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14:02
2026-07-10
sourcefeed.dev
artificial-intelligence

The Collapse of SWE-Bench Pro and the Git Scraping Trap

OpenAI retracted its recommendation for Scale AI's SWE-Bench Pro coding benchmark after an audit found roughly 30% of its 731 tasks were broken due to overly strict tests, underspecified prompts, low-coverage tests, and …

00:00
2026-07-09
mindstudio.ai
artificial-intelligence

What Is Context Rot in AI Agents and How Does Auto-Compact Fix It?

Context rot degrades AI agent output quality when a model's context window reaches 70-80% capacity, causing attention dilution and signal-to-noise loss. Anthropic's Claude Code addresses this with an auto-compact feature…

04:06
2026-07-07
letsdatascience.com
developer-tools

Repository Instructions Clarify Prompt Files' Roles

Microsoft clarified in a September 2025 .NET Blog post that GitHub Copilot's repository-wide copilot-instructions.md files apply automatically to every request, while *.prompt.md files are reusable, task-specific templat…

16:18
2026-06-29
alexhyett.com
artificial-intelligence

Taking the unconventional path

A staff engineer quit their job at a startup after 2.5 years, citing dissatisfaction with AI's impact on software development. The engineer, who turns 40 next year, argues that large language models replace 90% of the en…

11:15
2026-06-28
byteiota.com
ai-tools

Continue.dev Shuts Down: Export Your Data Before July 15

Cursor acquired open-source AI coding assistant Continue.dev in a quiet acqui-hire on June 16 and is shutting the product down. All user data will be permanently deleted on July 15, with no migration path provided. Users…

16:02
2026-06-26
dev.to
developer-tools

Bolt.new vs Velra: Best AI Builder for Billing

A developer compared Bolt.new and Velra for building web apps with billing. Bolt.new excels at rapid prototyping with live editing, while Velra generates a production-ready SaaS with Stripe subscriptions wired in and ful…

22:05
2026-06-25
devclubhouse.com
ai-tools

AWS Agent Toolkit: Bringing Live Context to Cloud AI Agents

AWS released the Agent Toolkit for AWS, an open-source suite of MCP servers, plugins, and skills that gives AI agents governed access to live AWS resources, addressing the problem of LLMs hallucinating outdated cloud API…

09:44
2026-06-25
ivanmisic.net
artificial-intelligence

My AI Was Smart. It Just Couldn't See My Job.

A developer built a private AI-readable work memory by wiring email, meetings, documents, and notes into an Obsidian vault that Claude Code can access, solving the problem of scattered work context that prevents AI from …

00:00
2026-06-19
code.visualstudio.com
ai-agents

What 50,000 Runs of a 5-Line Eval Taught Us

The VS Code Eval Team ran a five-line evaluation task 50,974 times across 30 models over six months, revealing significant differences in how models handle a simple file-writing request. Model-A always used a single dire…

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