| ## Initial System Efficiency Strategy | |
| 1. Query generator system | |
| a. Discovery | |
| b. Tokens | |
| 2. Prompt enhancer system | |
| 3. Typesense instance for (short cached) | |
| a. user actions similarity and recomendation/suggestion | |
| b. function path and execution graph search | |
| c. external data fetches and proactive data fetch | |
| 4. Function path and execution graph generator class | |
| 5. Timescale instance for metric measurements and ranking | |
| a. Function execution time | |
| b. Gas spend | |
| c. Integration latency | |
| d. Prompt -> answer latency | |
| 6. Proactive cache enrichment based on user activity | |
| 7. Proactive knowledge graph update based on market activity and user interests | |
| a. KG pipeline flow | |
| b. Progressive cache and hot context for llm as flow progresses | |
| 8. Purchase suggestion engines for users | |
| 9. Subtle user education to increase chances of purchases | |
| 10. Interest provoking alerts | |
| a. Toasts | |
| b. Email | |
| c. Highlights | |
| 11. Short form content generation engine | |
| a. Giphs | |
| b. Memes | |
| c. Short video highlights | |
| d. Short voice highlights in background as user interacts with system | |
| e. Short top gainer and looser animations | |
| 12. User PnL stats animations layerd on system prediction performance | |
| 13. User pseudo trading system gamified | |
| 14. Fast and easy token purchase for boosted assets (LP partners) | |
| 15. Index system for users (create, manage and adjust) for short term and long term | |
| 16. User budgeting and financial planning system with scores | |
| 17. Users global engagment score and leaaderboard system with point awards | |
| 18. Fundamentaal analysis feature | |
| 19. Signal and listing alerts | |
| 20. Copy trading service | |
| 21. Bot trading service | |
| 22. Persive-Agressive investor potfolio execution and management service | |
| 23. Stock trading service | |
| 24. Utility payments | |
| 25. Travel service | |
| a. Cheap flight paths | |
| b. Esim | |
| c. Travel expense on crypto | |
| d. Airtime and data | |
| e. Vouchers and points | |
| ## Infra | |
| 1. Async everthing | |
| 2. CI/CD pipeline | |
| 3. Strict typed input and output validations | |
| 4. Debugging logs | |
| 5. Proper general logging and export to log service | |
| 6. LLM load balancing and redundancy | |
| 7. LLM caching | |
| 8. Local and secure micro LLMs servers (Fly or RunPod) | |
| 9. Proper backups of all infra resources | |
| 10. Cloudflare captcha and WAF | |
| 11. User traffic monitoring and active banning system | |
| 12. Ofac and sanctions checks | |
| 13. KYC flows | |
| 14. KYC check service offering to 3rd party | |
| 15. V1 SDK realease | |
| 16. V1 developer contribution campaings | |
| ## Priority | |
| 1. Host TypeSence or Upstash Redis, Timescale DB, LiteLLM, Ollama, FalkorDB, | |
| a. compare Fly and Digital Ocean | |
| 2. Create secret store and integrate | |
| 3. Create ChatXBT host scalabe hosting (fly or Digital Ocean or RunPod) | |
| 4. Set alerts for billing and uptime | |
| 5. Set error alerts and llm investigation | |
| 6. Add guard rails - https://github.com/NVIDIA/NeMo-Guardrails |