Services

Three areas, each scoped as a fixed piece of work with a written handover. We prefer short engagements that end with your team owning the system.

1. Inference serving

Standing up an endpoint that behaves itself under load is mostly a queueing problem dressed up as a modelling problem.

• Endpoint design, batching and streaming responses
• Provider failover and graceful degradation
• Cost and latency instrumentation you can actually read

2. Evaluation and regression testing

Most teams cannot answer “did this change make things worse?” with any confidence. We build the harness that answers it.

• Golden sets, rubrics and human review loops
• Automated gates wired into your release process
• Dashboards that separate noise from regressions

3. Data pipelines

Retrieval quality lives or dies on ingestion hygiene, and it is usually the part nobody wants to own.

• Ingestion, normalisation and deduplication
• Chunking and embedding refresh strategies
• Schema drift detection

How an engagement runs

Week one is an audit: we read your code, look at real traffic and write down what is actually fragile. You get that write-up whether or not you continue. The build phase is usually two to six weeks, depending on scope.