Private software.
Precision delivery.
Coder-in-the-loop engineering for serious outcomes. Elite sessions, custom builds, and ongoing oversight—without the hype.
$ xero status --verbose
✓ Infrastructure deployed
✓ Tests passing (847 assertions)
✓ Security hardened (OWASP baseline)
✓ Production ready
Next: shipSession Readiness
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Three ways to work
Choose the engagement model that fits your timeline and complexity.
Agent Xero Session
Elite review + plan + optional PR checklist in one sitting.
Monthly Coder-in-the-Loop
Ongoing oversight, improvements, and shipping cadence.
Custom Build
We build private, bespoke software—delivered like infrastructure.
Who this is for
We work best with teams who value precision over speed-at-all-costs.
Backed by ASGroup.ai—an advanced AI/ML engineering team with deep expertise across the full stack. From prototype to production, from startup to enterprise.
Great fit
- Founders & CTOs who need senior-level execution without the full-time overhead
- Teams building AI/ML products who need infrastructure, pipelines, and production deployment
- Adding AI & agentics to existing products —secure private models where data never leaves, or public model scaffolding based on your needs
- Enterprises with compliance needs requiring DBOM, audit trails, and security hardening
- Teams with AI-generated code that needs production hardening and security review
- Small teams shipping fast who want expert code review and architecture guidance
- Anyone stuck on a complex problem who needs focused, expert pairing to get unstuck
Not ideal fit
- Looking for the cheapest possible option—we prioritize quality over cost
- Need 24/7 on-call support or dedicated full-time staff
- Want someone to "just figure it out" without clear requirements
- Building games—not our domain
- Need agencies managing your entire product lifecycle end-to-end
Not sure if we're a good fit? Start with a session—low commitment, high signal.
Book a session to test the waters →Built like infrastructure
No testimonials. Just engineering artifacts.
Silent failures → Observable deploys
Verified deployment with health checks
- × Type-safe data layer
- × OWASP auth baseline
- × Input validation hardened
- × CI/CD pipeline validated
- × Error boundaries added
feat: Add production-ready auth flow
The process behind the proof
Every engagement follows a deliberate methodology—no shortcuts, no surprises.
Understand
Read the code, understand the context, identify the actual problem—not the symptom.
Plan
Document the approach, outline edge cases, define success criteria before writing code.
Execute
Write clean, tested code with proper error handling. No silent failures, no magic.
Verify
Security audit, performance check, documentation—then handoff with confidence.
Stack-agnostic, with deep expertise in
Ready to ship with confidence?
Start with a session to see if we're a good fit.
No long contracts. Clear deliverables. Real engineering.