Seven disciplines.
One team.

What it is

Custom AI agents scoped to a role on your team. Not a chatbot. Not a Zap. A teammate with a job description, a human reviewer, and a daily ledger of what it did and why.

They live in your stack. Linear, GitHub, Snowflake, Jira, Slack — wherever the work happens. Every action logged, every decision reviewable.

Typical roles

• Warehouse janitor — Snowflake / dbt
• Triage analyst — Linear / Jira
• On-call first responder — PagerDuty
• Release scribe — GitHub / Notion
• Refund reconciler — Stripe / NetSuite

What it is

Full-stack engineering. Web, APIs, internal tools, platform work. Senior humans set the shape; agents take the boilerplate, tests, and migrations.

We ship on the order of days and weeks, not quarters. Every PR is human-reviewed before it lands.

Stack fluency

• TypeScript / Node / Python / Go
• React, Next.js, Remix, Svelte
• Postgres, Redis, Kafka
• AWS, GCP, Fly, Railway
• Terraform, Pulumi, CDK

What it is

Pipelines and warehouses that don't wake you up. Designed by humans who've run them at scale, maintained with agent support so the toil doesn't fall on your team.

Lineage you can read. Tests that mean something. Cost that's legible.

Stack fluency

• dbt, SQLMesh, Dagster, Airflow
• Snowflake, BigQuery, Databricks
• Fivetran, Airbyte, Kafka Connect
• Iceberg, Delta, Hudi
• Great Expectations, Soda, Monte Carlo

What it is

BI built around the questions your business actually asks — not a gallery of charts nobody opens. Metric definitions, narrative dashboards, and weekly reviews that close the loop.

We'll happily kill dashboards on the way in. Less is more.

Stack fluency

• Power BI, Tableau, Looker, Mode
• Hex, Omni, Metabase
• dbt Semantic Layer, Cube
• Custom BI on top of your warehouse

What it is

Architecture that holds up. Distributed systems, infra patterns, service boundaries, migration paths — drawn by people who've operated the result, not just diagrammed it.

We'll write the doc, defend the trade-offs, and sit in the review with your team.

Where we help

• Monolith → services (or the other direction)
• Event-driven architectures, CQRS
• Multi-region, HA, DR plans
• API design reviews
• Platform & developer-experience strategy

What it is

Linux, Windows, cloud estates. Patching cadence, hardening, backups, automation, on-call hygiene — senior operators who've owned production, never a helpdesk.

Agent employees handle the reps (patch windows, inventory, drift). Humans handle the judgment calls and the postmortems.

Where we help

• Debian, RHEL, Ubuntu fleets
• Windows Server, Active Directory, Intune
• AWS / GCP / Azure operations
• Ansible, Chef, Salt, Puppet
• Monitoring, logging, alert tuning

What it is

Routing, segmentation, firewalls, VPN, zero-trust. Networks that are observable, documented, and quiet when they should be.

We'll untangle the closet and leave you with a diagram your team can actually read.

Where we help

• Cisco, Juniper, Arista, Palo Alto
• Cloud networking — VPC, Transit Gateway, Cloud NAT
• Zero-trust — Cloudflare, Tailscale, Zscaler
• Site-to-site VPN, SD-WAN
• Network observability & audit