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6 Dispatches from the engineering frontier — Deep dives, insights, and explorations

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FastAPI vs Express.js: Choosing the Right Backend for High-Throughput LLM Pipelines
ARCHITECTURE
schedule 4 MIN

FastAPI vs Express.js: Choosing the Right Backend for High-Throughput LLM Pipelines

When you’re building pipelines for Large Language Models, the backend isn't just a CRUD wrapper; it’s the traffic controller for compute-heavy tasks. Over the last year, I’ve mi...

2026-04-01READ_MOREarrow_forward
Offline-First Dashboards: Designing Secure Systems under Defence Compliance
ARCHITECTURE
schedule 4 MIN

Offline-First Dashboards: Designing Secure Systems under Defence Compliance

Building dashboards for defense environments is a different beast compared to standard SaaS development. You aren't just dealing with intermittent Wi-Fi; you're dealing with "de...

2026-02-26READ_MOREarrow_forward
Rate Limiting and Adaptive Retries for External LLM API Endpoints
ARCHITECTURE
schedule 4 MIN

Rate Limiting and Adaptive Retries for External LLM API Endpoints

When I first started integrating LLMs into production pipelines, I treated them like standard REST APIs. I figured a simple try-catch block would handle the occasional 429 error...

2026-01-23READ_MOREarrow_forward
Deploying Private LLMs: Managing Regulatory Compliance and Data Sovereignty
ARCHITECTURE
schedule 4 MIN

Deploying Private LLMs: Managing Regulatory Compliance and Data Sovereignty

When I started building LLM pipelines for fintech clients last year, the conversation rarely started with "how smart is the model?" Instead, it was always, "where does the data ...

2025-10-30READ_MOREarrow_forward
Building OCR-Powered Food Analysis Platforms: Lessons from Deployed Apps
ARCHITECTURE
schedule 4 MIN

Building OCR-Powered Food Analysis Platforms: Lessons from Deployed Apps

OCR in food tech is rarely about just reading text; it’s about converting noisy, unstructured pixels into structured nutritional data. When I built my first production-grade foo...

2025-10-05READ_MOREarrow_forward
System Architecture for 1 Million Daily AI Queries: Load Balancing and Caching
ARCHITECTURE
schedule 4 MIN

System Architecture for 1 Million Daily AI Queries: Load Balancing and Caching

Scaling an AI-driven platform to handle one million daily queries isn't just about throwing more GPUs at the problem. When I hit the scale where latency starts creeping up and i...

2025-06-25READ_MOREarrow_forward
SYS_CLOCK: SYNCEDBUILD: v3.2.1NODE: ACTIVEPING: 12msSTATUS: NOMINALCOMPILE: SUCCESSDEPLOY: STABLECACHE: WARMSYS_CLOCK: SYNCEDBUILD: v3.2.1NODE: ACTIVEPING: 12msSTATUS: NOMINALCOMPILE: SUCCESSDEPLOY: STABLECACHE: WARM
EVENT_HORIZON

ARCHITECT // ENGINEER // DREAMER —
Building the neural frontier.

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LAST_DEPLOY: 2026-07-16

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