Understanding and doing are one job
Context is not handed off through intermediaries. We investigate actual data flows in code, isolate the highest-leverage Pareto bottleneck, and commit changes directly.
Methodology
HOUNDS Methodology
From problem symptom to verified production change.
The gap between analysis and execution is the primary cause of project failure. In HOUNDS, diagnosing a problem and building the solution is a single, undivided engineering effort directly in code. The same engineers investigate architecture, commit changes, and remain accountable for outcomes.
Principles
Three principles of our engineering approach
Preserving what works
We do not rebuild platforms from scratch for the sake of trendy architecture. We isolate operational components, selectively replace critical nodes, and verify metrics shift without business disruption.
Autonomous units without intermediaries
A compact team of Staff/Lead engineers embeds into the problem. You communicate directly with specialists designing the architecture and writing production code.
Delivery model
How the work goes: Fixed Scope
We deliver in short fixed-scope sprints with tangible code artifacts:
01. Discovery & Blueprint (1–2 weeks)
Using read-only access, we map data flows, measure baseline metrics, draft the target architecture plan, and quantify ROI.
02. Implementation Sprint (2–4 weeks)
We enter repositories, merge pull requests, configure tests and guardrails, verify production metrics, and hand over operational documentation.
4 Solutions
Engineering practices
Cloud Cost Optimization
Reduce cloud bills by 20–40% directly in Terraform and Helm.
Learn moreAI & Agents in Production
Productionize AI pilots with deterministic CI-evals, typed tool calling, and token caching.
Learn moreCI Acceleration
Return developer feedback cycle to 7–10 minutes in code without deleting tests.
Learn moreForward Deployed Engineering
Embed a dedicated senior unit into complex cross-system challenges without specs.
Learn moreFit
Who it is for
Complex product systems
We operate where standard outsourcing or slide deck consulting cannot deliver working changes to production.
Stability guarantees
No change enters production without rollback guardrails and prior review with your engineering team.
Zero vendor lock-in
All code, tests, and configurations remain exclusively in your repositories and cloud infrastructure.