blog
Notes from the studio.
Practical write-ups from production work: offline LLMs, WhatsApp agents, CRM integrations. Real numbers, real trade-offs.
Supercharging your CRM with AI agents: what actually works
Practical AI integrations for Salesforce, HubSpot and Pipedrive: lead enrichment, automated follow-ups, data hygiene, LLM deal summaries — and an honest look at build vs buy.
WhatsApp AI agents that do more than auto-reply
What a production WhatsApp AI agent actually involves: the Business API, lead qualification flows, CRM handoff, human escalation, multilingual support, and the real costs and limits.
Running LLMs fully offline: a practical guide for privacy-sensitive businesses
How to deploy open-weight models on your own hardware: model selection, quantization trade-offs, GPU sizing, vLLM vs llama.cpp, and when offline actually beats cloud APIs.