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July 20, 20263 min read
Sunsets at Lake Monroe
An evening of chasing golden light and a rising pink moon along the shores of Lake Monroe in Sanford and Seminole County, Florida.
#photography#sunset#florida#lake monroe#travel
July 19, 20264 min read
Five Days in Puerto Rico: Rainforest, Reefs, and a Glowing Bay
Our June trip to Puerto Rico, day by day — El Yunque and Luquillo, Old San Juan and El Morro, a catamaran to Culebra, and kayaking a bioluminescent bay.
#travel#puerto rico#family trip#beaches#itinerary
July 6, 20268 min read
From Character Soup to Instruction-Following: Building a GPT from Scratch on a 16GB Laptop
I built a language model from scratch on an M1 Pro MacBook — char-level GPT to subword tokenization to real web data to a 51M-param model to instruction tuning. Here's the whole journey, the numbers, and the honest lessons about what a laptop can (and can't) do.
#ai#llm#pytorch#machine-learning#from-scratch
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