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Community-curated directory of influential CS research papers
Passed 21 of 22 test cases with the skill, and 15 of 22 without it.
and 4 more in the full report
6 fixed15 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Approximately how many topic category directories exist in the complete repository structure?
| Checked | Without skill | With skill |
|---|---|---|
| The response indicates there are over 40 categories in the repository. | Missed | Passed |
The instructions your model reads when the skill loads.
Papers We Love (PWL) is a community-driven repository of influential computer science research papers organized by topic, with worldwide reading groups. The repository contains direct links to PDFs and summaries for hundreds of landmark papers across distributed systems, programming languages, machine learning, security, and more. A go-to resource for discovering foundational and impactful research.
papers-we-love/
├── distributed_systems/
│ ├── README.md # Curated list with descriptions
│ ├── lamport-clocks.pdf
│ └── raft.pdf
├── machine_learning/
├── programming_languages/
├── security/
├── databases/
├── networking/
├── information_retrieval/
├── artificial_intelligence/
├── concurrency/
├── operating_systems/
└── ... (40+ categories)
| Category | Notable Papers |
|---|---|
| Distributed Systems | Paxos, Raft, MapReduce, Dynamo |
| Machine Learning | Backpropagation, Dropout, Attention, BatchNorm |
| Programming Languages | Lambda calculus, Type inference, Hindley-Milner |
| Databases | B-Trees, LSM-Trees, MVCC, Column stores |
| Security | Public-key crypto, Zero-knowledge proofs, TLS |
| Networking | TCP congestion, BGP, Software-defined networking |
| Operating Systems | Unix, Microkernel debate, Virtual memory |
| Concurrency | CSP, Actor model, Software transactional memory |
test cases passed, vs 15 / 22 without
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