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Sagar Mandal

Sagar Mandal's blog about building digital products

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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, 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…

#GPTinMarTech : A Marketer’s Assistant with Adobe Workfront or JIRA
May08May 8, 2023Labs

#GPTinMarTech : A Marketer’s Assistant with Adobe Workfront or JIRA

Disclaimer : This content is written by a human and uses GPT as a tool to make human lives better. The challenge : Building marketing…

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 to identify customers who love your brand?
Apr11April 11, 2022Digital, Labs

How to identify customers who love your brand?

In a recent interview with The Wall Street Journal, JCPenncy CEO Marc Rosen said that they aren’t trying to win new or trendy, younger buyers.…

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