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Engineering notes from production AI delivery.

Architecture-first writing for founders, CTOs, and platform teams building reliable AI products and modern SaaS systems.

India Compliance

India DPDP Checklist for Production AI Systems

How Indian product teams can align RAG, agents, and copilots with DPDP principles while shipping quickly for global customers.

May 21, 2026

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EU Compliance

GDPR-Conscious AI Deployment in Europe

Practical steps for lawful basis, DPIAs, data minimization in RAG, and documentation European procurement teams expect.

May 8, 2026

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MLOps

LLM Cost and Latency Tuning in Production

Model routing, caching, and retrieval shortcuts that protect unit economics.

May 2, 2026

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SaaS Engineering

Multi-Tenant SaaS Architecture for AI Features

Isolation models for embeddings, prompts, and usage metering across tenants.

Apr 22, 2026

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MLOps

MLOps Patterns for Production LLM Systems

CI/CD, evaluation gates, prompt versioning, and deployment patterns that keep LLM features reliable after launch.

Apr 14, 2026

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AI Observability

AI Observability Beyond Token Metrics

Designing observability for AI products using workflow SLOs, evaluation drift monitoring, and operational reliability indicators.

Mar 24, 2026

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Multi-Agent Systems

Agent Tool Calling with Policy Gates

Safe patterns for tools that mutate CRM, billing, and messaging systems.

Mar 18, 2026

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Multi-Agent Systems

Productionizing Multi-Agent Workflows

How to move from agent demos to enterprise-scale systems with orchestration contracts, safety controls, and observability.

Feb 19, 2026

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UAE Compliance

UAE PDPL and Practical AI Deployment

Engineering checklists for copilots and agents serving UAE and Gulf business hours.

Feb 6, 2026

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RAG Systems

RAG Architecture for Enterprise Knowledge Systems

A practical guide to retrieval architecture, chunking strategy, evaluation loops, and governance for enterprise-grade RAG systems.

Jan 22, 2026

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AI Product Engineering

Designing AI Engineering Pods That Own Outcomes

How senior-led pods differ from staff augmentation and what governance artifacts prove accountability.

Dec 3, 2025

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RAG Systems

Qdrant and Hybrid Search for Enterprise RAG

When to use vector-only vs hybrid retrieval, metadata filters, and reranking patterns for production corpora.

Nov 12, 2025

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AI Product Engineering · Enterprise Systems

Build enterprise AI platforms that run in production.

Discuss your roadmap with senior AI engineers. We align architecture, system boundaries, and delivery strategy for scalable product execution.

Typical entry points: AI platform modernization, RAG system deployment, multi-agent workflow implementation, and enterprise automation programs.

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