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Orchestrator that walks tasks through composable process pipelines using AI agents

Project description

hyperloop

A reconciler that keeps code in sync with specs using AI agents. Specs are desired state. Code is actual state. Hyperloop continuously closes the gap.

Spec (desired) <-> Code (actual) = Gap
Gap -> Work -> PR -> Gate -> Merge -> Gap closed

You don't manage tasks -- you manage specs. Tasks are an internal implementation detail, like Kubernetes pods. Want to add a feature? Update the spec. Want to cancel it? Remove it from the spec.

Prerequisites

  • Python 3.12+
  • kustomize on PATH
  • git
  • gh CLI (for GitHub PR operations)
  • An Anthropic API key, or Vertex AI / Bedrock credentials

Install

pip install hyperloop

Quickstart

mkdir my-project && cd my-project && git init && git commit --allow-empty -m init

# Write a spec
cat > specs/auth.md << 'EOF'
# User Authentication
Implement JWT-based auth. POST /auth/login, POST /auth/register, GET /auth/me.
Passwords hashed with bcrypt. JWTs expire after 24h.
EOF

# Initialize hyperloop structure
hyperloop init

# Run the orchestrator
export ANTHROPIC_API_KEY=your-key  # or CLAUDE_CODE_USE_VERTEX=1
hyperloop run

# With GitHub PR support
hyperloop run --repo owner/repo

Reconciliation Cycle

Each cycle has four phases:

  1. COLLECT -- reap finished workers, run cycle hooks (e.g. process-improver)
  2. INTAKE -- detect spec gaps and failed tasks, invoke PM agent to propose new work
  3. ADVANCE -- advance existing tasks through pipeline steps (gates, actions)
  4. SPAWN -- decide which tasks need workers, compose prompts, spawn agents

The orchestrator halts when no gaps remain. Use hyperloop watch for continuous operation.

Pipeline Primitives

Work moves through a pipeline defined in process.yaml. Four primitives:

Primitive What it does
agent: X Spawn a worker agent with X's prompt template
gate: X Block until an external signal (e.g. PR label, CI status)
action: X Execute an operation (e.g. merge PR)
loop: Wrap steps -- on fail restart from top, on pass continue

Example pipeline:

pipeline:
  - loop:
      - agent: implementer
      - agent: verifier
  - gate: human-pr-approval
  - action: merge-pr

Project Structure

After hyperloop init:

my-project/
├── .hyperloop.yaml                     # orchestrator config
├── .hyperloop/
│   ├── agents/
│   │   ├── kustomization.yaml          # composition point (base + process component)
│   │   └── process/
│   │       ├── kustomization.yaml      # process-improver writes here
│   │       └── process.yaml            # pipeline + gate/action/hook config
│   ├── state/
│   │   ├── tasks/                      # task metadata (YAML frontmatter)
│   │   └── reviews/                    # per-round review files
│   └── checks/                         # executable check scripts
└── specs/
    └── *.md                            # product specs (your domain)

specs/ is yours -- product specs only. .hyperloop/ is orchestrator-managed.

Prompt Composition

Three layers, resolved via kustomize build:

Layer Source What it provides
Base hyperloop repo base/ Core agent prompts
Project overlay gitops repo or in-repo patches Project-specific guidelines
Process overlay .hyperloop/agents/process/ Learned rules from process-improver

At compose time the orchestrator injects: prompt + guidelines + spec content + findings from prior rounds.

Configuration

# .hyperloop.yaml

overlay: .hyperloop/agents/
base_branch: main
runtime: local                          # local | ambient

max_workers: 6
poll_interval: 30
max_task_rounds: 50
max_action_attempts: 3

notifications:
  type: github-comment                  # github-comment | null (default: null)

Custom Processes

Override the default pipeline in .hyperloop/agents/process/process.yaml:

pipeline:
  - loop:
      - agent: implementer
      - agent: verifier
  - gate: human-pr-approval
  - action: merge-pr

gates:
  human-pr-approval:
    type: label                         # label | pr-approval | ci-status | all

actions:
  merge-pr:
    type: pr-merge

hooks:
  after_reap:
    - type: process-improver

Architecture

Hexagonal (ports and adapters). The domain is pure logic with no I/O. Ports define interfaces, adapters implement them. Seven concerns are separated:

Port Purpose
SpecSource Where to read desired state
StateStore Where task/worker state lives
Runtime Where agent sessions execute
GatePort How gates are evaluated
ActionPort How pipeline actions execute
NotificationPort How humans are told to act
OrchestratorProbe Domain observability

The default adapter set is git-native (git state store, git spec source, local worktrees for agent isolation), but the architecture is adapter-agnostic.

See specs/spec.md for the full specification.

Development

uv sync --all-extras
uv run pytest
uv run ruff check . && uv run ruff format --check .
uv run pyright

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