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research.md
| @@ -20,6 +20,7 @@ Write the Tests!! | |||
| 20 | 20 | #### Andrej Karpathy is a demi-god. | |
| 21 | 21 | - https://x.com/karpathy/status/1748043513156272416 | |
| 22 | 22 | ||
| 23 | + | #### More App example experiences. | |
| 23 | 24 | - https://doordash.engineering/2020/08/28/overcome-the-cold-start-problem-in-menu-item-tagging/ | |
| 24 | 25 | description of DoorDash App. | |
| 25 | 26 | - https://arxiv.org/pdf/2212.10481 Execution-Based Evaluation for Open-Domain Code Generation | |
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| 1 | + | ### The original Three articles. | |
| 2 | + | ||
| 3 | + | - https://www.oreilly.com/radar/what-we-learned-from-a-year-of-building-with-llms-part-i/ | |
| 4 | + | - https://www.oreilly.com/radar/what-we-learned-from-a-year-of-building-with-llms-part-ii/ | |
| 5 | + | - https://www.oreilly.com/radar/what-we-learned-from-a-year-of-building-with-llms-part-iii-strategy/ | |
| 6 | + | ||
| 7 | + | ### And then the Rabbit Holes. | |
| 8 | + | ||
| 9 | + | - https://www.microsoft.com/en-us/research/blog/the-power-of-prompting/ Microsoft's ideas on prompt engr rather than fine-tunning. | |
| 10 | + | - https://www.linkedin.com/blog/engineering/generative-ai/musings-on-building-a-generative-ai-product LinkedIn's App work description. | |
| 11 | + | - https://jxnl.github.io/blog/writing/2024/02/28/levels-of-complexity-rag-applications/ Some ideas on whata RAG app might look like. | |
| 12 | + | ||
| 13 | + | Hamel Husain's ideas... very useful | |
| 14 | + | - https://hamel.dev/blog/posts/evals/ | |
| 15 | + | - https://hamel.dev/blog/posts/prompt/ | |
| 16 | + | - https://gist.github.com/hamelsmu/d0d75bf702e56987f35cb715f7da4d6a | |
| 17 | + | - https://hamel.dev/blog/posts/evals/#step-1-write-scoped-tests | |
| 18 | + | Write the Tests!! | |
| 19 | + | ||
| 20 | + | #### Andrej Karpathy is a demi-god. | |
| 21 | + | - https://x.com/karpathy/status/1748043513156272416 | |
| 22 | + | ||
| 23 | + | - https://doordash.engineering/2020/08/28/overcome-the-cold-start-problem-in-menu-item-tagging/ | |
| 24 | + | description of DoorDash App. | |
| 25 | + | - https://arxiv.org/pdf/2212.10481 Execution-Based Evaluation for Open-Domain Code Generation | |
| 26 | + | - https://www.godaddy.com/resources/news/llm-from-the-trenches-10-lessons-learned-operationalizing-models-at-godaddy#h-1-sometimes-one-prompt-isn-t-enough | |
| 27 | + | GoDaddy'ss LLM App Description. | |
| 28 | + | - https://promptengineering.org/what-are-large-language-model-llm-agents/ | |
| 29 | + | what's a LLM-agent and why? | |
| 30 | + | - https://github.com/daveshap/SparsePrimingRepresentations | |
| 31 | + | a very clever way to condense knowledge to be used within prompts. | |
| 32 | + | ||
| 33 | + | ||
| 34 | + | #### Prompt frameworks | |
| 35 | + | - https://github.com/outlines-dev/outlines | |
| 36 | + | - https://github.com/jxnl/instructor | |
| 37 | + | ||
| 38 | + | #### SQL PaLM | |
| 39 | + | - https://www.researchgate.net/publication/371223615_SQL-PaLM_Improved_Large_Language_ModelAdaptation_for_Text-to-SQL | |
| 40 | + | ||
| 41 | + | #### Create a LLM from Scratch | |
| 42 | + | - https://pbs.twimg.com/card_img/1799150371614437376/EcIpp2ov?format=jpg&name=small | |
| 43 | + | ||
| 44 | + | #### Code-aid tool | |
| 45 | + | - https://austinhenley.com/blog/codeaid.html | |
| 46 | + | - https://austinhenley.com/pubs/Kazemitabaar2024CHI_CodeAid.pdf | |
| 47 | + | ||
| 48 | + | - https://lancedb.com | |
| 49 | + | a vector database for use to handle embedding and chunked text(?) | |
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