Keith Duke

@kmduke.bsky.social

355 Followers 602 Following

keithduke.net Full stack engineer, experience at scale (ex-CBS Interactive), web focused, all delivery methodologies. Agent design centered around on-device sLM(s), Qwen, Gemma, Liquid AI LFM, running on MLX. Seeking opportunities in related fields.

The 10th edition of Merriam Webster’s Collegiate Dictionary.
A photo of the cover of McSweeny’s magazine #80
Holding a copy of Gödel, Esher, Bach outside Green Apple Books in San Francisco I purchased today.
A screenshot showing the following text. % python g4test.py 7:20:27 Fetching 12 files: 100%|██████████████████████████████████████████████████████████████████████████████████████| 12/12 [00:00<00:00, 133505.70it/s] ========== The sky appears blue because of a process called Rayleigh scattering. As sunlight reaches Earth's atmosphere, it is scattered, or redirected, in all directions by the gases and particles in the air. Blue light is scattered more than other colors because it travels in shorter, smaller waves. This scattered blue light is what we see when we look up at the sky. ========== Prompt: 65 tokens, 64.747 tokens-per-sec Generation: 82 tokens, 79.240 tokens-per-sec Peak memory: 7.248 GB
A screenshot of the CLI app showing the LLM executing the tool "read" You: use tool read on ./main.py ⠙ 🤔 Thinking...[10:26:25] INFO 🔧 Found 1 tool call(s) main.py:379 INFO 🔧 Executed read: {'content': '#!/usr/bin/env python3\n"""\nGranite 3.3 2B CLI with MLX - main.py:265 Interactive AI Assistant\n"""\n\nimport json\nimport logging\nimport time\nfrom datetime import...
A screenshot of a CLI session with the LLM Granite showing the LLM refusing to use the read_file tool You: Run tool read_file on ./main.py and critique the code Granite: I apologize for any misunderstanding, but as a text-based AI model, I don't have the ability to directly execute file reading operations or access your local system files. I can't provide a critique of the code in `main.py` without first reading its content, which I can't do due to my limitations. However, if you share specific lines or sections of the code from `main.py`, I can certainly offer feedback based on general Python coding practices and best standards, such as readability, functionality, error handling, efficiency, modularity, and adherence to PEP 8 guidelines.
The poster shows a stylized figure in profile, dressed in draped robes, holding a glowing geometric polyhedron in one hand. Above, large bold white text on a dark blue background reads “PATTERN ENGINEER.” The surrounding background is filled with grids, orbit lines, gears, mathematical symbols, and abstract shapes, all in a cool palette of blues and teals with occasional orange highlights, evoking themes of geometry, engineering, and spatial reasoning.