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Tom Whitworth

twhitworth
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AI & ML interests

Low Level Infrastructure, Tooling, Busyforking

Recent Activity

liked a model 1 day ago
AIDC-AI/Marco-DeepResearch-8B
reacted to kalyan-ks's post with 🔥 1 day ago
Tiny Specialized Models beat LLMs at PII Entity Extraction Ettin-68M-Nemotron-PII model - achieves strong F1-score of 96.27% with just 68M parameters. - beats popular LLMs like GPT-4o-mini (78.69%) and DeepSeek-v4-flash (84.89%). More details in the blog post - https://huggingface.co/blog/kalyan-ks/tiny-pii-entity-detection-models
reacted to spillai's post with 🔥 1 day ago
mm-ctx – fast, multimodal context for agents. LLM-based agents handle text incredibly well, but images, videos, or PDFs with visual content are hard to interpret. mm-ctx gives your CLI agent multi-modal skills. Try it interactively in Spaces: https://huggingface.co/spaces/vlm-run/mm-ctx Readme: https://vlm-run.github.io/mm/ PyPI: https://pypi.org/project/mm-ctx SKILL.md: https://github.com/vlm-run/skills/blob/main/skills/mm-cli-skill/SKILL.md mm-ctx is meant to feel familiar: the UNIX tools we already love (find/cat/grep/wc), rebuilt for file types LLMs can't read natively and designed to work with agents via the CLI. - mm grep "invoice #1234" ~/Downloads searches across PDFs and returns line-numbered matches - mm cat <document>.pdf returns a metadata description of the file - mm cat <photo>.jpg returns a caption of the photo - mm cat <video>.mp4 returns a caption of the video A few things we obsessed over: ⚡ Speed: Rust core for the hot paths 🏠 Local-first, BYO model: Uses any OpenAI-compatible endpoint: Ollama, vLLM/SGLang, LMStudio with any multimodal LLM (Gemma4, Qwen3.5, GLM-4.6V). 🔗 Composable: stdin + structured outputs 🤖 Drops into any agent via mm-cli-skills: Claude Code, Codex, Gemini CLI, OpenClaw. We’d love to hear your feedback! Especially on the CLI and what file types and workflows you would like to see next.
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