Resources

AI Engineering

How We Run LLM Evals in CI Without Flaky Gates

Two identical runs of the same prompt disagreed on 9% of predictions. How to run LLM evals in CI without flaky merge gates: measure your noise floor first.

AI Engineering, AI-Native Development, Engineering Leadership

Code Is Solved. Understanding Is the New Bottleneck.

Writing code is nearly free now. In 2026 the real constraint on shipping software is human understanding: why the bottleneck moved, and how we build around it.

AI Product Management, AI Engineering, Hiring

AI Product Manager vs. Product-Minded AI Engineer: Which Does Your Startup Need?

AI product manager or AI engineer? For most startups a product-minded AI engineer does both — scoping, trade-offs, and shipping in one senior hire.

Outsourcing, Developer Cost, Global Talent

Filipino vs. US vs. Eastern Europe Developers: A 2026 Cost & Quality Comparison

A 2026 data-driven comparison of Filipino, US, and Eastern European software developers — salaries, technical quality, English proficiency, and total cost of employment.

AI Development, Case Study

How We Shipped a Production App in Days with AI Coding Agents

See how First Mate used AI coding agents and a strict TDD workflow to design and ship QueueMate, a production restaurant app, in days, not months.

Seamless Salesforce Integration: A YC-Backed FinTech Startup Success Story

When YC-backed FinTech startup NovaPay needed a robust Salesforce integration, First Mate stepped up to the challenge. From navigating Apex scripting to designing a multi-layered synchronization strategy, our team tackled complex technical hurdles to deliver a seamless, secure, and scalable solution. Discover how we overcame unexpected challenges, optimized data workflows, and ensured long-term success through meticulous documentation and strategic problem-solving. 🚀

Entrepreneurship

5 Lessons from a Failed Startup

Discover the hard-earned lessons from our journey to build an AI-powered language learning tool. Despite raising $500k and developing a working product, our startup struggled to scale and eventually pivoted. From losing passion to pricing missteps, these five lessons offer valuable insights for founders navigating similar challenges.