Format Web Page "Karpathy’s autoresearch agent automatically modifies training code, runs fixed-budget experiments, evaluates results, and retains or discards changes." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title autoresearch Source authors Andrej Karpathy Source year 2026 Confidence high Importance mid
Format Web Page "Ravid Shwartz-Ziv compared Karpathy’s autonomous research approach with established Bayesian optimization and found that the traditional optimizer achieved a slightly better result faster in his experiment." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Karpathy's LLM agent vs Bayesian optimization Source authors Ravid Shwartz Ziv Source year 2026 Confidence mid Importance mid
Format Web Page "A missing check in a four-line Rust helper prevented named integer primary keys from receiving the direct row-lookup behavior expected of SQLite." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Your LLM Doesn't Write Correct Code. It Writes Plausible Code. Source authors Hōrōshi Source year 2026 Confidence high Importance high
Format Web Page "On a primary-key lookup benchmark, the LLM-generated SQLite reimplementation was approximately 20,000 times slower than SQLite." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Your LLM Doesn't Write Correct Code. It Writes Plausible Code. Source authors Hōrōshi Source year 2026 Confidence high Importance high
Format Web Page "The generated Rust database compiled and passed its existing tests despite serious performance problems." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Your LLM Doesn't Write Correct Code. It Writes Plausible Code. Source authors Hōrōshi Source year 2026 Confidence high Importance high
Format Web Page "An LLM-generated SQLite reimplementation contained approximately 576,000 lines of Rust code across 625 files." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Your LLM Doesn't Write Correct Code. It Writes Plausible Code. Source authors Hōrōshi Source year 2026 Confidence high Importance mid
Format Web Page "SQLite is a battle-hardened database engine with an estimated one trillion active database instances worldwide." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Most Widely Deployed and Used Database Engine Source authors SQLite Project Source year 2026 Confidence high Importance low
Format Online paper / PDF "DeepSeek-R1 combines rule-based rewards for verifiable reasoning tasks with model-based rewards for more general tasks." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning Source authors Daya Guo et al. Source year 2025 Confidence high Importance high
Format Online paper / PDF "In coding tasks, reinforcement learning can be graded by a compiler and test runner instead of relying on a neural network to approximate human preferences." View Source Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning Source authors Daya Guo et al. Source year 2025 Confidence high Importance high
Format Video / YouTube Embed "Cursor’s predictive editing extends traditional autocomplete by anticipating changes to code and the developer’s next cursor location." Location PART 3 - THE THIRD AXIS CHAPTER 15: DEPLOY NOW, PRAY LATER How Code Diverges From Prose Source title Cursor Team: Future of Programming with AI | Lex Fridman Podcast #447 Source authors Lex Fridman; Michael Truell; Aman Sanger; Sualeh Asif Source year 2024 Confidence high Importance mid
