Kamal Raj Sekar

2x Failed AI #SaaS Entrepreneur.

Hands-on techie.

Co-maker of and few other apps

[Kamal Raj Sekar @notifykamalraj]

I made Jev control a traffic light using 𝘯𝘦𝘢𝘳 𝘳𝘦𝘢𝘭-𝘵𝘪𝘮𝘦 𝘵𝘳𝘢𝘧𝘧𝘪𝘤 𝘧𝘦𝘦𝘥𝘴, obviously a simulation.
It cost me less than a cent to run, and the best part was watching it decide to do nothing when it wasn't sure.
Wrote an article about it

Link in reply👇

[Kamal Raj Sekar @notifykamalraj]

I made Jev control a traffic light using 𝘯𝘦𝘢𝘳 𝘳𝘦𝘢𝘭-𝘵𝘪𝘮𝘦 𝘵𝘳𝘢𝘧𝘧𝘪𝘤 𝘧𝘦𝘦𝘥𝘴, obviously a simulation.

It cost me less than a cent to run, and the best part was watching it decide to do nothing when it wasn't sure.

Wrote an article about it!

Link in reply 👇

[Kamal Raj Sekar @notifykamalraj]

Hey @burkeholland! Love the @github Copilot CLI hooks system 🙌

`userPromptSubmitted` supporting an `updatedPrompt` output would be helpful for prompt optimizers - rewrite before it hits the model, like Claude Code does.

Raised it here 👇
https://t.co/vwUta0PEsC

#GitHubCopilot

[Kamal Raj Sekar @notifykamalraj]

@banteg 2/2 Link to Zenodo research paper - https://t.co/tGBfvaH71S

Thanks to @mfeathers for the foundational concepts that helped us bridge the gap to AI-assisted refactoring

[Kamal Raj Sekar @notifykamalraj]

@banteg 1/2 Relatable. We hit similar walls until we started applying a specific framework for brownfield projects. We shared the methodology on a Zenodo recently; it’s designed for exactly this kind of 'thread-following' in legacy systems if you're looking for a structured way to use.

[Kamal Raj Sekar @notifykamalraj]

1/2 Anthropic leaked its $2.5B blueprint. 𝘛𝘸𝘪𝘤𝘦.

I dug through the leaked code repository.

The interesting part isn't 𝘩𝘰𝘸 it happened. It’s why their AI missed it and what we can 𝘵𝘢𝘬𝘦 𝘢𝘸𝘢𝘺 𝘧𝘰𝘳 𝘰𝘶𝘳 own teams. 🧵👇

[Kamal Raj Sekar @notifykamalraj]

@almaximal @golangch [2/2] We force stringification at the rule level to act as a safety net, and kept the `"type": "int"` field right next to it so you still know exactly what type of data failed.

[Kamal Raj Sekar @notifykamalraj]

@almaximal @golangch 👋 Author here, fair point!

Its a trade-off. If `Value` was an `any`, failing on a complex object could accidentally log the whole payload and spike your Datadog/CloudWatch/Azure bill.

You are right that it means you can't do `value > 10` directly in your log queries.

[1/2]

[Kamal Raj Sekar @notifykamalraj]

@REDBOXINDIA Monitoring the situation = 50% ethanol loading soon? Nice, interesting times.

Nobody gives a damn about the older cars

[Kamal Raj Sekar @notifykamalraj]

@aaditsh AI

[Kamal Raj Sekar @notifykamalraj]

If you are building software and still using AI like a chatbot, you are missing the point.

This will change how you think about AI in your team

#AIAgent

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Kamal Raj Sekar @notifykamalraj]

If you are building software and still using AI like a chatbot, you are missing the point.

This will change how you think about AI in your team

#AIAgent

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Kamal Raj Sekar @notifykamalraj]

If you are building software and still using AI like a chatbot, you are missing the point.

This will change how you think about AI in your team

#AIAgent

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Kamal Raj Sekar @notifykamalraj]

If you are building software and still using AI like a chatbot, you are missing the point.

This will change how you think about AI in your team

#AIAgent

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Kamal Raj Sekar @notifykamalraj]

If you are building software and still using AI like a chatbot, you are missing the point.

This will change how you think about AI in your team

#AIAgent

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Ampyard @ampyardhq]

MILLION DOLLAR QUESTION!!! 💰💰💰

𝘞𝘦 𝘢𝘭𝘭 𝘬𝘯𝘰𝘸 𝘸𝘩𝘢𝘵 𝘈𝘐 𝘤𝘢𝘯 𝘥𝘰, 𝘣𝘶𝘵 𝘩𝘰𝘸 𝘥𝘰 𝘸𝘦 𝘨𝘦𝘵 𝗿𝗲𝗮𝗹 𝘣𝘶𝘴𝘪𝘯𝘦𝘴𝘴 𝘱𝘳𝘰𝘥𝘶𝘤𝘵𝘪𝘷𝘪𝘵𝘺 𝘧𝘳𝘰𝘮 𝘪𝘵?

That’s a question we often get from our consulting clients.

To unlock true, scalable impact with minimal resistance, AI Agents are the answer.

They go beyond chat interfaces to assist with high-friction, high-value workflows like bug triage, documentation, test automation, and more, right inside your software delivery process.

We(@Vivek_Ganesan & @notifykamalraj) have released a whitepaper outlining 𝟱 𝙠𝙚𝙮 𝙥𝙧𝙞𝙣𝙘𝙞𝙥𝙡𝙚𝙨 𝙩𝙤 𝙜𝙚𝙩 𝙧𝙚𝙖𝙡 𝙥𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙫𝙞𝙩𝙮 with rare pushbacks from employees.

If you're in product development or any tech org, it's a must-read.

Check it out: https://t.co/Lnqk4evfUR

#AI #Productivity #AIagents #SoftwareEngineering #LeanTech #FutureOfWork

[Kamal Raj Sekar @notifykamalraj]

Appreciate feedback on the paper about the adoption of AI Agents in enterprises!

[Ampyard @ampyardhq]

Our very own @Vivek_Ganesan and @notifykamalraj wrote a paper titled, Real Productivity, Rare Pushbacks:
5 Principles for AI Agents in Product Development Team.

Feedback welcome!

https://t.co/CnuNvQgjQW

#ai #aiagent #productdevelopment #lean #genai #machinelearning #artificialintelligence #software #enterprises #agents

[Kamal Raj Sekar @notifykamalraj]

Appreciate feedback on the paper about the adoption of AI Agents in enterprises!

[Ampyard @ampyardhq]

Our very own @Vivek_Ganesan and @notifykamalraj wrote a paper titled, Real Productivity, Rare Pushbacks:
5 Principles for AI Agents in Product Development Team.

Feedback welcome!

https://t.co/CnuNvQgjQW

#ai #aiagent #productdevelopment #lean #genai #machinelearning #artificialintelligence #software #enterprises #agents

[Kamal Raj Sekar @notifykamalraj]

Appreciate feedback on the paper about the adoption of AI Agents in enterprises!

[Ampyard @ampyardhq]

Our very own @Vivek_Ganesan and @notifykamalraj wrote a paper titled, Real Productivity, Rare Pushbacks:
5 Principles for AI Agents in Product Development Team.

Feedback welcome!

https://t.co/CnuNvQgjQW

#ai #aiagent #productdevelopment #lean #genai #machinelearning #artificialintelligence #software #enterprises #agents

[Kamal Raj Sekar @notifykamalraj]

Appreciate feedback on the paper about the adoption of AI Agents in enterprises!

[Ampyard @ampyardhq]

Our very own @Vivek_Ganesan and @notifykamalraj wrote a paper titled, Real Productivity, Rare Pushbacks:
5 Principles for AI Agents in Product Development Team.

Feedback welcome!

https://t.co/CnuNvQgjQW

#ai #aiagent #productdevelopment #lean #genai #machinelearning #artificialintelligence #software #enterprises #agents