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How to Run Statistics over LLM Judges and Trust the Results: Calibrated Inference for Small-Sample AI Evaluation with evalstats

arXiv cs.CL ↗ · 2026-09-30 Cached

A paper showing that running statistics over raw LLM judge scores inflates false positives, introducing PPI-based calibrated hypothesis tests (including the first PPI Wilcoxon/Mann-Whitney corrections) and the open-source Python package evalstats, which automatically selects statistically sound methods for small-sample AI evaluations.

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#python

Livenerf: Has Opus 5.5 been nerfed yet?

Hacker News Top ↗ · 2026-09-29 Cached

Livenerf is a deterministic benchmark tool designed to detect if AI models degrade after launch, currently running a 30-day study on Claude Opus 5.5 to measure performance drift.

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#python

Adding Floating-Point Decimals for Fun and Profit

Lobsters Hottest ↗ · 2026-09-29 Cached

This article explains the rounding errors in decimal calculations with floating-point numbers in programming, using Python examples to illustrate the patterns that emerge from IEEE double-precision floats.

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#python

I built a local AI agent with a headless browser and sandboxed shell — plug-and-play skills, no cloud required

Reddit r/AI_Agents ↗ · 2026-09-29

This article introduces 'Agent + Skill Store', a local AI agent tool that runs on your machine with a headless browser, sandboxed shell execution, and a plugin system for adding skills without cloud dependencies.

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#python

Output-to-seed mappings for CPython's PRNG

Lobsters Hottest ↗ · 2026-09-28 Cached

TimeLord is a Python tool that constructs seeds for CPython's PRNG to produce specified sequences, demonstrating how improbable outcomes can be engineered using deterministic generators.

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#python

@svpino: Jev is incredibly good! If you haven't heard, Jev is a new "System One" model optimized for decision-making. For exampl…

X AI KOLs Timeline ↗ · 2026-09-28 Cached

Jev is a new AI model optimized for fast and cheap decision-making in classification tasks, demonstrated with a hotel review classifier project using Apify and GPT-5-mini.

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#python

@JenovaAIAgent: Python Coding Assistant is an AI agent that ships production-grade Python — type-hinted, tested & framework-aware Get t…

X AI KOLs Following ↗ · 2026-09-28 Cached

The Python Coding Assistant is an AI agent that generates production-grade Python code with type hints, tests, and framework awareness, providing targeted fixes for libraries like FastAPI and pandas while remembering the user's stack across sessions.

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#python

macOS 27 ships a free local LLM on Apple Silicon Macs. I made it easy to use from Node and Python

Reddit r/LocalLLaMA ↗ · 2026-09-28

A developer created a library called apple-llm to make Apple's built-in local LLM on macOS easily usable from Node and Python, focusing on privacy and specific tasks like structured data extraction and summarization.

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#python

Solving a corn puzzle with CP-SAT

Hacker News Top ↗ · 2026-09-27 Cached

The article demonstrates how to solve a physical corn puzzle using Google's OR-Tools CP-SAT constraint satisfaction solver, highlighting its efficiency over naive backtracking methods.

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#python

@PythonHub: Hyperresearch Agent-driven research knowledge base. Agents collect, search, and synthesize web research into a persiste…

X AI KOLs Timeline ↗ · 2026-09-27 Cached

Hyperresearch is an open-source Python tool that acts as a deep research harness for Claude Code and OpenAI Codex, using agents to collect, search, and synthesize web research into a persistent, searchable wiki with adversarial auditing.

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#python

@yibie: https://x.com/yibie/status/2104024011692753228

X AI KOLs Timeline ↗ · 2026-09-27 Cached

This article explains how to use the logprobs parameter in LLMs to implement Jev-style encapsulation for supporting structured queries, and extend to visual models via the attachments field for image processing, offering a flexible and customizable computer vision approach.

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#python

@QingQ77: Pretty interesting, a terminal port management tool written entirely in pure Python that organizes listening ports, pro…

X AI KOLs Timeline ↗ · 2026-09-26 Cached

A terminal port management tool written in pure Python that scans and organizes listening ports, processes, projects, and containers into a unified view, showing service origins and whether they are externally accessible.

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#python

A single function Jev-like wrapper for LLMs, including vision models

Hacker News Top ↗ · 2026-09-26 Cached

The article describes a Python wrapper for LLMs that uses token probabilities for classification tasks, extended to vision models with an example for real-time webcam frame analysis.

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#python

@MaximeRivest: I have just realesed lm15 1.0 on pypi. I hope it will serve you as well as it is serving me. lm15 is going straight to …

X AI KOLs Timeline ↗ · 2026-09-25 Cached

The post announces the release of lm15 1.0 on PyPI, a lightweight, zero-dependency Python SDK for provider-agnostic LLM calls, which is open-source and MIT licensed.

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#python

@idlhy0218: Citation-Network v1.2.0 "Citation is an academic conversation." I created an app that visualizes a citation network of …

X AI KOLs Timeline ↗ · 2026-09-25 Cached

Citation-Network v1.2.0 is an open-source app that builds interactive citation networks from Zotero libraries, with integration for Obsidian notes and a GUI for exploration.

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#python

pylazaro: a Python package for anglicism extraction in Spanish

arXiv cs.CL ↗ · 2026-09-25 Cached

pylazaro is an open-source Python package for automatic extraction of unassimilated lexical borrowings (mostly anglicisms) from Spanish text, offering a unified interface to multiple sequence labeling models and outperforming general-purpose LLMs on this task.

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#python

whatsnewt: A TUI text adventure through what's new in Python 3.15

Lobsters Hottest ↗ · 2026-09-24 Cached

A TUI text adventure tool that guides users through the new features in Python 3.15.

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#python

Created an open source full featured AI Desktop Client App

Reddit r/ArtificialInteligence ↗ · 2026-09-22

DeskPilot is an open-source Python-based desktop client for local LLMs, featuring MCP integration, tool sandboxing, and a security-first agentic architecture.

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#python

llm-anthropic 0.29

Simon Willison's Blog ↗ · 2026-09-22 Cached

The article announces the release of llm-anthropic version 0.29, a Python tool for interacting with Anthropic's API, published by Simon Willison on September 22, 2026.

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#python

@kentcdodds: I ran an experiment of running Python on Kody now that Cloudflare has GA for python in workers (and dynamic workers): h…

X AI KOLs Following ↗ · 2026-09-22 Cached

Kent Dodds experimented with running Python on Kody using Cloudflare's GA for Python in Workers, but decided against implementing it due to slow startup times.

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