Ideate & scope
Define the exact problem, the constraints, and what "working" means before any code exists.
AI-native build studio
We build everything AI.
HRM Builds designs and ships autonomous agents, AI-powered tools, and the pipelines that run them — from first prototype to a system that keeps working after we walk away.
BUILD_SPEC.LOG
OPERATING MODEAUTONOMOUS-FIRST
SCOPEAGENTS · TOOLS · PIPELINES
TEAM SIZESMALL, DIRECT
ENGAGEMENTPROTOTYPE → SHIP → ITERATE
STATUSACCEPTING NEW BUILDS
What we build
Six modules we return to on every engagement — combined differently depending on what the problem actually needs.
Autonomous agents
Task-specific agents that plan, act, and check their own work — scoped tightly enough to trust in production.
Workflow automation
Replacing manual, repeatable work with pipelines that run on their own and escalate when something looks wrong.
Custom AI tools
Purpose-built internal tools and copilots shaped around how a team actually works, not a generic chat box.
Data pipelines
Getting messy data into a shape models can actually use, reliably, on a schedule you don't have to babysit.
Model integration
Wiring the right model to the right job — provider-agnostic, with fallbacks for when one goes down or gets slow.
AI ops & monitoring
Tracking cost, latency, and failure modes after launch — so a build stays healthy instead of quietly drifting.
How a build runs
Four stages, in this order, every time. No stage starts until the one before it has something real to react to.
01
STAGE_01 · SCOPE
02
STAGE_02 · PROVE
Prototype
Build the smallest version that proves the hard part — usually within days, not sprints.
03
STAGE_03 · DEPLOY
Ship
Harden the prototype, wire it into real systems, and put it in front of real usage.
04
STAGE_04 · OBSERVE
Iterate & monitor
Watch how it behaves under real load, then tighten the parts that were only a guess before.
The stack
Chosen per project, not forced onto it — this is the set we reach for most often.
Models & runtime
- Claudereasoning · agents
- GPT-class modelsfallback · comparison
- Open-weight modelson-prem · low-latency
- Vector & embedding storesretrieval
Build & infra
- TypeScript / Pythoncore languages
- Serverless & edge runtimesdeploy target
- Queues & schedulerspipelines
- Usage & cost dashboardspost-launch
Have something worth building?
Send a note with what you're trying to automate or build — one real message beats a form. We'll reply from a human, usually within a couple of days.
hrmbuilds ~$ start_build [email protected]
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