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Building an AI Question Paper Generator: Conquering Google Cloud Document AI, Firestore Vector Search, and Gemini

Building an AI Question Paper Generator: Conquering Google Cloud Document AI, Firestore Vector Search, and Gemini

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4 min read
Key Takeaways

Key Takeaways

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7 min read
Not Every Workload Belongs on a Free Server: Red Flags and Exit Criteria

Not Every Workload Belongs on a Free Server: Red Flags and Exit Criteria

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5 min read
Building an AI-Assisted Message Router with SQS, Lambda, and Amazon Bedrock

Building an AI-Assisted Message Router with SQS, Lambda, and Amazon Bedrock

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7 min read
Database Connections in Serverless: Field Notes on Pool Math, PgBouncer Transaction Mode, and the Singleton HMR Kept Recreating

Database Connections in Serverless: Field Notes on Pool Math, PgBouncer Transaction Mode, and the Singleton HMR Kept Recreating

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5 min read
Serverless and Agentic Coding Are a Match Made in Heaven

Serverless and Agentic Coding Are a Match Made in Heaven

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12 min read
The Model's JSON Was Almost Valid. I Made It Grade Its Own Homework for 48 Hours.

The Model's JSON Was Almost Valid. I Made It Grade Its Own Homework for 48 Hours.

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5 min read
AI Should Recommend, Policy Should Decide - Guardrails for Production Messaging Systems

AI Should Recommend, Policy Should Decide - Guardrails for Production Messaging Systems

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6 min read
The 3 AM Pager Needs a Runbook, Not a Hero: Free-Tier AI Alert Triage

The 3 AM Pager Needs a Runbook, Not a Hero: Free-Tier AI Alert Triage

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4 min read
When AI Meets the Message Queue: Building Intelligent Routing with Amazon Bedrock and SQS

When AI Meets the Message Queue: Building Intelligent Routing with Amazon Bedrock and SQS

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7 min read
React Form Backends Compared: Serverless Functions vs. Form-as-a-Service

React Form Backends Compared: Serverless Functions vs. Form-as-a-Service

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5 min read
The Retry Loop That Turned a 429 Into an Outage

The Retry Loop That Turned a 429 Into an Outage

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4 min read
Neverclosed: a 24/7 AI receptionist for small businesses — what it is, why we built it, and how it works

Neverclosed: a 24/7 AI receptionist for small businesses — what it is, why we built it, and how it works

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4 min read
Why Static Export Wins Over Serverless APIs for Web Utility Tools

Why Static Export Wins Over Serverless APIs for Web Utility Tools

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2 min read
LLM Routing with Zero Code: Content-Based Model Selection on Bedrock with Step Functions

LLM Routing with Zero Code: Content-Based Model Selection on Bedrock with Step Functions

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4 min read
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