Learning Loops and Reviews

src/app/post-tutorial-notes.md is empty. You just wrapped a full-stack tutorial, poured a glass of water, and returned to your code editor with a faint buzzing in your brain: you followed every step, ran every command, debugged the CORS error that the instructor glossed over, and now have a working to-do app that authenticates users and stores … Read more

.lab-block-tracker.md is empty. This plain text file lives in the root of your current project repo to track every structured two-hour lab block you run, so you never end a focused work session without a clear, shippable change and recorded context for unfinished work. Build Next Stack designed this structure to cut decision fatigue during … Read more

lib/error_log_flashcards.py holds the raw parser for your coding practice error logs. You’ve been tracking every failed quiz answer, broken unit test, misremembered syntax rule, and misconfigured infrastructure deployment in a plaintext error log for 12 weeks, and this script turns that unstructured, personal data into a custom flashcard deck that targets exactly the gaps you … Read more

.duck-notes.md lives in the root of every active project directory you work on. It’s a lightweight, structured rubber-duck debugging template you fill out the second you hit a bug that stumps you for longer than 10 minutes, designed to cut out the rambling, circular guesswork that eats hours of development time. Unlike unstructured note files … Read more

.project-timers.md lives in your root working directory, pinned to your editor’s sidebar for one-click access. Rabbit holes are unplanned, hyper-focused deep dives into topics that don’t align with your current top priority, and they cost an average of 23 minutes of refocus time per interruption per widely cited workplace productivity research. What starts as a … Read more

docs/portfolio-writeup-outline.md is ready for you to customize for your full-stack capstone project. Most portfolio writeups go 80% finished and get abandoned, because creators get stuck deciding what to include, ramble through irrelevant tool lists, or fail to tie their work to tangible problems. A 2024 survey of technical recruiters found 72% of project writeups get … Read more

docs/project-elevator-pitch.md holds an unformatted draft of your team’s internal project summary that runs 12 paragraphs long. Structure of this pitch document Right now, the file is packed with granular details that matter for internal alignment: technical specs for your latest API update, bug fix logs from the last three sprints, unedited feedback snippets from 17 … Read more

`courses/cleanup-commit.sh` is empty. You open the file to build a repeatable script to deprecate three end-of-life courses and merge all associated changes in a single repo commit, avoiding scattered, uncontextualized changes across multiple PRs. Map active course statuses You start by pulling the latest main branch of the core content repo to ensure you have … Read more