Engineering Notes
From the Trenches.

Deep technical breakdowns on autonomous AI agents, modern Next.js 14 architecture, production Figma design systems, and disciplined 60-hour sprint execution.

AI & ML

5 min read

Engineering Autonomous AI Agents with Claude API & n8n Workflows

How we eliminate manual data vetting for SMEs by orchestrating intelligent multi-step agents.

The 60-Hour Sprint Methodology: Eliminating Technical Debt

Why rigid timeboxing prevents scope creep and keeps software production on schedule.

Beyond Chatbots: How Model Context Protocol (MCP) Powers Autonomous Enterprise Agents

Why Anthropic's open standard MCP is replacing fragile custom API wrappers and unlocking true digital coworker agents for modern businesses.

Next.js 15 & React 19 in Production: Instant Page Loads with Partial Prerendering (PPR)

How combining static edge delivery with dynamic streaming unlocks sub-50ms TTFB without compromising realtime personalization.

August 28, 2026

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Engineering Notes From the Trenches.

Engineering Autonomous AI Agents with Claude API & n8n Workflows

The 60-Hour Sprint Methodology: Eliminating Technical Debt

Beyond Chatbots: How Model Context Protocol (MCP) Powers Autonomous Enterprise Agents

Next.js 15 & React 19 in Production: Instant Page Loads with Partial Prerendering (PPR)

Engineering Notes
From the Trenches.