ForgeQubit.
/process · 02 · automation-forge.v1
Trigger · Decision · Execution · Data · Observability
Forgequbit / Execution Engineering

Fromblueprint
tolive
operatingsystem.

We don't install tools. We build operational systems — AI agents, event-driven pipelines, observable workflows — engineered against the Blueprint and deployed into production with the same rigour as core software.

Version-controlled, rollback-safe, and observable from the first event that hits the bus.

/system · forge.pipeline.live
Scroll · execution
/ Diagnosis
/ AF.02 / 012

Automationsdon'tsurviveproduction.

Most operational automation is built like a demo and run like a load-bearing beam. Forge is the engineering discipline that makes the gap disappear.

/ pain · 01pre-build

Automations break at scale

Prototypes that worked for 100 events/day collapse at 10,000. No backpressure, no idempotency, no recovery strategy.

/ pain · 02pre-build

Zapier spaghetti systems

Dozens of zaps, forks, and side-steps. Debugging a failure means scrolling through run logs across six accounts.

/ pain · 03pre-build

No observability or control

When something fails silently, you find out from a customer. There's no spine, no trace, no alerting primitive.

/ pain · 04pre-build

Teams depend on fragile workflows

One person knows how the flow "really" works. When they're off, operations stops. That's not a system — that's a risk.

/ Build
/ AF.03 / 012

Whatweactuallybuild.

Forge engagements produce shipped, observable infrastructure — not a list of connected tools. Each component is owned, documented, and version-controlled.

BLD-01

AI agents for decision-making

Agents that classify, score, route, and decide — instrumented, traceable, and bounded to the policies in the Blueprint.

LLMsPolicyTools
BLD-02

Workflow automation

n8n, Temporal, or bespoke workers — engineered with retries, idempotency, dead-letter queues, and structured failure modes.

n8nTemporalAPIs
BLD-03

Event-driven pipelines

One event bus, many consumers. Every action is an emitted event, every side-effect is a subscriber. Fan-out by design.

KafkaNATSWebhooks
BLD-04

System integrations

CRM, ERP, Shopify, Slack, Stripe, warehouse systems — connected as first-class system nodes, not brittle glue.

SalesforceShopifySlack
BLD-05

Observability dashboards

Every node emits structured metrics. Ops sees what's moving, what's stuck, and what's about to break — before it does.

GrafanaOTelSentry
/ Architecture
/ AF.04 / 012

Fivelayers,onesystem.

Every Forge build resolves to the same reference architecture. What changes is the shape of each layer — not its presence.

L5

Observability

Logs, traces, metrics, alerts — every node visible, every failure locatable.

OpenTelemetryGrafanaSentrySLA engine
L4

Data

Sources of truth. The immutable record of what the system did.

PostgresRedisS3 / GCSSnowflake
L3

Execution

The layer that acts. APIs, integrations, and workers that change state.

n8nTemporalREST / GraphQLWorkers
L2

Decision

The brain. Agents, rules, policies that decide what should happen next.

LLM agentsRule engineOR-ToolsRisk models
L1

Trigger

How work enters the system. Events, webhooks, schedules, streams.

WebhooksKafka / NATSCronEDI / API
/ Example Builds
/ AF.05 / 012

Beforeafter.

Three systems we've shipped, collapsed onto one line each. In production today, still running.

EX-01

Order → fulfillment system

beforeEmail → CSV → WMS (manual)
afterOrder event → allocate → WMS → manifest → POD
EX-02

Dispatch automation

beforeOps manually rate-shops 6 carriers → books winner
afterAuto-score price × transit × risk → book → label → track
EX-03

Support automation

beforeTicket → inbox → human triage → Slack → reply
afterTicket → classify → route → agent draft → human approve
/ Engineering
/ AF.06 / 012

Engineered,notassembled.

Forge applies the discipline of software engineering to the operations layer. What you get back is infrastructure — not a set of connected apps.

/ principle · 01discipline

Version-controlled workflows

Every workflow lives in git. Reviewable. Revertable. Diffable against last Tuesday.

/ principle · 02discipline

Rollback systems

No deploy ships without a rollback path. If the new policy breaks the pipeline, we back it out in seconds.

/ principle · 03discipline

Monitoring + alerting

Every node emits OpenTelemetry. Dashboards, paging, SLA tracking — wired from day one, not bolted on after an incident.

/ principle · 04discipline

Modular system design

Every component replaceable without rewriting the rest. If we swap the CRM next year, we swap one node — not the system.

/ Outcomes
/ AF.07 / 012

Whatproductionlookslike.

Aggregate figures across Forge engagements once the system has been live for at least one quarter.

out / 01
3–5×
Faster operations cycles
out / 02
−70%
Manual work reduction
out / 03
Scalable workflows
out / 04
99.98%
Stable automation infra
/session · forge.v1

Forge your system into production.

Bring us a Blueprint — ours or yours. We'll build the system, ship it to production, and instrument every node so you can actually see what it's doing.