Aether and Acres LLC
Production AI, with the engineering to run it.
We design and deliver agentic applications, learning systems, cloud services, and scientific imaging software. The work is specified, tested, and observable before we call it done.
What we do
Five kinds of work, one practice.
01
Agentic AI
Stateful assistants, retrieval over your data, and a control layer for when a model should not answer.
02
ML platforms
Training and release paths a second person can repeat, with evaluation in the way of a bad change.
03
Cloud-native services
APIs and event-driven systems built to be operated, including at consumer scale.
04
Scientific imaging
Panoptic segmentation for volumetric electron microscopy, shipped as a tool a scientist can run.
05
Reliability
Tests, evaluation gates, and dashboards so production health is visible.
Three steps, then a handoff.
01
Discover
An ambiguous goal becomes an architecture and a set of engineering tasks.
02
Build with gates
Test-driven delivery, evaluation where the product is a model, and review before release.
03
Hand off
Observability, documentation, and mentoring so your team can run what we built.
Open source
Scientific imaging, shipped as software.
We led the core API, automated tests, documentation, and delivery pipeline for a plugin that segments volumetric electron microscopy in two and three dimensions.
Read the project noteFour settings, four kinds of constraint.
Regulated defense
Mission-critical systems, auditability, and high-uptime targets.
Biomedical and life sciences
Data integrity, and evaluation that can stop a regression.
Medical-device software
Serverless APIs, retrieval services, and release pipelines.
Consumer scale
A platform with tens of millions of monthly users.
Tell us what has to hold.
A short note is enough. We reply to the address you enter. We do not publish an email address.
Start a conversation