In-depth technical writing on AI, ML, distributed systems, and modern engineering.
The control plane reads the engine registry, runs a topological sort to produce dependency-ordered execution batches, runs batches in parall…
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…
Agent modes are database-configured feature flags for AI capabilities. Activating lead capture or appointment setting from an admin dashboar…
Two-layer classification: Layer 1 keyword matching for common intents, Layer 2 LLM classification for ambiguous messages, confidence thresho…
Per-user session schema, storing last N turns, context injection into LLM prompts, session expiry, and multi-device handling.
Script-based language detection (Devanagari/Gurmukhi Unicode blocks), storing preferred_lang per contact, language-specific error messages i…
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