A terminal-based platform to experiment with the AI Software Engineer. It allows users to specify software in natural language, watch as an AI writes and executes the code, and implement improvements. Supports various models and customization options.
The article discusses the implications of Sam Altman's proposal to modify the social contract in light of advancements in AI, emphasizing the potential risks to marginalized communities and democratic values. It critiques the exclusionary nature of traditional social contract theories and questions the role of tech leaders in shaping societal norms.
OpenAI is blaming one of the longest outages in its history on a 'new telemetry service' gone awry, which caused major disruptions to ChatGPT, Sora, and its developer-facing API.
### Postmortem Incident Investigation Report
#### Incident Summary
On December 13, 2024, OpenAI experienced a major service outage affecting its AI-powered chatbot platform, ChatGPT, its video generator, Sora, and its developer-facing API. The incident began around 3 p.m. Pacific Time and lasted approximately three hours before all services were fully restored.
#### Root Cause
The outage was caused by the deployment of a new telemetry service designed to collect Kubernetes metrics. This telemetry service was intended to monitor Kubernetes operations, but an issue with its configuration inadvertently triggered resource-intensive Kubernetes API operations.
#### Detailed Analysis
- **New Telemetry Service**: The telemetry service was rolled out to collect Kubernetes metrics. However, its configuration led to unintended and resource-intensive Kubernetes API operations.
- **Kubernetes API Overload**: The resource-intensive operations overwhelmed the Kubernetes API servers, disrupting the Kubernetes control plane in most large Kubernetes clusters.
- **DNS Resolution Impact**: The affected Kubernetes control plane impacted DNS resolution, a critical component that converts IP addresses to domain names. This complication delayed visibility into the full scope of the problem and allowed the rollout to continue before the issues were fully understood.
- **DNS Caching**: The use of DNS caching further delayed visibility and slowed the implementation of a fix, as the system relied on cached information rather than the actual, disrupted state.
#### Mitigating Factors
- **Detection Delay**: OpenAI detected the issue "a few minutes" before customers noticed the impact, but was unable to quickly implement a fix due to the overwhelmed Kubernetes servers.
- **Testing Shortcomings**: The testing procedures did not catch the impact of the changes on the Kubernetes control plane, leading to a slow remediation process.
#### Preventive Measures
- **Improved Monitoring**: Implementing better monitoring for infrastructure changes to detect issues early.
- **Phased Rollouts**: Adopting phased rollouts with enhanced monitoring to ensure smoother deployment and quicker detection of issues.
- **Kubernetes API Access**: Ensuring that OpenAI engineers have mechanisms to access the Kubernetes API servers under any circumstances to improve the remediation speed.
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OpenAI's official website featuring news, blog posts, and information about their work on artificial intelligence.
pgai brings AI workflows to your PostgreSQL database. It simplifies the process of building search and Retrieval Augmented Generation (RAG) AI applications with PostgreSQL by bringing embedding and generation AI models closer to the database.
Zvi discusses AI, alignment, geopolitics, and more on Dwarksh Patel's podcast with Leopold Aschenbrenner. Topics include the timeline for AI development, the intelligence explosion, the geopolitics of AGI, and more.
The author tests the new GPT-4o AI from OpenAI on a standard set of coding tests and finds that it delivers good results, but with one surprising issue.
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A personal productivity assistant that utilizes Retrieval-Augmented Generation (RAG). Allows users to chat with their documents and apps using various AI models. A local and private alternative to OpenAI GPTs and ChatGPT.