AIC Labs

A playground for experimental intelligence

Labs is where we test radical ideas, orchestrate emerging agent patterns, and design cinematic human experiences before they ship to clients. Everything we trial here becomes a blueprint for production engagements.

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Mission

Build, learn, and release faster than the market

AIC Labs is dedicated to discovering patterns that let humans and AI co-create. We believe autonomous systems should be expressive, transparent, and measurable—so every experiment is paired with governance, observability, and poetic UX.

“The most powerful systems are those that anticipate needs, learn from context, and act autonomously.”— Malek Ould-oulhadj, Founder & Principal Engineer
“True innovation happens when art meets intelligence, when creativity meets code, and when vision meets execution.”— Malek Ould-oulhadj

Focus Areas

Where we push autonomy forward

From orchestration frameworks to embedded ChatGPT apps, we explore the edges of what intelligent systems can responsibly deliver.

Agentic AI Systems

Autonomous AI entities capable of reasoning, planning, and taking action without constant human intervention. They understand context, make decisions, learn from interactions, and execute complex multi-step workflows independently.

Core capabilities

  • Autonomous reasoning with contextual awareness
  • Multi-step planning & decomposition
  • Tool use across APIs, databases, and SaaS
  • Self-correction and recovery loops
  • Goal tracking with observability hooks
  • Guardrails for regulated industries

Technology stack

LangChainAutoGPTGoogle Vertex AI AgentsAWS Bedrock AgentsCrewAICustom Orchestration

Use cases

  • Intelligent customer support agents that take action
  • Autonomous data analysis and reporting systems
  • Self-managing DevOps and monitoring agents
  • Personalized recommendation engines
  • Research assistants that gather and synthesize insights

ChatGPT Apps SDK

OpenAI's framework for embedding custom applications inside ChatGPT. We craft bespoke UI components, secure OAuth flows, and multi-modal experiences that extend ChatGPT with your business logic and data.

Core capabilities

  • Custom UI components inside ChatGPT
  • OAuth 2.0 and enterprise authentication
  • Real-time visualization & dashboards
  • External API and data integrations
  • Stateful conversations with memory
  • Multi-modal interactions (text, code, files)

Technology stack

ChatGPT Apps SDKReactTypeScriptOAuth 2.0OpenAI APIModel Context Protocol

Use cases

  • Executive command centers embedded in ChatGPT
  • CRM co-pilots for sales and success teams
  • Financial analytics with natural language queries
  • Healthcare data visualization with compliance
  • E-commerce recommendations and guided checkout
  • Custom business intelligence assistants

Current Experiments

Ideas in active exploration

These are the prototypes and research threads currently on the Lab bench. Some become products, others become lessons.

Multi-agent collaboration

Systems where multiple specialized agents coordinate to solve problems no single model can handle.

Autonomous code generation

Agents that write, test, and deploy code with built-in self-correction and governance.

AI-powered content pipelines

End-to-end pipelines that ideate, review, optimize, and publish content across channels automatically.

Intelligent document processing

Understanding, extracting, and acting on information from unstructured documents with human-level comprehension.

Conversational UI/UX design

AI-driven design tools that craft intuitive interfaces via natural language directives.

Collaborate

Bring your most ambitious idea to Labs

Interested in co-building a pilot, contributing data, or bringing agentic intelligence into your product? We're ready to prototype boldly and land precisely.

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