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Sagar Mandal

Sagar Mandal's blog about building digital products

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How to segment based on customer behavior data and AI/ML ?
May02May 2, 2022Digital, Labs

How to segment based on customer behavior data and AI/ML ?

As not all people are the same, segmentation helps divide your customers into various groups and then be able to drive specific marketing messages. Every…

How Google’s New SDK Runtime Will Change MarTech for Android Apps like Adobe Analytics or Facebook or Google Mobile Ads
Feb24February 24, 2022Digital

How Google’s New SDK Runtime Will Change MarTech for Android Apps like Adobe Analytics or Facebook or Google Mobile Ads

Disclaimer – This is a personal point of view of a design proposal , details of which may change as industry input is gathered and…

Enterprise Technology Trends I am Looking Forward to in 2022
Jan10January 10, 2022Cloud, Digital

Enterprise Technology Trends I am Looking Forward to in 2022

Its the start of the year 2022 and riding on the headwinds of digital innovations, I am looking forward to these trends based on my…

How To Decide Between Machine Learning Versus Rules-Based System?(With Examples)
Jul11July 11, 2021Cloud, Digital, Work

How To Decide Between Machine Learning Versus Rules-Based System?(With Examples)

Last week I was fighting the moral dilemma of modern technology architecture. For a particular business problem/use case, the solution can be a rules based…

Quick Demo GPT 3 : Machine Learning Maths to Marketing
May11May 15, 2021Uncategorized

Quick Demo GPT 3 : Machine Learning Maths to Marketing

The nerd part of me had the best weekend ever as I finally got access to participate in GPT 3 Beta. I have been mentioning…

Quick Demo of Google Chrome FLoC & Web Advertising Future
Apr03April 3, 2021Digital

Quick Demo of Google Chrome FLoC & Web Advertising Future

Google Chrome promises to remove 3rd party cookies using Federated Learning of Cohorts, which is demoed by Sagar Mandal to show impact on user privacy and digital advertising technologies

How to Talk to your Enterprise Data? Say Hello Snowflake !
Mar01March 1, 2021Cloud, Digital, Labs

How to Talk to your Enterprise Data? Say Hello Snowflake !

For the last couple of weeks I had been working on building an enhanced digital strategy for a leading Australian enterprise. We were looking at…

Meet Potential Future of Third Party Cookies – Google Federated Learning of Cohorts API
Feb15March 14, 2021Digital

Meet Potential Future of Third Party Cookies – Google Federated Learning of Cohorts API

Web advertising is a quintessential part of the internet ecosystem as it helps fund new content ideas and bring product/services closer to the target audience.…

How to Optimize Subscription Offers with Adobe Campaign ,Databricks & Snowflake ?
Nov16December 7, 2020Cloud, Digital, Labs

How to Optimize Subscription Offers with Adobe Campaign ,Databricks & Snowflake ?

Note : This a personal conceptual framework with no relation to existing subscription businesses or organizations. This blogpost aims to solve a business problem with…

How Digital Leaders Continue Digital Transformation?
Nov09December 7, 2020Cloud, Digital

How Digital Leaders Continue Digital Transformation?

Learnings from Digital Leaders at Nike, Walmart, Lenovo, Chipotle, Disney, Starbucks and Fortune 100 enterprises on how to continue digital transformation

How to Deliver Campaigns based on Customer’s Weather using Snowflake & Adobe Campaign ?
Nov02December 7, 2020Digital, Labs

How to Deliver Campaigns based on Customer’s Weather using Snowflake & Adobe Campaign ?

Note : This a personal conceptual framework with no relation to existing subscription businesses or organizations. This blogpost aims to solve a business problem with…

How to Find Apartments with Snowflake , Azure & Google Maps
Oct30December 7, 2020Cloud, Digital, Labs

How to Find Apartments with Snowflake , Azure & Google Maps

Note : This is my first attempt at creating architectures with GIFs. Please bear with the page to load and share your thoughts in the…

How to Implement CDP Customer Data Platform
Sep04August 1, 2021Digital

How to Implement CDP Customer Data Platform

Yesterday I got my new headphones delivered! The old ones were heavy and with multiple hours of Zoom calls I was looking for something comfortable…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 9: Product Guardrails — How to Turn Vague Values Into Mechanical Checks Your Agent Cannot Ignore

Every product team has values. “We care about quality.” “User trust is paramount.” “Performance matters.” These are nice sentiments. They are also completely useless as…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 8: Decision Classification — How One-Way and Two-Way Doors Tell Your Agent When to Be Careful

I borrowed this idea from Amazon, and it has completely changed how I think about technical decisions in an Agentic Engineering workflow. The concept is…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 7: Dual Quality Gates — Why Validation and Testing Must Be Separate Processes

Okay so here is something that took me embarrassingly long to figure out: validation and testing are not the same thing. I know, I know…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 6: Forensic Verification — Why a Perfect Score From Your AI Agent Should Make You Nervous

I have a confession to make. When I first set up the verification pass for my AI-generated knowledge store, I expected it to find problems.…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 5: Traceability Chains — How to Connect Product Beliefs to Code That Actually Enforces Them

Okay so here is a question that keeps coming up in Agentic Engineering: how do you know your product values are actually being enforced in…

Mar15March 15, 2026Digital, Labs

Agentic Engineering, Part 4: The Agent Entry Point — Why CLAUDE.md Should Be a Table of Contents, Not an Encyclopedia

If you have worked with AI coding agents for any meaningful period, you have probably hit this wall: the agent knows things that are documented…

Mar15March 15, 2026Uncategorized

Agentic Engineering, Part 3: Role-Based Agent Personas — Why Specialization Beats Generalization

This is Part 3 of the Agentic Engineering series. In Part 2, I introduced Knowledge-First Development and the 10-step Knowledge Store Generator. This post goes…

Mar15March 15, 2026Uncategorized

Agentic Engineering, Part 2: Knowledge-First Development — Why I Generate 44 Documents Before Writing a Single Line of Code

This is Part 2 of the Agentic Engineering series. In Part 1, I made the case for why we need an engineering discipline for agent-driven…

Mar15March 15, 2026Digital, Labs

Why Agentic Engineering & Why Now

It was 2021 when they gave my access to Codex to GPT-3. An excited afternoon later I felt like an audience to a marketing gimmick…

Understanding AI Agents, Agentic Design Patterns & Use Cases
Sep22September 22, 2024Uncategorized

Understanding AI Agents, Agentic Design Patterns & Use Cases

I have been reading about AI agents and the shift towards agentic approach for almost all of 2024. This is a quick refresher for me…

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