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Real Talk on AI, Data,
and Shipping Products

Practical insights from a federal Data Science TPM who's beta tested 400+ tools, consulted on 20+ SaaS products, and ships real things.

What Is OpenClaw? A Non-Technical Guide for Business Leaders
Open Source AI
Mar 18, 20265 min read

What Is OpenClaw? A Non-Technical Guide for Business Leaders

OpenClaw is the open-source AI agent with 310k+ GitHub stars. Here's what it does, whether it's safe for your business, how it compares to ChatGPT, and what setup actually looks like — explained for directors, PMs, and executives.

MS
Manish Singh
Claude Code for Non-Developers: How Product Managers and Leaders Use AI to Ship Faster
Open Source AI
Mar 18, 20267 min read

Claude Code for Non-Developers: How Product Managers and Leaders Use AI to Ship Faster

Claude Code isn't just for engineers. Product managers, directors, and business leaders are using it to prototype, analyze data, automate workflows, and ship 4x faster. Here's how to get started — no coding experience required.

MS
Manish Singh
Running AI Locally: Why Your Company Should Consider Open Source LLMs in 2026
Open Source AI
Mar 18, 20268 min read

Running AI Locally: Why Your Company Should Consider Open Source LLMs in 2026

44% of organizations cite data privacy as the #1 barrier to AI adoption. Running open-source LLMs locally eliminates that barrier entirely. Here's the business case for self-hosted AI — costs, hardware, compliance, and how to get started.

MS
Manish Singh
Vibe Coding for Everyone: The Ultimate Starter Guide to Building with Claude Code
Vibe Coding
Mar 17, 20267 min read

Vibe Coding for Everyone: The Ultimate Starter Guide to Building with Claude Code

The era of staring at code you don't understand is over. Learn how vibe coding with Claude Code lets designers, founders, and solopreneurs build real software through natural language — no CS degree required.

MS
Manish Singh
How to Build an Enterprise AI Strategy That Actually Delivers ROI
AI Strategy
Mar 15, 20263 min read

How to Build an Enterprise AI Strategy That Actually Delivers ROI

Most enterprise AI initiatives fail to deliver measurable ROI. Learn the 5-phase framework used by a federal Data Science TPM to align AI investments with business outcomes — from discovery to production deployment.

MS
Manish Singh
AI in Government: A Practical Guide for Federal Program Managers
GovTech
Mar 14, 20263 min read

AI in Government: A Practical Guide for Federal Program Managers

How federal agencies can implement AI within FedRAMP, ATO, and compliance constraints. Written by a current federal Data Science TPM at the VA who's drafted AI SOPs and led agency-wide AI exploration programs.

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Manish Singh
AI Automation for Small Business: 5 Use Cases That Save 15+ Hours Per Week
AI Automation
Mar 13, 20263 min read

AI Automation for Small Business: 5 Use Cases That Save 15+ Hours Per Week

Practical AI automations that small businesses and startups can implement today to save 15+ hours per week. No enterprise budget required. Real examples from a founder who's built and shipped 4 products.

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Manish Singh
AI for Nonprofits: Multiply Your Mission Without Multiplying Your Budget
AI for Nonprofits
Mar 12, 20264 min read

AI for Nonprofits: Multiply Your Mission Without Multiplying Your Budget

How nonprofit organizations can leverage AI to automate grant reporting, improve donor analytics, and serve more beneficiaries — all on a nonprofit budget. Written by a public administration expert (MPA, Baruch) with federal and nonprofit experience.

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Manish Singh
The Vibe Coding Gap: Why Your AI-Generated App Isn't Production-Ready
Vibe Coding
Mar 11, 20264 min read

The Vibe Coding Gap: Why Your AI-Generated App Isn't Production-Ready

Vibe coding tools like Cursor, Bolt, and V0 get you 70% of the way to a real product. Here's what they miss — auth, security, database design, deployment — and how to bridge the gap before you ship.

MS
Manish Singh
From MVP to Production: The Solo Founder's Complete Shipping Checklist
Shipping Products
Mar 10, 20263 min read

From MVP to Production: The Solo Founder's Complete Shipping Checklist

The complete checklist for solo founders taking an AI-coded MVP to production. Auth, payments, security, SEO, deployment — every step from 'it works on localhost' to 'users are paying for it.' Built from shipping 4 products.

MS
Manish Singh
Power BI vs Tableau vs Custom Dashboards: Choosing the Right Analytics Stack
Data Science
Mar 9, 20264 min read

Power BI vs Tableau vs Custom Dashboards: Choosing the Right Analytics Stack

An honest comparison of Power BI, Tableau, and custom-built dashboards from a Data Science TPM who uses all three in federal and enterprise environments. When to use each, real cost analysis, and implementation tips.

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Manish Singh

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