Why does Terminal-Bench matter?
AI coding assistants (Claude Code, Codex, Cursor, & Devin) rely on command-line interfaces. The terminal represents a convergence of power, flexibility, & the text-based modality where language models excel—hence the need for robust evaluation.
PROMPT ENGINEERING
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Terminal-Bench: Evaluating AI Coding Assistants Performance
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Designing Agentic Loops for AI-Assisted Coding Tools
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One of the new skills required to get the most out of AI-assisted coding tools – Claude Code, Codex CLI, etc – is designing agentic loops: carefully selecting tools to run in a loop to achieve a specified goal. Do this well and you can solve many coding problems with brute force.
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Deeper reasoning across all domains
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Reasoning gains across every domain. Finance professionals, lawyers, medical researchers, STEM academics all tested it independently. Universal feedback: "dramatically better domain knowledge and reasoning" than Opus 4.1. Not faster answers. Deeper thinking.
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Sonnet 4.5 tops SWE-bench leaderboard
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SWE-bench Verified: state-of-the-art. This benchmark tests real software engineering. Actual GitHub issues that require multi-file edits, testing, dependency management. Sonnet 4.5 leads the leaderboard. It maintains focus for 30+ hours on complex tasks.
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Claude 4.5 Sonnet: 3 Quick Projects
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Claude 4.5 Sonnet is insanely powerful 🤯
— God of Prompt (@godofprompt) 30 septembre 2025
Here are 3 projects I made in it in few seconds:
1. Retro Snake in pure JavaScript pic.twitter.com/VTkTERWuTmClaude 4.5 Sonnet is insanely powerful Here are 3 projects I made in it in few seconds: 1. Retro Snake in pure JavaScript
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GLM 4.6 Release: Enhanced AI Capabilities
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@Zai_org is preparing to release GLM 4.6! "As the latest iteration in the GLM series, GLM-4.6 achieves comprehensive enhancements across multiple domains, including real-world coding, long-context processing, reasoning, searching, writing, and agentic applications."
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Better Prompts Keep AI Code Generation Simple
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Is there a better prompt which tells them not to overthink and keep it simple? They just bombard my code base with test cases, unnecessary documentation, print statements.
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Claude 4.5 Sonnet Agents SDK Replaces Cursor Competition
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Anthropic just launched Claude 4.5 Sonnet, Agents SDK with Claude Code 2.0 directly in VS Code.
— Shubham Saboo (@Saboo_Shubham_) 30 septembre 2025
Is Claude Code slowly replacing Cursor?? pic.twitter.com/Maj7vgEIPkAnthropic just launched Claude 4.5 Sonnet, Agents SDK with Claude Code 2.0 directly in VS Code. Is Claude Code slowly replacing Cursor??
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Claude Sonnet 4.5 Shows Verbal Cleverness With Creative Prompt Mashup
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Claude Sonnet 4.5 continues the tradition of Claude verbal cleverness. For fun, I gave it this very random prompt: “Mash these up into a fine paste: [I quote the final line of 100 Years of Solitude] And: 10 PRINT “HELLO WORLD”
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PromptCoT 2.0: Scaling Prompt Synthesis for LLM Reasoning
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PromptCoT 2.0 Scaling Prompt Synthesis for Large Language Model Reasoning