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Overview

Why YAIFA

YAIFA lets you automate processes and scale from a small setup to an AI-powered enterprise solution. It is a framework built on the scientifically grounded BDI concept — designed for independence, quality, and continuous evolution.

Automate and Scale

Start small, grow incrementally, and keep humans in control at every step.

Automate & scale

YAIFA lets you automate processes. Start small and expand all the way to an AI-powered enterprise solution — without re-platforming.

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Single & multi-agent systems

YAIFA supports both single-agent and multi-agent systems (MAS). You create autonomous programs that communicate with each other and collaborate to solve complex tasks.

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Human-in-the-Loop Gateway

Secure approval gates and interactive web forms that hold execution plans until manual sign-off is completed — keeping operators in control of high-impact decisions.

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Quality & Governance

Scientific grounding, structured lifecycle management, and simulation-driven quality assurance.

Built on the BDI concept

A framework based on the scientifically grounded BDI concept. It runs multiple plans with different automation levels in parallel, so agents can be continuously developed and improved.

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Evolutionary Lifecycle & Adaptive Quality

Agents evolve continuously through Draft, Learn, Simulation and Production. Multiple coexisting plans enable updates during live operation, fallback resilience, and heterogeneous solution methods.

Draft → Learn → Simulation → Production Learn more

Quality through simulation

The upfront simulation phase with integrated test case management ensures the quality of decisions through regression test suites and mock environments before agents ever reach production.

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Save costs

Leverage open-source ecosystems, run locally, and let specifications drive your development.

Fully Python-based

YAIFA is built completely on Python, so you can use the full Python ecosystem — libraries, tooling, and community packages — across every agent and plan.

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Local models, real independence

No permanent coupling to global LLM solutions. Local models make your organization independent and keep proprietary data under your control.

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Document-driven development

A document-driven development architecture with an integrated scoped wiki. Requirements are written in Markdown; the attached AI IDE (e.g. Cursor) generates agents strictly following best-practice templates.

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Shopfloor Control

Connect to industrial hardware, standard protocols, and manage updates from a central workspace.

Controller integration & edge support

Deploy cognitive agents close to the shopfloor on industrial edge gateways (SIMATIC IOT2050, ctrlX CORE) using OPC-UA, with safe-failover to PLC control.

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Interfaces & connectivity

For communication, YAIFA supports the most important interfaces out of the box:

MQTT REST API OPC-UA SQL MongoDB Python CSV MAS Blackboard
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Central workspace & update control

Centrally manage shared library modules (SharedLib) and deploy rolling driver updates safely across agent environments without interrupting production.

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