Skip to main content
#BOTSAutomation

Automation

Replace manual, repetitive work with systems that run themselves.

model: custom scope & deployment · contact for quote

~/telemetry/spec
Running
orchestrator
n8n · temporal
trigger_surface
cron · webhooks · db
failure_policy
retry·alert·dead_letter
throughput
thousands job/day
Node health0%
○ waitingmeasuring...

~/scope

6 capability modules
01#SYNC

Cross-tool workflows

Automate across the tools you already use, CRMs, spreadsheets, databases, and SaaS, replacing Monday-morning copy-paste marathons.

  • Webhooks
  • API sync
  • Bidirectional sync
  • Idempotency
02#ON

Event & schedule triggers

Runs on a schedule, on a webhook, or when something changes in your database, precisely when it should, every time.

  • Cron
  • Webhooks
  • DB triggers
  • SLA enforcement
03#CUSTOM

Beyond the off-the-shelf

When Zapier/n8n hit their ceiling, custom automation steps close the gap without switching platforms.

  • Custom nodes
  • Retries
  • Rate limits
  • Scoped access
04#ALERT

Failure-proofing

Alerts on failure, not silent breakage, every run is observable, retryable, and auditable.

  • Alerts
  • Dead-letter queues
  • Run logs
  • Audit trail
05#PIPES

Data movement & delivery

Move data between platforms and deliver outputs where your team actually looks, Slack, email, storage, or a dashboard.

  • ETL
  • Exports
  • Notifications
  • Formats
06#THREADS

High-volume throughput

Thousands of jobs, concurrent workers, rate-limit aware execution, automation that scales past a hobby script.

  • Concurrency
  • Queues
  • Backpressure
  • Checkpoints

~/stack

all runtimes production-validated

FOUNDATION

PythonNode.jsTypeScript

FRAMEWORK

n8nTemporalBullMQCustom workers

STATE CONTROL

PostgreSQLRedisQueues

BACKEND CORE

REST/GraphQL APIsWebhooksOAuthSecrets vault

EVENT RUNTIME

SchedulersCronEvent triggers

~/process

4-stage execution pipeline
  1. 01SCOPE

    Map exactly what's done by hand, how often, and the risk of failure.

    output:Manual-process map
  2. 02ARCHITECT

    Triggers, steps, error handling, and notification paths.

    output:Pipeline blueprint
  3. 03EXECUTE

    Automate incrementally, starting at the highest-friction step.

    output:Running automations
  4. 04HARDEN

    Alerts, retries, and audit logs so nothing breaks silently.

    output:Operations playbook

~/work-case-study

linked to live /work routes
~/work/20labE-commerce automation

20Lab

Automated product-sync pipelines that keep an e-commerce catalog fresh across channels without a single manual export.

8+Workflows automated
99.9%Sync reliability
12/wkManual hours saved
PythonPlaywrightn8nSupabase
~/action
0+
Years shipping
0+
Products launched
0K+
Users reached
0%
Uptime mindset