Useful maps for students figuring things out.
Scholarships, applications, internships, CS prep, AI use, fitness basics, and a few puzzles so the practical stuff does not flatten curiosity.
students / applications / proof
Practical student help that turns confusion into a checklist, artifact, or source-checked link.
Keep scholarships, internships, MS applications, quant prep, fitness, and life systems in a clear student route instead of hiding them in curiosity shelves.
Student Kit entry points
- Student Application Packet Resources / zero / 45 min setup Active
- Student Application Operating System Resources / zero / living kit Seed
- Scholarship Radar Resources / zero / living index Seed
- CS Internship Radar Resources / beginner / living index Seed
- MS Application Resource Map Resources / beginner / seasonal guide Seed
Scholarships and deadlines
Source-checked opportunities, eligibility, dates, and document lists.
- Scholarship Radar Resources / zero / living index resource
- MS Application Resource Map Resources / beginner / seasonal guide resource
- Student Application Packet Resources / zero / 45 min setup resource
- Student Application Operating System Resources / zero / living kit resource
Growth rule
A scholarship entry is a candidate until official source and review date are present.
Applications and career systems
Internships, MS applications, quant prep, cold emails, recommendation packets, and trackers.
- The Blindfolded Cards Puzzles / beginner / 5 min puzzle
- Student to Strong CS Intern Tracks / zero / 12 weeks track
- Quant Research Prep Tracks / intermediate / 10 weeks track
- Quant Research Interview Map Resources / intermediate / study map resource
- CS Internship Radar Resources / beginner / living index resource
Growth rule
Templates belong here when they reduce real student friction.
Projects, AI learning, and quant practice
Zero-to-hero tracks, CS projects, quant practice, and AI use that keeps thinking visible.
- Prompt Injection Museum Guard Puzzles / intermediate / 8 min puzzle
- The Infinite Startup Payout Puzzles / intermediate / 10 min puzzle
- Tokenizer Trap Puzzles / beginner / 6 min puzzle
- LLM Builder: Zero to Shipped Agent Tracks / beginner / 6 weeks track
- LLM From Scratch, No Incense Required Tracks / intermediate / 8 weeks track
Growth rule
Student learning pages should end in visible proof of work.
Build queue
- Official scholarship source registry - source table / needs-source
- Application tracker template - tool / next
- Student AI practice worksheet - learning track / seeded
Do useful things in the right order.
Student help is a roadmap, not a rabbit hole: money, proof, practice, applications, and life systems.
- scholarships Find Money Verified links, deadlines, eligibility, and source checks. official source
- projects Build Proof One project that says more than a resume adjective. artifact
- interviews Practice Core CS, probability, puzzles, and explanation reps. reps log
- systems Apply Track applications, referrals, versions, and follow-ups. tracker
Student Kit shelves.
What helps a student take the next concrete step?
Scholarships and funding
Official-source lists, deadlines, eligibility, and freshness rules.
Source Table 5 objects
Growth rule
Never publish stale scholarship claims as advice; mark source state.
View all / table or row matrix
Applications and packets
MS applications, resumes, SOPs, referrals, and version tracking.
Route-Tabbed Subtopic Hub 5 objects
Growth rule
Prefer checklists and examples over motivational paragraphs.
View all / route tabs plus shelves
Internships, CS proof, and quant prep
Project paths, applications, interview reps, quant practice, and public artifacts.
Route-Tabbed Subtopic Hub 8 objects
Growth rule
Sequence beats card walls: fundamentals, one artifact, applications, interview reps.
View all / route tabs plus shelves
Common problems and health basics
Practical recipes, fitness field logs, and recurring problems students actually face.
Dense Row Index 9 objects
Growth rule
Personal experience stays labelled personal; health material is not medical advice.
View all / searchable rows
route anchors
Other objects on this route
Compact anchors preserve old links without turning this page into a card wall.
How this room grows
-
site Whole site Keep the homepage as orientation and taste. Move depth to rooms and the archive. -
area Room / area Create a route when the audience, mental model, or review rules differ from siblings. -
subtopic Shelf inside a room Promote to its own page when it needs custom interaction, more than 20 objects, or a recurring newsletter/search path. -
collection Curated slice Use rows for many similar objects and cards only for heterogeneous featured objects. -
object Canonical content object Every public object keeps a detail URL and machine-readable summary, even if surfaced in many rooms. -
block Reusable block Blocks can appear in many posts. They never own taxonomy color or public identity by themselves.
Paths that leave artifacts.
LLM Builder: Zero to Shipped Agent
Ship one useful AI assistant with a clear task, test set, retrieval boundary, and failure log.
- 01 Prompting as interface design Turn a messy note into a structured student resource.
- 02 RAG without superstition Build a scholarship finder over a small verified corpus.
- 03 Evals before vibes Evaluate the scholarship finder on 20 realistic questions.
- 04 Tools and agents Add a deadline checker and source verifier.
- 05 Ship and observe Publish a read-only demo with a failure diary.
LLM From Scratch, No Incense Required
Train a tiny text model, inspect its failures, and connect the toy version to modern LLM systems.
- 01 Text to numbers Write a tokenizer visualizer for your own bio.
- 02 Embeddings Plot nearest neighbors in a toy corpus.
- 03 Attention Animate one attention head on a short sentence.
- 04 Training loop Train a tiny quote generator.
- 05 Failure diary Publish the model's wrong outputs with explanations.
Student to Strong CS Intern
Create a credible application packet and one project that shows actual judgment.
- 01 Fundamentals map Make a personal CS map with gaps marked.
- 02 One real project Make a campus or NGO utility and write the postmortem.
- 03 Application system Create a public internship tracker template.
- 04 Interview reps Solve and explain 20 core problems.
- 05 Proof of work Publish a short project page and learning log.
Quant Research Prep
Build enough math, coding, and research discipline to discuss quant problems honestly.
- 01 Probability reflexes Write solutions to 15 probability puzzles.
- 02 Statistics and experiments Run a simulation notebook for false discoveries.
- 03 Python research loop Build a toy mean-reversion backtest with caveats.
- 04 Market humility Write a 'why this probably fails' memo.
- 05 Interview synthesis Record short written explanations for solved puzzles.