Architecture Decisions That Cost Startups 6 Months
The startup AI architecture decisions that quietly cost six months: wrong abstraction layers, premature agents, weak evals, unsafe tool access, and missing ownership.
2026-04-23 · 8 min
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Engineering Blog
Production patterns for AI agents, RAG pipelines, data infrastructure, and MLOps. No theory-only posts — every article comes from a real deployment.
What an Enterprise AI Governance Review Should Produce in 30 Days
A practical 30-day enterprise AI governance review: decision artifacts, risk map, ownership model, approval points, vendor scoring, and rollout priorities.
2026-04-21 · 8 min
How To Audit an AI Agent Architecture Before It Hardens
A practical architecture audit for AI agents: state, tools, review paths, evaluations, blast radius, and the design choices that become expensive later.
2026-04-16 · 8 min
5 Signs Your AI System Needs a Production Audit
Five signs your AI system needs a production audit before reliability, governance, cost, or architecture debt gets harder to unwind.
2026-04-14 · 7 min
Your Highest-Value Workflows Are the Hardest to Automate
Most AI automation projects fail because teams automate visible workflows, not valuable ones. Here's the framework for identifying and sequencing
2026-03-24 · 17 min
Context Engineering for Production AI Agents
Context engineering is replacing prompt engineering as the discipline that determines whether AI agents succeed in production. Here's the architecture
2026-03-24 · 14 min
Graph RAG: Why Vector Search Alone Fails Multi-Hop Agent Queries
How to build Graph RAG with Neo4j for AI agent memory. Real architecture, Cypher patterns, and the failure modes vector-only pipelines hit at production
2026-03-24 · 16 min
The Self-Correcting RAG Pipeline: A Critic Agent in LangGraph
Build a production-grade self-correcting RAG pipeline with a LangGraph critic agent. Covers hallucination detection, retrieval grading, and loop escape
2026-03-24 · 15 min
Streaming RAG: Real-Time Retrieval for Agents That Can't Wait
How to build a low-latency RAG pipeline that retrieves from live Kafka streams — architecture patterns, ingestion trade-offs, and failure modes from production.
2026-03-24 · 14 min
HITL Engineering Patterns: Implementing LangGraph Interrupts for Production Approval Workflows
A deep technical guide to Human-in-the-Loop (HITL) engineering patterns using LangGraph interrupts. Learn how to implement production-grade approval workflows, checkpoint-backed state management, and async human feedback loops for AI agents.
2026-03-20 · 18 min
Context Engineering for Production Agents: The Discipline Replacing Prompt Engineering
Prompt engineering is not enough for production AI agents. This deep-dive covers context engineering -- the architectural discipline of designing, curating, and dynamically managing LLM context windows at runtime with token budgets, memory hierarchies, and retrieval patterns.
2026-03-18 · 18 min
Designing for Trust: A Production Framework for Secure, Governed & Observable AI Agents
A principal engineer's guide to building production-grade AI agent systems with security guardrails, governance controls, and full observability.
2026-03-12 · 20 min