The Journal
Counselor Insights.
Practical admissions advice, from eighteen years at the desk.
The SAT Timing Strategy I Recommend to High-Achieving Students (Sophomore Year Start)
SAT Strategy For many high-achieving students, August of sophomore year is the ideal SAT test date. The strategy depends on preparation, performance tracking, and taking advantage of the flexibility that comes with testing early. The first requirement is commitment. A student sho...
Also in the Journal
College Recommendation Letters
College Applications Getting stellar recommendation letters can make your college application shine. Let's explore how to secure the best recommendations for your future. The Four ...
Science Fair Projects and Why You Should Start (Even Rising Seniors!)
Science Fair Guide California's Science Fair Process sciencefair.counselorjay.com Guide Regeneron Science Talent Search regeneron.counselorjay.com The point of the project is the p...
Setting Up a Local LLM on Your MacBook Pro: My Updated 2026 Guide
Tools & AI Running your own LLM on a MacBook Pro is one of the highest-leverage moves you can make in 2026. It turns bulk inference (the expensive part of most AI workflows) into a...
Start Vibe Coding passion projects with GPT Codex - Setup Guide
AI & Technology By Coach Jay GPT 5.5 dropped on April 23rd, and it is the current king of "tell it what you want to make and it'll make it for you". Until Anthropic comes out with ...
Why Local LLMs for Passion Projects and How Much Mine Saved (Claude Code Bill)
AI & Technology By Coach Jay·AI workflow notes Running frontier AI models for bulk work gets expensive fast. The setup below is how I keep compute costs predictable while building ...
2026 Elite College Admissions Report: Class of 2030
CounselorSophie.com · Published April 16, 2026 · Class of 2030 Cycle · 24 min read 01The Most Selective Year in History The 2025–2026 admissions cycle (Class of 2030) shattered rec...
Recommendation Letters Guide 2026
← Back to Insights College Strategy Every April, I sit down with my juniors and walk through one of the most underestimated parts of the college application: the recommendation let...
The Labor Multiplier: What AI is actually doing to your future job or industry
A note to my students before we begin: this post is going to set aside the hype and focus on fundamental economics, specifically what the current AI shift tells us about the future...
Running AI Models at Home on your Apple Computer
Hardware Recommendations The MacBook Pro, Mac Mini, and Mac Studio now offer something no PC can match at a reasonable price: enough memory to run powerful AI models completely off...
The BEST AI foundation you need to understand
Before I get into anything, watch this video first. The title says it's about a note-taking app. Don't let that fool you. The note-taking is just the example he uses. What he's act...
AP Study Guide 2026
Academic Strategy Your AP scores matter, especially as you aim higher. Here's exactly how I tell my students to prepare — plus links to a full Google Drive of practice AP exams and...
Waitlist Guide 2026
The Full Waitlist Timeline Before we get into the details, here's the full roadmap. I share this with every student the day they get their waitlist decision so they know exactly wh...
Early Applications
Application Strategy · Part 2 A deep dive into the three early application types — Early Decision, Restrictive Early Action, and Early Action — and how to use them strategically. S...
The College Application Timeline
Application Strategy There are mainly two windows for college applications. Here's the full four-year picture — and what you need to know about everything that follows. ← Scroll to...
End of February: What Juniors Should Be Thinking About Right Now
We’re nearing the end of February, and at this point in the cycle there are a few things that consistently matter most based on what I’ve seen year over year with my juniors. GPA /...