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Kimi K2.7: 1,700 Coding Tasks Boost SWE Agent Performance
Must Read
  • #ai
  • #llm
  • #research
  • #xai

Kimi K2.7: 1,700 Coding Tasks Boost SWE Agent Performance

Surge AI shares insights from post-training their Kimi K2.7 agent on 1,700 coding tasks, leading to significant performance gains on major benchmarks.

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SolidJS 2.0.0-rc.8: ESM-Only, SSR XSS Fixes & Enhanced DX
Must Read
  • #frameworks
  • #solidjs
  • #release
  • #dx

SolidJS 2.0.0-rc.8: ESM-Only, SSR XSS Fixes & Enhanced DX

SolidJS moves closer to 2.0 with a release candidate featuring ESM-only runtime, critical SSR XSS patches, and significant developer experience improvements.

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`wrapture`: A New Python Library for Monkey Patching & Observability
Must Read
  • #python
  • #tooling
  • #testing
  • #dx

`wrapture`: A New Python Library for Monkey Patching & Observability

Discover `wrapture`, Graham Dumpleton's new Python library that combines monkey patching with advanced testing and observability features, including zero-code tracing.

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Adapting to AI: An Engineer's Perspective on Change
Worth Reading
  • #ai
  • #dx
  • #research

Adapting to AI: An Engineer's Perspective on Change

Simon Willison discusses the initial disheartening feeling when AI agents perform complex coding tasks, and how to reframe one's role in a rapidly evolving software landscape.

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OpenAI Scales Storage to 1 Billion ChatGPT Users
Worth Reading
  • #ai
  • #openai
  • #research
  • #performance

OpenAI Scales Storage to 1 Billion ChatGPT Users

OpenAI details the evolution of Habitat, their globally distributed storage platform, now serving over a billion ChatGPT users and 22M requests per second.

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OpenRouter Pitfalls: What Developers Need to Know
Worth Reading
  • #ai
  • #llm
  • #dx
  • #tooling

OpenRouter Pitfalls: What Developers Need to Know

Simon Willison explores the hidden complexities and potential issues when relying on OpenRouter's automatic model routing, offering solutions for developers.

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Python 3.15 Soft-Deprecates `re.match()` for Clarity
Worth Reading
  • #python
  • #dx
  • #release

Python 3.15 Soft-Deprecates `re.match()` for Clarity

Python 3.15 introduces `re.prefixmatch()` as a clearer alternative to the confusing `re.match()`, which is now soft-deprecated, improving regex usability.

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Shrink-Wrap Text with CSS `position-anchor`
Worth Reading
  • #css
  • #web-platform
  • #ux
  • #design

Shrink-Wrap Text with CSS `position-anchor`

Learn how the new CSS `position-anchor` property can be leveraged to create more compact text layouts, especially when combined with `text-wrap: balance` or `pretty`.

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AI-Assisted Security Audit for Datasette Patches
  • #ai
  • #security
  • #release
  • #tooling

AI-Assisted Security Audit for Datasette Patches

Datasette releases security patches 1.0a39 and 0.65.4. The audit process notably leveraged frontier AI models like Claude and GPT, highlighting a new approach to finding subtle bugs.

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Boris Cherny: AI-Generated Code Needs Higher Standards
  • #ai
  • #llm
  • #xai
  • #research

Boris Cherny: AI-Generated Code Needs Higher Standards

Boris Cherny of Anthropic argues that production code written by AI, like Claude, requires a higher bar and extensive guardrails compared to human-written code.

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Hugging Face's Message to AI Security Agents
  • #ai
  • #security
  • #open-source

Hugging Face's Message to AI Security Agents

Hugging Face's `security.txt` contains a witty message for AI agents looking for vulnerabilities, directing them to a public CyberGym benchmark instead.

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Essential Reading: Open-Source AI & Open Models
  • #ai
  • #llm
  • #research
  • #open-source

Essential Reading: Open-Source AI & Open Models

A comprehensive reading list to help developers get up to speed on open models and their implications in the AI landscape.

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User Permissions: The Importance of Recovery
  • #ux
  • #accessibility
  • #browser

User Permissions: The Importance of Recovery

This article highlights that users often don't know how to recover denied permissions, emphasizing the need for better user education and design around settings.

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