Agaip v3.0 — Building the Rails for Agentic AI

An open-source backstage pass to production-grade AI agents

1 · Why another framework?

Most agent stacks treat “production” as an after-thought; Agaip starts there. A fully async, event-driven core decouples every task, so the same code that runs on your laptop will fan out across a Kubernetes cluster without refactor hell. Hot-reloadable plugins mean you can drop in a new tool chain or model on a live system and watch it light up instantly.(github.com)

2 · Under the hood

• Modern architecture · Asynchronous bus, container-native micro-service layout, repository pattern with Tortoise ORM.(github.com)
• Developer experience · FastAPI + Pydantic for type-safe endpoints, auto-generated Swagger docs, a rich CLI, and live-reload server.(github.com)
• Observability first · JSON logs, Prometheus metrics, OpenTelemetry tracing, and Kubernetes health probes wired-in from the start.(github.com)
• Security & scale · JWT auth, configurable rate-limits, Celery-backed background jobs, and multi-DB support (PostgreSQL/MySQL/SQLite) baked right in.(github.com)

3 · What’s coming next

The roadmap is intentionally ambitious. Short-term milestones include:

ETA Feature Rationale Q3 2025 gRPC & WebSocket gateways Lower-latency bi-directional comms for streaming agents Q3 2025 Vector-store adapters (PGVector, Chroma, Weaviate) Native RAG pipelines without glue code Q4 2025 Prompt & model versioning Reproducibility and rollback for LLM-heavy workflows Q4 2025 Policy-driven sandboxing Fine-grained, pluggable guard-rails for untrusted tools

Expect rough edges while these land; community feedback will decide the order of battle.

4 · How you can help

1. Kick the tyres — git clone https://github.com/bayrameker/agaip.git && poetry install && agaip run drops you into Swagger UI in under 60 seconds.
2. File issues early — Untested corner cases and DX paper-cuts are gold right now.
3. Open a PR — Docs typos, failing tests, brand-new plugins; all welcome.
4. Star & share — Visibility drives momentum, momentum ships features.

5 · Final thoughts

Agaip isn’t just another “hello-world” agent wrapper; it’s an opinionated, end-to-end skeleton built for the day your proof-of-concept needs to answer an SRE page at 3 a.m. If you care about moving from notebook to production without re-architecting twice, give Agaip a spin and tell us where it hurts. Together we can turn agentic AI from lab demo into dependable infrastructure.

Clone, run, scale — and keep the pull requests coming.