How I ship
How do you prevent tenant leaks?
Isolation in Prisma, SQL Server RLS, and CI that fails unscoped queries. Walkthrough: multi-tenant marketplace.
How do golden evals gate tool-calling agents?
A 2,000+ line suite is a merge gate, not a dashboard after deploy. See Eva and operating principles.
Is the release path part of the product?
Trivy, SBOM, signed images, and blue-green deploys. For hiring context see the FAQ and engagements.
Constraint
Until the constraint is namedName isolation, eval, latency, and delivery constraints before picking a stack. The first sentence of every case study is a production problem, not a tool list.
Deliverables:
- Constraint brief
- Tenancy / threat notes
- Measurable success criteria
- What we will not ship
Architecture
Until the design is reviewableTwo-layer tenancy, RBAC around tools, eval gates, and zero-trust delivery — designed as the product, not a wrap-up after the demo.
Deliverables:
- Isolation model
- Tool / RBAC map
- Eval plan
- Pipeline sketch
Evals in CI
The buildBuild with golden evals, coverage, and CI that refuses unscoped tenant queries. Agents without evals stay prototypes.
Deliverables:
- Working system
- Golden evals in CI
- Coverage gates
- Staging with the same checks
Ship
Until production is boringTrivy, SBOM, signed images, blue-green, rollback. The pipeline is part of the product — production should be boring.
Deliverables:
- Production deploy
- Signed, scanned artifacts
- Rollback path
- Knowledge transfer
Operating principles
The same constraints I use in production — not a client-project warranty.
Isolation First
Multi-tenant data isolation enforced at Prisma and RLS levels before any application code executes.
Evals Before Merge
Deterministic eval suites run in CI to prevent agent drift, regression, and prompt hallucinations.
Pipeline Is The Product
Observability, trace correlation, and automated rollback strategies deployed alongside the model runtime.
Transparent Control
Explicit schemas, typed tool boundaries, and fail-safe human overrides over black-box autonomy.
How we collaborate
The same channels used on production teams — not a freelance toolkit pitch.
Let's talk about the system you need to ship
Hiring managers and founders: I own architecture through production — agents, tenancy, and the pipeline.
Get in touch