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2muchcoffee

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Diagnostic Analytics for SAT Prep: Careless vs Concept vs Pacing
AI development

Diagnostic Analytics for SAT Prep: Careless vs Concept vs Pacing

A score report that says 640 Math tells a student nothing they can act on. The product is the sentence after the number: which misses were careless, which were concept gaps, which were pacing. Same wrong answers, three opposite fixes, and the layer that compounds into a moat.

  • 2muchcoffee
    2muchcoffee
7 min read
The 80% Problem: Your AI-Built MVP Is a Verdict, Not a Draft
AI

The 80% Problem: Your AI-Built MVP Is a Verdict, Not a Draft

AI gets you to 80% of a product in a weekend, then stalls on the 20% that decides whether it survives real users. Most founders try to finish it. The smarter move is to read it: that 80% is a cheap verdict on whether the idea earns the expensive part.

  • 2muchcoffee
    2muchcoffee
10 min read
Bun vs Node.js: I Swapped a Real TypeScript Project to Bun
Bun

Bun vs Node.js: I Swapped a Real TypeScript Project to Bun

I swapped a real React and TypeScript project from Node.js to Bun and timed what changed. The runtime swap barely moved the build. The real speedup came only when Bun replaced more of the toolchain.

  • 2muchcoffee
    2muchcoffee
16 min read
The 2muchcoffee Angular Manifesto: Modern Angular in 2026 (Signals, Standalone, Zoneless)
Angular

The 2muchcoffee Angular Manifesto: Modern Angular in 2026 (Signals, Standalone, Zoneless)

The Angular that made you write NgModules, decorate every input, and trust zone.js is gone. Signals, standalone by default, and as of v21 no zone.js at all. This is how we actually write Angular in 2026, rule by rule, with the code.

  • 2muchcoffee
    2muchcoffee
13 min read
How to Build an SAT Prep Platform in 2026 (and What's Still Standing in 2028)
AI development

How to Build an SAT Prep Platform in 2026 (and What's Still Standing in 2028)

If you sell SAT prep, you spent 2026 watching Google give it away free. The niche survives because the easy half is free and the hard half, the part a junior or an AI gets wrong, is the whole business. A builder's map to a digital-SAT platform, and what's still standing in 2028.

  • 2muchcoffee
    2muchcoffee
18 min read
Product Designer vs UI/UX Designer in 2026: a responsibility-based guide
Design

Product Designer vs UI/UX Designer in 2026: a responsibility-based guide

I read 633 design briefs from the biggest freelance marketplace. Product Designer paid more than UI/UX Designer for the same work, and six in ten were not software jobs at all. The title is noise; responsibility is the signal.

  • 2muchcoffee
    2muchcoffee
8 min read
I am a TypeScript developer. Python typing has not caught up.
Python

I am a TypeScript developer. Python typing has not caught up.

A TypeScript developer integrates LangGraph into a Pydantic-typed FastAPI codebase and finds a wall. The wall is real, structural, and identical in shape to walls every modern language has hit. Naming it changes everything.

  • 2muchcoffee
    2muchcoffee
13 min read
Your single Postgres pool will eventually eat your whole startup
Engineering quality

Your single Postgres pool will eventually eat your whole startup

Small-team ops platforms on Vercel + Supabase work for ten months, then 504s start appearing while Postgres looks healthy. Diagnosis, the connection-bulkhead pattern, and the queue architecture that actually fixes it.

  • 2muchcoffee
    2muchcoffee
12 min read
The 2muchcoffee Nest.js Manifesto
NestJS

The 2muchcoffee Nest.js Manifesto

The published Nest.js standards a small engineering team ships by. Eleven rules, the six we have not written yet, a respectful nod to FastAPI, and a drop-in kit for Claude Code, Cursor, and Codex.

  • 2muchcoffee
    2muchcoffee
12 min read
Top 5 Skills a Non-Technical Co-Founder Needs in 2026
Founders

Top 5 Skills a Non-Technical Co-Founder Needs in 2026

AI builders made shipping cheap. Owning the source code, security, developer accounts, distribution, and a defensible niche is the work AI will not do for you.

  • 2muchcoffee
    2muchcoffee
7 min read
Every Failure Creates a Market. AI Agents Just Got Theirs.
AI agents

Every Failure Creates a Market. AI Agents Just Got Theirs.

AI agents fail all the time. Insurance appears when a failure touches production data, money, customer records, or contracts and someone needs proof of who pays.

  • 2muchcoffee
    2muchcoffee
8 min read
AI-Native vs AI-Powered Developers: What Hiring Teams Get Wrong
AI development

AI-Native vs AI-Powered Developers: What Hiring Teams Get Wrong

Learn how AI-native, AI-powered, traditional, and vibe-coding developers differ, and what to ask before hiring for AI coding work.

  • 2muchcoffee
    2muchcoffee
8 min read
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