Open Source · MIT License · v1.0.0

Runtime Intelligence
for Python

State Retry Checkpoint Confidence Events

A self-contained SDK for building resilient AI agents, automation pipelines, and long-running workflows without external services or infrastructure.

No GPU Required No External Services Python 3.10+ Standard Library
View on GitHub Quick Start ?
$ pip install -r requirements.txt

// capabilities

Everything your runtime needs.

Eight focused modules. No bloat. Each one solves a real problem in production workflows.

01 / CORE
Runtime Execution Engine

Orchestrates task execution with full lifecycle hooks. Start, run, recover · all handled.

02 / RETRY
Retry Engine with Backoff

Configurable retry logic with exponential backoff. Stop writing try/except loops by hand.

03 / STATE
State Persistence

Auto-saves runtime state to algogent_state.json across runs without any setup.

04 / CHECKPOINT
Checkpoint Recovery

Resume long-running jobs from the last checkpoint. Crash halfway through 10,000 rows? No problem.

05 / CONFIDENCE
Confidence Scoring

Evaluate decision confidence in agent workflows. Let your code know when it's uncertain.

06 / EVENTS
Event Bus System

Decouple components with lightweight publish/subscribe. No Redis, no RabbitMQ needed.

07 / OBSERVABILITY
Structured Logging

Tagged log levels [RUNTIME] [RETRY] [STATE] · grep-friendly out of the box.

08 / METRICS
Runtime Metrics

Track execution stats without external tooling. Know exactly what your workflow is doing.

Up and running
in minutes.

Clone, install, and run your first workflow. No configuration files, no accounts, no API keys.

Full Quick Start ?
terminal
# 1. Clone the repo git clone https://github.com/ stateflow-dev/algogent-runtime cd algogent-runtime # 2. Install dependencies pip install -r requirements.txt # 3. Run an example python -m algogent.examples.ai_agent search complete analysis complete report generated

// roadmap

What's next.

Community Edition is complete and production-ready. Pro features introduce genuinely new capabilities.

v1.0.0
Community Edition · Released ?
Runtime Engine Retry + Backoff State Persistence Checkpoint Recovery Confidence Scoring Event Bus Logging + Metrics
v1.1.0
Community Edition · Planned
Full Async Support SQLite State Backend Extended Examples Improved Confidence Strategies
v2.0
Pro Tier · Coming Later
Advanced Workflow Orchestration Enterprise-grade State Management Commercial License