Posts, page 3
![Task horizon is the metric that maps to work]()
Task horizon is the metric that maps to work
METR measures agents by the length of task they can finish, in human hours. That horizon has been doubling about every seven months.
![The terminal is the agent runtime]()
The terminal is the agent runtime
Claude Code is a research-preview CLI that reads the repo, edits files, and runs the shell. The agent is no longer a chat sidebar. It is a process in the project.
![A vending machine is a long-horizon eval]()
A vending machine is a long-horizon eval
Vending-Bench asks an agent to run a snack machine for a long time. The hard part is not stocking. It is staying coherent after the twentieth day.
![Boosting Productivity: SuperWhisper + Cursor Composer]()
Boosting Productivity: SuperWhisper + Cursor Composer
Voice-driven development with SuperWhisper and Cursor transforms coding into high-level system design, enabling true parallel development streams
![Anthropic's Citations API: A Step Forward for AI Agent Explainability]()
Anthropic's Citations API: A Step Forward for AI Agent Explainability
Anthropic's new Citations API enables Claude to provide precise citations for its responses, opening new possibilities for verifiable AI agent systems.
![Perplexity Sonar API: Research Agents as a Service]()
Perplexity Sonar API: Research Agents as a Service
Perplexity launches Sonar API, packaging their research agent capabilities as a model-like service, following a growing trend of agent-based workflows behind APIs.
![The recipe is the news, not the model]()
The recipe is the news, not the model
DeepSeek-R1 is not a secret model. It is an open recipe: RL on verifiable rewards, then distill. Frontier reasoning behavior just got cheap to copy.
![NotebookLM's Interactive Mode Brings AI Conversations to Life]()
NotebookLM's Interactive Mode Brings AI Conversations to Life
NotebookLM's new interactive mode transforms AI interactions into natural conversations, making it feel like you're chatting with familiar podcast hosts.
