ALGOgent – Runtime SDK with retry, checkpoints, state and recovery

StateflowsLabs1 pts1 comments

ALGOgent Runtime SDK · Runtime Intelligence for Python

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Open Source · MIT License · v1.0.0<br>Runtime Intelligence<br>for Python

State<br>Retry<br>Checkpoint<br>Confidence<br>Events

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

No GPU Required<br>No External Services<br>Python 3.10+<br>Standard Library

View on GitHub<br>Quick Start ?

pip install -r requirements.txt<br>copy

// 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.

// quick start

Up and running<br>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<br>git clone https://github.com/<br>stateflow-dev/algogent-runtime<br>cd algogent-runtime

# 2. Install dependencies<br>pip install -r requirements.txt

# 3. Run an example<br>python -m algogent.examples.ai_agent

search complete<br>analysis complete<br>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<br>Retry + Backoff<br>State Persistence<br>Checkpoint Recovery<br>Confidence Scoring<br>Event Bus<br>Logging + Metrics

v1.1.0

Community Edition · Planned

Full Async Support<br>SQLite State Backend<br>Extended Examples<br>Improved Confidence Strategies

v2.0

Pro Tier · Coming Later

Advanced Workflow Orchestration<br>Enterprise-grade State Management<br>Commercial License

runtime state retry confidence algogent checkpoint

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