Writing
Architecture essays & distribution flywheel
Publishing 2–3 articles per week across Substack, Medium, and LinkedIn. This portfolio is the canonical hub — long-form depth lives here; social channels drive discovery and executive signal.
Portfolio articles
Deep dives
Each essay is structured for principal-level readers: decision under uncertainty, tradeoffs, and reversal criteria.
Enterprise AI FinOps Architecture: Why AI Cost Is an Architecture Problem
AI cost is not a finance problem — it is routing, orchestration, caching, and model selection designed into the control plane.
RAG vs AI Agents: An Enterprise Architecture View
RAG helps AI know. Agents help AI do. Production AI combines both with a control plane for trust — not a false either/or choice.
Why Most Enterprise RAG Systems Fail in Production
Six failure modes: retrieval strategy, data governance, context engineering, evaluation, safety, and platform ops — the Substack deep-dive behind my LinkedIn RAG posts.
Evaluation Layer for AI Systems: The Engine of Trusted Enterprise AI
Production AI teams evaluate systems — relevance, grounding, tool correctness, agent success, safety, cost, and business impact.
Human-in-the-Loop Architecture for AI Agents
Governed autonomy: risk scoring, approval gateway, audit trail, and resume-from-step state — approved agents are production-ready.
Orchestrated Multi-Agent + Multi-LLM Architecture
LangGraph orchestration, specialist agents in parallel, dynamic LLM routing, RAG memory, and Langfuse observability — the VAP origin essay.
Publishing workflow
How the flywheel works
Write once at portfolio depth → syndicate to Substack and Medium → distill hooks on LinkedIn → link back to case studies and GitHub proof.
Substack — owned audience
Weekly AI architecture essays, newsletter subscribers, and repeat traffic back to canonical portfolio articles.
Subscribe on Substack →Medium — discovery & syndication
Republished technical articles for broader discovery, publication SEO, and backlinks into the portfolio hub.
Follow on Medium →LinkedIn — executive signal
Short-form architecture takes, hiring/advisory visibility, and distribution into principal and director buyer networks.
Connect on LinkedIn →GitHub — build-side proof
Implementation credibility through repos, READMEs, and live reference architecture readers can inspect and share.
View on GitHub →Update your links: edit frontend/src/lib/portfolio.ts with live Substack/Medium URLs as publications go live. Article bodies live in article-content.ts.