Practical AI & commerce engineering for teams shipping real systems.
Sprints, checklists, and deep dives from the pvakati-tech.ai studio—covering GenAI architectures, composable commerce, and everything needed to get from prototype to production.
30+
AI builds shipped
Production launches & lab experiments since 2022
15
Years in commerce
SAP Hybris, composable architecture, and platform leadership
~90
Playbooks & gists
Templates, evaluations, and deployment checklists ready to copy
AI Search
Recent excerpts
“Vector DB selection isn’t just recall—map operations, team skills, and cost tolerance into a fit score.”
“Guardrails live beyond moderation. Treat eval suites as regression tests and ship them with every pipeline.”
Featured lab drops
Interactive demos and long-form guides you can fork or run locally.
Vector DB 2025 field guide
Scenario-driven benchmarks, fit scoring, and docker-compose starters for the leading vector databases.
AI support chatbot demo
Pinecone + OpenAI RAG stack with guardrails, citations, and analytics instrumentation you can fork.
Drug catalog semantic search
Synthetic 10k product dataset with semantic ranking, filters, and Pinecone tuning notes.
What we're shipping
Deep dive into the catalogGenAI systems
RAG architectures, evaluation harnesses, and production guardrails that scale.
LLM apps
Agent design, orchestration patterns, and conversational UX shipping in weeks.
Commerce & cloud
Modernizing SAP Hybris, composable commerce, and platform engineering playbooks.
Lab experiments
Templates, prototypes, and evaluations ready to clone into your next sprint.
Get the lab notes
A short drop when something meaningful ships—new code, architectures, or teardown notes. No fluff, just the playbook.
- Launch checklists and architecture diagrams from client deliveries.
- Breakdowns of the experiments, prompts, and evaluation harnesses in the lab.
- Templates you can fork: terraform, pipeline jobs, orchestration flows.
No spam. Unsubscribe anytime.