Cognition

One year after acquiring Windsurf, Cognition has fully integrated it into Devin Desktop, creating a unified platform for agent management and development.

异步代理时代正在重新定义软件开发，强调代理编排和端到端开发，而非单纯依赖开发者本地工作流。

文章探讨了异步代理技术如何推动工程实践变革，包括80%的AI提交和7倍PR增长的具体案例。

Vlad Feinberg's guide highlights mastering LLM kernel-level tuning and MoE architecture optimization as critical for entering frontier labs, while agent automation and observability emerge as infrastructure trends.

The optimal collaboration method between humans and AI agents has yet to be invented, as current session-based and prompt-driven interaction models have fundamental flaws. The Paperboy team is exploring more natural AI collaboration experiences.

OpenAI has announced the deprecation of its fine-tuning APIs, marking the end of the fine-tuning era. Despite this, top-tier AI companies like Cursor and Cognition are increasing their use of open model fine-tuning. Research benchmarks are becoming increasingly challenging, and agentic systems are making breakthroughs in science and mathematics.

Cognition closed a $1B Series D at a $26B valuation, becoming the largest remaining independent AI agent lab; ARR projected >$1B by EOY 2026; inference optimization is shifting to architectural improvements—EAGLE 3.1, vLLM, and Qwen3.5 significantly enhance long-context stability and throughput.

Cognition launches the AI Productivity Guarantee, pledging up to $10M to fund Devin usage if engineering value falls short of cost, shifting industry focus from tokens to tangible output.

Cognition launched an AI Productivity Guarantee that measures value by productive engineering hours saved per Devin task instead of token usage, offering up to $10M in usage funding if delivered value falls short of cost, shifting the industry from activity to output metrics.

文章探讨了在大规模代理开发中验证端到端测试能力的实践经验，强调了虚拟机技术的重要性。

Harvey's engineering team integrated their internal background agent Spectre into Devin Desktop, enabling organizational context to reside on engineers' laptops and flow across AI agents.

Cognition shares insights into the end-to-end testing capabilities of Devin's virtual machine, highlighting the technical details of implementing verification at scale.

Cognition announces that it is introducing a complete Devin loop for Android development, allowing developers to use the AVD to reproduce issues, inspect app behavior, and verify them in the emulator before handing work back for review.

Cognition announces that its development platform Devin now supports building, launching, and testing Android applications autonomously.

Cognition released the Agent Client Protocol (ACP), enabling developers to integrate custom AI agents into Devin Desktop for multi-agent collaboration and toolchain extensibility.

Cognition has become a trusted partner for major organizations and fast-growing startups, enhancing their software development lifecycle with Devin.

Cognition introduces Devin Auto-Triage, allowing users to set up AI auto-classification for any Slack channel in three clicks, offering $200 in credits.

Cognition announced that using Devin tool completed the data migration 5.2 times faster than projected.

Cognition offers up to $10M guaranteed engineering value for Devin; if delivered value fails to break even, compensation applies per eligibility criteria detailed officially.

Cognition partners with Carahsoft to introduce AI coding platform Devin to the public sector, aiming to modernize government software development and accelerate secure AI adoption.

Cognition, Mercor, Etched, and AnthropicAI are hosting a one-day hackathon in San Francisco with $100k total prize pool, including $50k for the winner, and all accepted teams receive 8x H100 GPUs, Anthropic credits, and Cognition API access.

Claude官方推文仅宣传Devin AI工程师由Scott Wu团队开发，未提供技术细节、性能数据或工程实践，属于营销型短讯，信息密度极低。

Cognition announced that Modal's inference team has deployed Devin Auto-Triage for automated incident triage. A Modal engineer praised it as a step forward from other tools, noting its ability to monitor channels, integrate with codebase and observability stack, and proactively return useful investigations without prompting.

Cognition has launched SWE-1.6 Fast, processing 1000 tokens per second, but the article is mainly promotional content.

This tweet is merely a link index to Cognition's technical report on AI productivity measurement, containing no methodology, data, or conclusions in the body text for direct technical insight.

This is a social media post where Scott Wu expresses gratitude for the deep partnership with the Anthropic team and jokes about his middle school math videos.

Cognition launches Devin Auto-Triage, enabling their AI assistant to automatically monitor and triage software bugs, alerts, and incidents with context analysis and fix suggestions. Positioned as an AI first-responder with long-term memory, but technical implementation details remain undisclosed.

This is a brief social media post introducing Devin AI's Auto-Triage feature without substantial content.

This is an advertisement providing limited-time product trial opportunities without technical depth.

This is a tweet mainly for advertising purposes, lacking technical depth and practicality.