Medium

Vinodbokare

Vinodbokare

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Sep 13

How AwsLambda’s 90-Min Timeout Reframes Agentic AI Design

If an AI workload might take more than 15 minutes, Lambda probably isn’t the right place for it.

How AwsLambda’s 90-Min Timeout Reframes Agentic AI Design

Vinodbokare

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Jun 29

Stop Asking One AI Everything. Build an AI Team Instead

How Fan Out Subagents are changing software engineering by turning one prompt into a team of AI specialists.

Stop Asking One AI Everything. Build an AI Team Instead

Vinodbokare

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Jun 27

Loop Engineering: The AI Skill Replacing Prompt Engineering

Why the best engineers have stopped typing prompts — and started building machines that type for them

Loop Engineering: The AI Skill Replacing Prompt Engineering

Vinodbokare

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Jun 20

How to build Your Own Free AI Coding Assistant on Windows Using Ollama, Qwen3, Aider, and PyCharm

Last week I was experimenting with AI-assisted development and quickly realized how fast usage costs can add up. Between large code…

How to build Your Own Free AI Coding Assistant on Windows Using Ollama, Qwen3, Aider, and PyCharm

Vinodbokare

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Jun 6

AI Agents Can’t Read Your Database — Build This Layer

Why text-to-SQL agents hallucinate on real databases — and how an open-source, read-only semantic layer grounds them. With architecture.

AI Agents Can’t Read Your Database — Build This Layer

Vinodbokare

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May 28

One HTTP Header Could Hijack Your AI Agent

The newly discovered “BadHost” vulnerability in Python’s Starlette framework exposes millions of AI agents, FastAPI apps, and MCP servers…

One HTTP Header Could Hijack Your AI Agent

Vinodbokare

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Apr 11

🪣 Amazon S3 Files — Principal AWS Deep Dive

1. Core Understanding

🪣 Amazon S3 Files — Principal AWS Deep Dive

Vinodbokare

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Apr 8

Amazon S3 Files: Bridging the Gap Between Object Storage and File Systems

Access your S3 data as a file system — without duplication, without pipelines, and without changing your applications

Amazon S3 Files: Bridging the Gap Between Object Storage and File Systems

Vinodbokare

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Apr 3

The Week-Long Bug That Would Take 10 Seconds Today

Five years ago, when I was working on Morningstar systems, I got stuck on a bug that quietly took over my entire week.

Vinodbokare

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Mar 31

Why Single-Threaded Redis Beats Your 16-Thread Database

The surprising reality of performance and concurrency: doing less—but doing it intelligently—almost always delivers better results.

Why Single-Threaded Redis Beats Your 16-Thread Database

Vinodbokare

Vinodbokare

Passionate about clean architecture, open source, and learning something new every day. https://www.linkedin.com/in/vinod-bokare-01209370/

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