Automation & Scripting
Make machines do the work. We build automation that eliminates repetitive tasks, connects disparate systems, and keeps your operations running while you sleep.
Every hour spent on repetitive tasks is an hour not spent growing your business or making something new. We build automation that handles the tedious work accurately, reliably, and around the clock — and operator tooling that makes the running system visible.
Workflow Automation
- Connect CRMs, project management, comms, and custom apps
- Replace manual handoffs with reliable event-driven flows
- Zapier / n8n where it fits, custom integrations where it doesn't
We integrate the tools your team already uses into seamless workflows. CRMs, project management systems, Slack / Teams, custom apps, billing platforms — connected so an event in one becomes the right action in the others. We reach for Zapier or n8n when the platform fits the problem, and write custom Node.js / Python integrations when it doesn't.
Data Processing & Scheduled Tasks
- ETL pipelines, batch processing, format conversions, cleanup
- Backups, reports, monitoring, notifications on a schedule
- Queued and retried, so transient failures don't break the run
We wrangle data so you don't have to. ETL pipelines, batch jobs, format conversions, dedup and cleanup, scheduled reports and backups. Cron jobs and task schedulers where they're enough, queue-and-retry architectures where the job has to survive transient failures. Python and Node.js, instrumented so you can see what ran and what didn't.
DevOps & Deployment
- GitHub Actions / GitLab CI pipelines, automated testing
- Infrastructure as code, container orchestration, observability
- PM2 supervision, AWS Lambda / serverless where it fits
CI / CD pipelines that run the right tests, build the right artifacts, and ship them to the right environment. Infrastructure provisioning as code (Terraform / Pulumi), container orchestration (Docker, Compose, Kubernetes where appropriate), PM2 supervision for long-running Node services, and AWS Lambda or Cloudflare Workers for serverless edges. Push code with confidence.
Operator Tooling & Visibility
- Desktop dashboards over WebSocket, real-time telemetry
- Token-gated remote operations — deploys, restarts, rollbacks
- Security signals inline with the metrics they affect
Automation only earns trust when humans can see what it's doing. We build operator tools that surface live telemetry — CPU, memory, disk, processes, queue depth — over direct WebSockets, with token-gated controls for deploys, restarts, and rollbacks. Security events sit next to the metrics they touch, so anomalies are visible before they become incidents.
Local Agent Monitor
See your local infrastructure. Talk to it. Deploy to it.
An in-house cross-platform desktop dashboard for the Linux machines that quietly run our AI — local LLM hosts, services, experiments. A lightweight Cal Local Agent on each box streams CPU, memory, disk, processes, Ollama models, and security events every three seconds; one-click token-gated deploys handle git pull, npm install, and pm2 restart end-to-end. Built with Electron 31, Node.js 20, and PM2.
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Let's discuss how we can help with your automation & scripting needs.
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