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Practical notes, tutorials, and engineering write-ups.

Sourabh
December 14, 2025
12 min read

Sobel vs Canny vs Laplacian Edge Detection: Interactive Demo

Compare Sobel, Canny, and Laplacian edge detection with an interactive browser demo. Tune thresholds, upload images, and see how each algorithm finds boundaries.

Sourabh
December 6, 2025
15 min read

Git Guide for Vibe Coding as a Product Manager

Master the art of AI-assisted development with this comprehensive guide for Product Managers. Learn how to use vibe coding tools like Cursor, Bolt, and Lovable while maintaining clean Git workflows.

Sourabh
December 4, 2025
12 min read

n8n Webhook Callbacks: Idempotency, Retries & Job Queue Reliability

Build reliable n8n webhook callback workflows with idempotency keys, timeout-safe retries, race-condition protection, and dead letter queues for production job processing.

Sourabh
November 30, 2025
15 min read

Advanced Error Handling, Debugging & Security in n8n – Production-Ready Workflows

Master n8n error workflows, retry logic, debugging tools, and security best practices to build resilient automations. Learn how to handle failures gracefully, troubleshoot effectively, and lock down your n8n instance.

Sourabh
November 27, 2025
11 min read

TOON vs YAML — Reduce LLM Token Costs & When to Use Each

Discover how TOON (Token-Oriented Object Notation) can reduce LLM token usage by 30–60% compared to YAML, and learn when to use each format for optimal performance and cost efficiency.

Sourabh
November 20, 2025
15 min read

The November 18, 2025 Cloudflare Outage: A Deep Dive into the Configuration Cascade That Broke the Internet

On November 18, 2025, Cloudflare experienced its worst outage since 2019—a global infrastructure failure that exposed a critical vulnerability in how modern internet services handle configuration propagation. This deep dive explores the technical breakdown, root causes, and lessons learned.

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