BubuStack Overview

BubuStack applies the Unix philosophy to workflow orchestration on Kubernetes.

Design philosophy

1. Do one thing and do it well. Each Engram is a single-purpose component — transcribe audio, call an LLM, send a notification. It does its job and produces output. It knows nothing about the pipeline it runs in.

2. Write programs to work together. A Story composes Engrams into a DAG, wiring step outputs to step inputs. Swap one Engram for another and the pipeline keeps working — just as replacing jq with yq in a shell pipeline requires no changes to the surrounding commands.

3. Text is the universal interface. Step outputs are JSON. Templates evaluate against a shared context of inputs and steps. There is no proprietary IPC, no binary coupling — just structured data flowing between independent components.

The operator (bobrapet) is the kernel: it schedules, reconciles, and enforces policy. It never owns business logic. The components — Engrams and Impulses — are userspace: Engrams own side effects, external calls, and data transformation; Impulses listen for external events and trigger workflows. The SDK (bubu-sdk-go) is libc: it provides the contract between the two.

Core resources

Resource	Scope	Purpose
Story	Namespaced	Declarative workflow definition (DAG of steps, policies, schemas)
StoryRun	Namespaced	Concrete execution of a Story with resolved inputs/outputs
StepRun	Namespaced	Execution record for a single step within a StoryRun
Engram	Namespaced	Configured component instance
EngramTemplate	Cluster	Component definition with schemas and runtime contract
Impulse	Namespaced	Trigger that launches StoryRuns from external events
ImpulseTemplate	Cluster	Trigger definition
Transport	Cluster	Streaming transport provider configuration
TransportBinding	Namespaced	Runtime binding between a step and its transport connector

Module map

Module	Role
tractatus	Protobuf service definitions for gRPC transport
core	Shared contracts, templating engine, transport runtime
bobrapet	Kubernetes operator: CRDs, controllers, webhooks
bubu-sdk-go	Go SDK for building Engrams and Impulses
bobravoz-grpc	gRPC streaming transport hub
bubuilder	Web console and API server
engrams/*	Individual Engram implementations
impulses/*	Individual Impulse implementations

Dependencies form a strict DAG — lower layers never import higher layers.

Delivery lifecycle

1. Declare Stories, EngramTemplates, and Impulses in Git.
2. Apply with your GitOps controller (Argo CD, Flux, or plain kubectl).
3. Reconcile — Bobrapet creates runtimes, wires transports, schedules steps.
4. Observe — StoryRuns emit OpenTelemetry traces, structured errors, and metrics.

Choose your path

I am an operator

1. Prerequisites
2. Quickstart
3. Operator Configuration
4. Observability

I am building components

1. Go SDK
2. Building Engrams & Impulses
3. Runtime Primitives

I want to contribute

1. Community
2. Roadmap
3. Examples repository

Quick routes

• Getting started: Prerequisites, Quickstart
• Building components: Building Engrams & Impulses, Go SDK, Component Ecosystem
• Browse components: Engrams on GitHub, Impulses on GitHub
• Operating the platform: Operator Configuration, Lifecycle, Observability
• Streaming: Streaming Contract, Transport Settings, Lifecycle Hooks
• API design: CRD Design, Scoping, Errors
• Community: Get Involved, Roadmap