In-depth technical writing on AI, ML, distributed systems, and modern engineering.
client_id as the fundamental unit, config-driven behavior, the DB schema for clients and agent_modes, and why the system prompt must be a ru…
Loading agent modes per client, composing tone + personality + RAG + capability fragments, defending against prompt injection in admin-suppl…
One ChromaDB collection per tenant for strict isolation, the document ingestion pipeline (PDF/DOCX to chunks to embeddings), query-time retr…
Running Llama 3.1 locally with Ollama, OpenAI-compatible SDK integration, prompt engineering for sales contexts, and latency management with…
WhatsApp's 20-second webhook timeout forces async architecture: acknowledge immediately, process in Celery, retry on failure, and route dead…
The channel adapter pattern isolates WhatsApp, widget, and mobile channel handling from the shared intelligence core. Same LLM, same RAG, di…
Agent modes are database-configured feature flags for AI capabilities. Activating lead capture or appointment setting from an admin dashboar…
Linking WhatsApp conversations to CRM contacts, LLM-powered lead field extraction, pushing behavioral scores as CRM custom fields, and sched…
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