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Approach

How scope, delivery, and handover actually work.

Four operating principles, a fixed four-step rhythm, and a quality bar we hold every engagement to. The scope changes from client to client. The operating model does not.

Operating principles

What we refuse to compromise.

If you want exceptions to these, we are probably not the team for the engagement.

Scope is a decision, not a wish list

We close scope before we start building. The line between in and out is drawn, agreed, and written down.

One senior engineer at the wheel

The person you meet on the scope call is the person shipping the code. No hand-offs, no bench staffing.

Small, reviewable slices

Code lands behind flags, in reviewable slices, with tests and traces from the first merge. No waterfall reveals.

Measured, not asserted

If it cannot be measured, it does not merge. Every system ships with a replayable eval and a trace.

Process

A four-step cadence, the same every time.

Repeatable rhythm compresses coordination cost. You always know where we are, what lands next, and what needs your decision.

Audit existing systems

Read the code, the traces, and the runbooks. Calibrate scope against real constraints, not a wishlist.

Design agent architecture

Settle the contracts before a line of production code lands — retrieval strategy, tool surface, guardrails, eval plan.

Deploy with observability

Ship behind flags with tracing, evaluation, and alerting wired in from the first request through to payload regressions.

Monitor and iterate

Hand over dashboards, runbooks, and an owner. We stay close for one iteration cycle, then get out of your way.

Communication rhythm

What your team sees during the engagement.

No monthly status decks. No mystery weeks. Scope edits are written down the day they happen.

Weekly scope check

A fixed 30-minute review with written notes. Scope edits are explicit, versioned, and visible to everyone.

Slack or Teams with your team

Embedded in your channel for the duration of the engagement. Questions get answers, not a ticket queue.

Pull requests, not decks

Progress shows up as reviewable PRs behind feature flags — never a glossy slide asking you to imagine the outcome.

Quality bar

The bar does not move with the contract size.

Short engagement, same quality bar. Long engagement, same quality bar. If the bar is wrong for you, the engagement is not.

Evaluation before release

Every system ships with a replayable eval suite and a baseline measurement that gates deploys.

Observability from day one

Tracing, token accounting, and alert routes are wired before the first production request.

Handover you can actually run

Typed contracts, written runbooks, and a named owner on your team — not a 200-slide deck.

Engagement shape

Short, senior, and owned end-to-end.

We keep the cap small so every engagement gets senior attention from day one — not from the first crisis.

Typical length6–12 weeks
Team size1 senior engineer
CadenceWeekly scope check
Clients / quarter3 maximum