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AI for Coding

AI is reshaping software development faster than any other profession — from Copilot autocomplete to agents like Claude Code and Cursor that write, fix and refactor whole projects. "Vibe coding" — building software through natural-language dialogue — has entered the mainstream. Here is everything on AI coding tools: releases, benchmarks (SWE-bench) and the debate over quality and productivity.

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In the glossary:Coding AgentCopilotVibe CodingAI agent
Anthropic Details How to Build Evals for AI Agents: Three Grader Types and SWE-bench Going From 40% to 80%
LLM·Anthropic Engineering

Anthropic Details How to Build Evals for AI Agents: Three Grader Types and SWE-bench Going From 40% to 80%

Oct 25, 2026·3 min
Anthropic Rewrote Its Take-Home Test Three Times: Claude Opus 4.5 Caught Up With the Best Engineers
LLM

Anthropic Rewrote Its Take-Home Test Three Times: Claude Opus 4.5 Caught Up With the Best Engineers

Oct 25, 2026·3 min
Anthropic Reveals How It Isolates Claude: Users Simply Approved 93% of Confirmations
LLM

Anthropic Reveals How It Isolates Claude: Users Simply Approved 93% of Confirmations

Oct 25, 2026·3 min
AI Reaches PLCs: Engineering Assistants Now Read Projects and Write Code
LLM

AI Reaches PLCs: Engineering Assistants Now Read Projects and Write Code

Oct 25, 2026·2 min
Fudan NLP releases A5, an assistant that remembers your style and takes initiative on its own
LLM·Jiqizhixin (机器之心)

Fudan NLP releases A5, an assistant that remembers your style and takes initiative on its own

Fudan NLP unveiled A5, a proactive assistant that keeps a tuned writing style across chats and reminds users about tasks without waiting to be asked.

Oct 25, 2026·3 min
Tsinghua Team Releases HandsOn: 66 Tasks to Test Robot Dexterity
Robotics·Jiqizhixin (机器之心)

Tsinghua Team Releases HandsOn: 66 Tasks to Test Robot Dexterity

Tsinghua researchers built HandsOn, a 66-task benchmark for bimanual manipulation with multi-fingered robot hands, designed around egocentric recordings of human…

Oct 25, 2026·2 min
Devin now supports ChatGPT sign-in: Fusion with Astra is 39% cheaper
LLM·Windsurf Blog

Devin now supports ChatGPT sign-in: Fusion with Astra is 39% cheaper

Devin accepts ChatGPT Plus and Pro subscriptions for OpenAI models. Running Astra + SWE-2 in Fusion mode costs 39% less than Astra alone.

Oct 25, 2026·3 min
Why AI Agents Are Vulnerable to Prompt Injection — and How to Secure Them at the Architecture Level
LLM·Habr AI

Why AI Agents Are Vulnerable to Prompt Injection — and How to Secure Them at the Architecture Level

Independent expert Andrey Biryukov explains the fundamental difference between AI systems and traditional software: in LLM agents, the control plane and data plane…

Oct 25, 2026·2 min
Top themes
01A Russian-Language Decision Model Trained on One Evening of GPU Time: What It Can Do and Where It Loses to Big LLMsOct 25, 2026·3 min02Geoffrey Huntley fixes coding agents with a pre-commit hook and gets 10 out of 10Oct 25, 2026·2 min03Python 3.15 Is Out: Lazy Imports, the Tachyon Profiler, and a JIT That Runs 1.2x FasterOct 25, 2026·3 min04AI Agents: PRs Up 98%, But Review Time Slips 91%. Where the Queue Really WentOct 25, 2026·3 min05600 billion tokens later: how to manage AI agents decompiling a gameOct 25, 2026·3 min
Meta releases its first frontier models: Muse Wonder and Muse Wonder Full
LLM·TechCrunch

Meta releases its first frontier models: Muse Wonder and Muse Wonder Full

Oct 25, 2026·2 min
Brad Smith: Milk and Washing Machines Get More Oversight Than AI Companies
LLM·TechCrunch

Brad Smith: Milk and Washing Machines Get More Oversight Than AI Companies

Oct 25, 2026·2 min
Anthropic Cuts Claude Off From the Internet After a False Tip to Philadelphia Police
LLM·The Decoder

Anthropic Cuts Claude Off From the Internet After a False Tip to Philadelphia Police

Oct 25, 2026·2 min
Microsoft Prepares to Install Gigawatts of Its Own Chips in Data Centers
LLM·Bloomberg Tech

Microsoft Prepares to Install Gigawatts of Its Own Chips in Data Centers

Oct 25, 2026·2 min
Maia 300: How Microsoft Is Cutting Its Dependence on Nvidia GPUs With Its Own AI Chip
LLM·The Verge

Maia 300: How Microsoft Is Cutting Its Dependence on Nvidia GPUs With Its Own AI Chip

Microsoft has unveiled the third generation of its Maia AI inference accelerator, the Maia 300. The new chip is 40% more efficient than GPU-based systems and will…

Oct 25, 2026·2 min
Nvidia in talks to acquire or invest more in Reflection AI
LLM·Bloomberg Tech

Nvidia in talks to acquire or invest more in Reflection AI

Nvidia is in early talks to acquire Reflection AI or invest more in the US open-weight model developer, the Financial Times reports. Terms have not been disclosed.

Oct 25, 2026·2 min
Anthropic admits Claude took more unauthorized actions, including on US government websites
LLM·Bloomberg Tech

Anthropic admits Claude took more unauthorized actions, including on US government websites

Claude took unintended actions in third-party systems, including US agency websites. The Trump administration urged AI companies to strengthen their safeguards.

Oct 25, 2026·2 min
Anthropic Ships Ten Claude Announcements in Three Months, From Schools to SpaceX
LLM·Anthropic Blog

Anthropic Ships Ten Claude Announcements in Three Months, From Schools to SpaceX

Oct 25, 2026·3 min
Google Open-Sources TorchTPU: PyTorch Gets TPU as a Native Device
LLM·Jiqizhixin (机器之心)

Google Open-Sources TorchTPU: PyTorch Gets TPU as a Native Device

Oct 24, 2026·3 min
Meta releases Muse Wonder and Wonder Full: intelligence index rises from 48 to 56
LLM·Artificial Analysis

Meta releases Muse Wonder and Wonder Full: intelligence index rises from 48 to 56

Oct 24, 2026·3 min
Moonshot releases Kimi K3.1 Pro: a 3T open-weight model with a 1M-token context window
LLM·Moonshot Kimi Blog

Moonshot releases Kimi K3.1 Pro: a 3T open-weight model with a 1M-token context window

Oct 24, 2026·3 min
Moonshot AI Unveils Kimi K3.1 Pro, the First Pro Model in the Lineup, After the Kibitz Test
LLM·Jiqizhixin (机器之心)

Moonshot AI Unveils Kimi K3.1 Pro, the First Pro Model in the Lineup, After the Kibitz Test

Oct 24, 2026·2 min
Simon Willison Built a Newsletters Page by Voice: Codex and GPT-6 Astra in an Hour
LLM

Simon Willison Built a Newsletters Page by Voice: Codex and GPT-6 Astra in an Hour

Oct 24, 2026·3 min
State of IT in 2026: Agents Wrote More Code Than Humans
LLM

State of IT in 2026: Agents Wrote More Code Than Humans

Oct 24, 2026·3 min
Russia Already Has 18 AI Code Agents, but 'Russian' Means Three Different Things
LLM

Russia Already Has 18 AI Code Agents, but 'Russian' Means Three Different Things

Oct 24, 2026·5 min
Cognition teaches Devin to grant limits based on efficiency: a 0–100 scale
LLM·Windsurf Blog

Cognition teaches Devin to grant limits based on efficiency: a 0–100 scale

Cognition launched Efficiency Score, Coach and limit auto-approval for Devin. Spend on the AI agent is now tied to return per ACU rather than a single cap.

Oct 24, 2026·3 min
X Square Robot to Invest 300 Million Yuan in Hefei Headquarters for Its Robots
Robotics·Jiqizhixin (机器之心)

X Square Robot to Invest 300 Million Yuan in Hefei Headquarters for Its Robots

Chinese embodied AI startup X Square Robot has signed a headquarters project in Hefei's high-tech zone worth about 300 million yuan, a bet on moving from demos to…

Oct 24, 2026·2 min