Founder-engineer building intelligent systems that learn, adapt, and evolve — across financial markets and robotic environments.

I focus on designing production-grade AI architectures, agent-based systems, and open-source intelligence models with clear boundaries between research, community, and monetized products.

Autonomous financial intelligence & agent systems

• Proprietary financial reasoning models
• Market signal generation & strategy engines
• Memory-driven autonomous agents
• Subscription-based analytics platform
• Clear separation of open vs closed intelligence

🔗 GitHub: https://github.com/bigbugAi
🌐 Website: https://bigbug.ai

Open-source model foundations for intelligence systems

• Financial intelligence models
• Agent reasoning frameworks
• Memory & embedding pipelines
• Extensible, research-friendly architecture

Built to be forked, extended, and deployed.

(Hosted under BigBugAI org)

Open-source robotics intelligence focused on learning & evolution

• Continuous learning robotics models
• Adaptive and evolving policies
• Simulation → real-world transfer
• Edge-deployable intelligence

🔗 GitHub: https://github.com/minitron-ai

• Agentic AI & autonomous systems
• Financial reasoning & market intelligence
• Embodied intelligence & robotics
• Memory-augmented learning
• Long-term AI system design
• Open-source foundations with real utility

Languages

• Java (primary)
• Python
• TypeScript
• Rust (selective systems work)

AI & Systems

• LLM reasoning & tool orchestration
• Memory systems (STM, LTM, episodic)
• Signal inference & confidence scoring
• Simulation-aware learning pipelines

Infra

• Spring Boot
• MongoDB, Redis
• Docker & schedulers
• API-driven architectures

Blockchain

• EVM chains
• On-chain analytics
• Token-aware AI systems

• Systems first, features second
• AI as an engineering component, not magic
• Clear open vs proprietary boundaries
• Built for deployment, not demos
• Optimize for long-term leverage

• High-signal technical conversations
• Serious open-source collaboration
• Builders thinking long-term about intelligence systems

• GitHub: https://github.com/ramankrishna

I don’t chase hype. I build systems that compound intelligence over time.