Production-Ready Agent Systems, From Design to Deployment
I design agent architectures built for scale and audit existing systems before launch—ensuring they're reliable, debuggable, and ready for production load.
What I Look At
Architecture Review Focus Areas
I review your system's architecture and tell you what needs attention before or after production.
Your API Bill Explodes
Tool loops you didn't hit in testing. Context grows every turn. Retries multiply calls. No circuit breakers. Cost becomes unpredictable fast.
It Doesn't Scale Past 100 Users
Beta looks fine. Real concurrency hits. Retrieval becomes the bottleneck. Tool calls queue. Latency jumps and users churn.
Answers Are Wrong But Tests Pass
Similarity pulled the wrong chunks. No reranking. Weak grounding checks. The system "works" but the answers are wrong in production.
State Corrupts and Nobody Knows Why
Retries and concurrency expose it. Checkpointing breaks. Steps replay out of order. The agent forgets mid-flow.
You Can't Debug Production Issues
No trace. No tool-call logs. No retrieval visibility. No way to replay a run. You guess at fixes.
One Thing Fails, Everything Crashes
Rate limits and timeouts cascade. No fallbacks. No graceful degradation. One dependency takes down the workflow.
How It Works
Three Ways to Work Together
Most people start with the audit. Some need help implementing. A few want me around long-term.
Architecture Audit
$7,500 (2 weeks)
I spend 10 business days tearing apart your system and writing down everything that's going to bite you. You'll need to provide: codebase access, architecture docs, and ~3 hours of your team's time for context + final review.
- Review code, architecture, and production setup
- Find cost blowups (loops, retries, context growth)
- Test under real load + failure conditions
- Check determinism + state handling + audit trails
- Verify eval coverage + observability (can you debug and replay)
- Report with specific fixes + 90-minute team call
What you get: A clear list of what's broken, why it breaks, and how to fix it. Your team knows exactly what to do next.
8-Week Launch Support
8 weeks
Your team does the work. I stay close so the fixes hold up in production.
- 2 hours every week with your engineers
- Review code before it goes to production
- Answer the “should we do X or Y?” questions
- Teach reliability patterns (retries, fallbacks, circuit breakers)
- Help set up evals + monitoring
- Async access when you’re blocked
What you get: Your team ships the fixes without making new mistakes. They learn how to build this stuff properly.
Monthly Retainer
10 hrs/month
Ongoing support. I check in monthly, review changes, help with scale problems.
- 10 hours per month of my time
- Monthly architecture check-ins
- Performance reviews as you scale
- Strategic guidance on what to build next
- No long-term contract required
- Cancel anytime
What you get: Someone who knows your system when production gets messy.
How It Usually Goes
Start with the Audit to understand what needs fixing. If you want help implementing, we can continue with 8-Week Launch Support. Some teams want ongoing support after that.
The Audit Process
What Happens During 2 Weeks
Remote work. You give me access to repos and docs. I find the problems and tell you how to fix them.
Week 1: Review Everything
Days 1-5
I go through your code, architecture diagrams, production metrics, and system design. Map out how your agent works, where state lives, how tools get called, what your data flow looks like. Run cost analysis and performance tests.
Week 2: Write Report + Call
Days 6-10
Document everything I found in a 15-20 page report. List out what's broken, why it breaks, and specific fixes. Then a 90-minute video call with your team to walk through it, answer questions, and help prioritize what to fix first.
Results
What Changes After
Typical outcomes after teams implement the fixes.
Ship with confidence. No more wondering if it'll break under real load.
Know exactly what you'll spend at 100 users, 1,000 users, and 10,000 users.
Your engineers stop guessing. They know what broke, why, and how to fix it.
Who This Is For
Is This You?
Engineering teams building or scaling agent systems.
Before Production
You've built the system. It works in dev. You want architectural review before shipping to make sure you're not missing something obvious.
First Agent System
Your team has built APIs and services before. Agent systems are different. You want someone who's done this to review your architecture.
Post-Launch Review
System is live. You want a second opinion on your architecture to see what needs optimization or redesign.
Apply for an Audit Slot
Tell me what you're building and when you're planning to ship. I'll tell you if I'm a fit. Architecture audits start at $7,500.