State of PyTorch Hardware Acceleration 2025
A Comparative Technical Analysis: NVIDIA CUDA, AMD ROCm, Google TPU (XLA), and Apple Silicon (MPS).
https://tunguz.github.io/PyTorch_Hardware_2025/
A Comparative Technical Analysis: NVIDIA CUDA, AMD ROCm, Google TPU (XLA), and Apple Silicon (MPS).
https://tunguz.github.io/PyTorch_Hardware_2025/
Polymarket / agents
Trade autonomously on Polymarket using AI Agents
https://github.com/Polymarket/agents
Trade autonomously on Polymarket using AI Agents
https://github.com/Polymarket/agents
GitHub
GitHub - Polymarket/agents: Trade autonomously on Polymarket using AI Agents
Trade autonomously on Polymarket using AI Agents. Contribute to Polymarket/agents development by creating an account on GitHub.
Choosing the Right Python Docker Image for Finance Workloads
https://jiripik.com/2025/12/19/choosing-the-right-python-docker-image-for-finance-workloads/
https://jiripik.com/2025/12/19/choosing-the-right-python-docker-image-for-finance-workloads/
Jiri Pik
Choosing the Right Python Docker Image for Finance Workloads
Explore the Python Docker image performance benchmark. Uncover insights on speed and efficiency in containerized applications.
X-ray: a Python library for finding bad redactions in PDF documents
https://github.com/freelawproject/x-ray
https://github.com/freelawproject/x-ray
GitHub
GitHub - freelawproject/x-ray: A tool to detect whether a PDF has a bad redaction
A tool to detect whether a PDF has a bad redaction - freelawproject/x-ray
Is it bad practice to type-annotate every variable assignment?
https://www.reddit.com/r/Python/comments/1pzpsb0/is_it_bad_practice_to_typeannotate_every_variable/
https://www.reddit.com/r/Python/comments/1pzpsb0/is_it_bad_practice_to_typeannotate_every_variable/
Reddit
From the Python community on Reddit
Explore this post and more from the Python community
Python 3.15’s interpreter for Windows x86-64 should hopefully be 15% faster
https://fidget-spinner.github.io/posts/no-longer-sorry.html
https://fidget-spinner.github.io/posts/no-longer-sorry.html
Ken Jin’s Blog
Python 3.15’s interpreter for Windows x86-64 should hopefully be 15% faster
High-Performance Wavelet Matrix for Python, Implemented in Rust
https://pypi.org/project/wavelet-matrix/
https://pypi.org/project/wavelet-matrix/
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Polymarket / py-clob-client
Python client for the Polymarket CLOB
https://github.com/Polymarket/py-clob-client
Python client for the Polymarket CLOB
https://github.com/Polymarket/py-clob-client
GitHub
GitHub - Polymarket/py-clob-client: Python client for the Polymarket CLOB
Python client for the Polymarket CLOB. Contribute to Polymarket/py-clob-client development by creating an account on GitHub.
calgebra
Set algebra for calendars. Compose lazily and query efficiently.
https://github.com/ashenfad/calgebra
Set algebra for calendars. Compose lazily and query efficiently.
https://github.com/ashenfad/calgebra
GitHub
GitHub - ashenfad/calgebra: Set operations for calendar intervals
Set operations for calendar intervals. Contribute to ashenfad/calgebra development by creating an account on GitHub.
MiroThinker
A series of open-source search agent designed to advance tool-augmented reasoning and information-seeking capabilities.
https://github.com/MiroMindAI/MiroThinker
A series of open-source search agent designed to advance tool-augmented reasoning and information-seeking capabilities.
https://github.com/MiroMindAI/MiroThinker
GitHub
GitHub - MiroMindAI/MiroThinker: MiroThinker is an open-source search agent model, built for tool-augmented reasoning and real…
MiroThinker is an open-source search agent model, built for tool-augmented reasoning and real-world information seeking, aiming to match the deep research experience of OpenAI Deep Research and Gem...
Clock Synchronization Is a Nightmare
The author explains that physical clock synchronization is a "nightmare" because hardware oscillators inevitably drift due to temperature and aging, leading to critical failures in distributed systems like database inconsistencies and impossible debug traces. He argues that while algorithms like NTP and Cristian's attempt to bridge the gap, truly robust systems often must rely on logical...
https://arpitbhayani.me/blogs/clock-sync-nightmare
The author explains that physical clock synchronization is a "nightmare" because hardware oscillators inevitably drift due to temperature and aging, leading to critical failures in distributed systems like database inconsistencies and impossible debug traces. He argues that while algorithms like NTP and Cristian's attempt to bridge the gap, truly robust systems often must rely on logical...
https://arpitbhayani.me/blogs/clock-sync-nightmare
Arpit Bhayani
Clock Synchronization Is a Nightmare
Time seems simple. But we engineers lose sleep over something as basic as keeping clocks in sync. Here’s why…
SAM-Audio
SAM-Audio is a foundation model for isolating any sound in audio using text, visual, or temporal prompts. It can separate specific sounds from complex audio mixtures based on natural language descriptions, visual cues from video, or time spans.
https://github.com/facebookresearch/sam-audio
SAM-Audio is a foundation model for isolating any sound in audio using text, visual, or temporal prompts. It can separate specific sounds from complex audio mixtures based on natural language descriptions, visual cues from video, or time spans.
https://github.com/facebookresearch/sam-audio
GitHub
GitHub - facebookresearch/sam-audio: The repository provides code for running inference with the Meta Segment Anything Audio Model…
The repository provides code for running inference with the Meta Segment Anything Audio Model (SAM-Audio), links for downloading the trained model checkpoints, and example notebooks that show how t...
Continuous-Claude-v2
Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows.
https://github.com/parcadei/Continuous-Claude-v2
Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows.
https://github.com/parcadei/Continuous-Claude-v2
GitHub
GitHub - parcadei/Continuous-Claude-v2: Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP…
Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows. - parcadei/Continuous-...
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