made severe changes

agragated all logind in heal th api for prometheus

feat: Enterprise SRE Observability + True Tenant Isolation

reduced redid hammering

added reddis hammering shield

refactored vss

asyncronoze upser dedis and compute kpi

added redis hammer rate limiting

added correct reddis embed storage

mend redis upstash errors

lazr a loading model for perfomance and efficiency

fixed all errors

fixeda all errors

fixed errors

added is loading property

refactored ai service

entityt detector

ai service refactor

refactored ai service

refactored duck go

refactored load ml service

refactored background jobs

refactored column embedding

resolved llm service import

ingress pipilen completion

refactored data ingestion cycle

fix: non-blocking LLM loading + bulletproof timeout

feat: switch to Phi-3-mini + background loading

fix: lazy load Mistral-7B for fast startup

fix: add missing logger imports

fixed indentaion issue on ai services

fixwd ai service

fix: DuckDB VSS error handling, pin to v0.10.3

feat: enterprise AI stack with hybrid entity detection

Clean snapshot