> For the complete documentation index, see [llms.txt](https://docs.replicats.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.replicats.ai/old-technical-foundations.md).

# \[OLD] Technical Foundations

- [Why Replicats](https://docs.replicats.ai/old-technical-foundations/overview.md): Personal Investment Experts In Your Pocket.
- [Current State of Crypto Trading](https://docs.replicats.ai/old-technical-foundations/overview/current-state-of-crypto-trading.md): An analysis of current market challenges and limitations of existing trading approaches in the cryptocurrency space.
- [Our Approach](https://docs.replicats.ai/old-technical-foundations/overview/our-approach.md): Our unique perspective on combining representation learning with autonomous agents for superior trading outcomes.
- [Trading-Specific Agents](https://docs.replicats.ai/old-technical-foundations/overview/trading-specific-agents.md): Exploring the paradigm shift from manual trading to autonomous agents and why this transformation is crucial for modern crypto trading.
- [Beyond LLMs](https://docs.replicats.ai/old-technical-foundations/beyond-llms.md): Why representation learning surpasses pure LLM approaches in cryptocurrency trading.
- [The Limits of Pure Language Models](https://docs.replicats.ai/old-technical-foundations/beyond-llms/the-limits-of-pure-language-models.md): Understanding why traditional LLM-based approaches fall short in complex market analysis.
- [Why Representation Learning Matters](https://docs.replicats.ai/old-technical-foundations/beyond-llms/why-representation-learning-matters.md): The mathematical and practical advantages of representation learning in financial markets.
- [Replicats' Hybrid Approach](https://docs.replicats.ai/old-technical-foundations/beyond-llms/replicats-hybrid-approach.md): How we combine specialized models with targeted LLM usage for optimal trading decisions.
- [Platform Architecture](https://docs.replicats.ai/old-technical-foundations/platform-architecture.md): A comprehensive overview of Replicats’ core technological components and how they work together.
- [Agent Framework](https://docs.replicats.ai/old-technical-foundations/platform-architecture/agent-framework.md)
- [Wallet System](https://docs.replicats.ai/old-technical-foundations/platform-architecture/wallet-system.md): Understanding our secure, autonomous wallet architecture and customizable access policies.
- [Trading Engine](https://docs.replicats.ai/old-technical-foundations/platform-architecture/trading-engine.md): How Replicats processes market signals and executes trades with precision and reliability.
- [Data Infrastructure](https://docs.replicats.ai/old-technical-foundations/data-infrastructure.md): The backbone of our platform: how we collect, process, and analyze market data.