features are everywhere right now. Teams are shipping in weeks using generated code, third-party APIs, and frameworks nobody fully understands yet.
Most of it works, until it doesn't.
Prompt injection vulnerabilities sitting in production. API keys hardcoded in repositories. No logging, no alerting, no deployment strategy beyond "it runs on my laptop." Code that one person understands and nobody can maintain.
I've seen this pattern across teams of every size. The build was fast. The consequences are slow, until suddenly they aren't.
If any of this sounds familiar, here's how I can help.
Architecture Call - €300
Not sure where to start? Start here.
A single 60-minute call. You bring the problem, I bring 15 years of pattern recognition. No slides, no fluff, just your actual situation and a clear next step by the end of the call.
This is the lowest-friction way to get a senior opinion fast, without committing to a longer engagement.
What happens:
- You walk me through what you built and what's worrying you
- I ask the questions that surface the real risks
- You leave with a clear picture of where you stand and what to do next
Good if: You need a senior opinion fast and want to know whether a deeper engagement makes sense before committing to one.
AI Code Health Check - €1,500
You built it fast. Let's make sure it won't hurt you.
A focused one-week review of your AI codebase. I look at the things that get skipped when you're moving fast, like security gaps, structural problems, dependencies that will bite you later.
You get a plain-language written report and a 60-minute debrief call where we walk through every finding together.
What I review:
- Prompt injection and data leakage risks
- API key and secrets exposure
- Code structure and long-term maintainability
- Dependency and supply chain risks
- Error handling and silent failure points
Good if: You shipped something and a quiet voice in the back of your head is asking whether it's safe. Listen to that voice.
Production Readiness Audit - €2,500
It works on your laptop. Let's get it to production properly.
Everything in the Code Health Check, plus a full review of how your system is, or isn't, ready to run in the real world.
Most AI systems aren't deployed, they're just exposed. There's a difference.
What I cover beyond the Health Check:
- Deployment architecture (containerisation, environment config, secrets management)
- Observability gaps, like logging, error tracking, alerting
- Scalability and failure mode analysis
- Maintenance burden and bus factor assessment
- Prioritised remediation plan with concrete next steps
Good if: You're about to launch, just launched, or already seeing things break in ways you can't diagnose.
Rescue & Stabilise Retainer - €4,000/month
Your AI feature is live but fragile. Let's fix that systematically.
A monthly engagement for teams that need ongoing senior oversight, not to build new features, but to make what exists solid, secure, and maintainable.
This is not a "jump on calls and give opinions" retainer. Each month has a clear focus, concrete deliverables, and measurable progress against the problems we identified in the audit.
What's included:
- 15–20 hours per month
- Structured remediation of audit findings
- Code review of ongoing changes touching the AI layer
- Available for architectural decisions and incidents
- Monthly written progress report
Good if: You had an audit, found problems, and need someone to systematically fix them, without hiring a full-time senior engineer.
How These Fit Together
Most engagements start with an Architecture Call or Health Check.
You get a clear picture of where you stand. From there, some teams fix things internally. Others continue with the Production Readiness Audit or move into the retainer.
Either way, you leave every engagement knowing exactly what needs to happen, with no pressure to continue beyond what you actually need.
Architecture Call → Health Check → Production Readiness Audit → Retainer
€300 €1,500 €2,500 €4,000/mo
A Few Things I've Shipped
- AI integration tutorials published on Real Python and Unstract
- Production RAG pipelines with LLMWhisperer, Claude API, and PydanticAI
- Django and FastAPI backends for SaaS products
- Open-source hardware with MicroPython firmware
- Two technical books on LeanPub
Not Sure Which Fits Your Situation?
No long intake forms. No sales calls disguised as discovery.
Book a 20-minute intro call. Tell me what you're building and where you're stuck. I'll tell you honestly whether I can help and how.

I keep this page short on purpose. If you've read my articles, you already know how I think.
If you haven't, start there.
