lldong
1.7K posts

lldong retweetledi
lldong retweetledi

🎉 Excited to share our latest work from @Trae_ai Research Team: Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling!
We introduce the first agent-based ensemble reasoning framework for repository-level issue resolution, addressing challenges of large search spaces and repo-scale understanding.
🏆 #1 on SWE-bench Verified (75.2% Pass@1)
🧠 Modular design: generation, pruning, selection
🔬 Strong gains across 3 leading LLMs
🌟 GitHub: github.com/bytedance/trae…
📄 Paper: arxiv.org/abs/2507.23370
Huge thanks to everyone who contributed and supported this journey!
#AI #LLM #SoftwareEngineering #SWEbench #OpenSource #Trae



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lldong retweetledi

In Trae 2.0, we'll bring TRAE SOLO to you.
We believe a truly powerful coding agent needs to understand the full picture of your work to perform well. That’s exactly why we built SOLO. It’s a smart Context Engineer that can:
- Understand, plan, and execute with rich context: From PRD-style specs to technical designs, from browser content to terminal outputs
- Use the right tools at the right time: Run terminal commands autonomously, update files when bugs are found or requirements change
- Build real software from idea to launch: SOLO handles the entire development lifecycle — planning, implementation, testing, and deployment
- All in one place: Everything happens inside TRAE SOLO. No need to switch tools or change context
Why can’t I access SOLO in TRAE yet?
SOLO is currently in preview. We’ll begin rolling out access on July 21, 2025 (next Monday yahhhh!)
What is a SOLO code and how do I get one?
A SOLO code lets Pro users to unlock SOLO Mode starting July 21, 2025. Each code comes with 200 extra fast requests.
Follow our official channels — Twitter, Discord, Reddit, and partner creator events for code drops and giveaways
GIF
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Inviting early beta testers for our upcoming SWE agent, Asteria.
We're solving AI code comprehension, where the context window and the size of your codebase are no longer limitations, and reinventing the UX of how coding agents are currently implemented.
We initially built this to address false positives and enhance accuracy for our SAST agent, which autonomously identifies security vulnerabilities, traces how a payload would flow through code, and ultimately demonstrates an actual exploit.
The performance improved so significantly that we decided to test it on realistic engineering tasks on large codebases and witnessed SOTA results.
Reply "access" if you'd like to be an early beta tester, a lot of quirks to fix.
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lldong retweetledi

Trae just hit #1 on SWE-Bench with Claude 4.
We've seen a lot of improvements in real-world coding tasks and complex bug fixes.
Claude 4 on Trae is now officially the strongest performer.
Huge respect to the @AnthropicAI team for building such an incredible foundation. 🙌

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lldong retweetledi
lldong retweetledi

Excited to introduce Icon, The First AI Admaker.
We’re backed by Peter Thiel’s Founders Fund & execs of frontier AI labs like OpenAI, Pika, & Cognition.
Icon (icon.me) is like ChatGPT + CapCut, but for making winning ads with AI in minutes.
How it works:
1. Icon looks at your video library & tags scenes (e.g. "close-up," "unboxing"). These scenes become reusable clips used as lego blocks for making ads.
2. Prompt Icon’s AdGPT to generate scripts focused on specific angles & audiences.
3. Icon finds perfectly matching clips for every script scene & generates an ad that is 80-99% complete.
4. Make edits with our CapCut-like video editor until you're happy.
3-person creative teams make 30 ads per month. With Icon, they make 300.
We co-built Icon with $100M+ revenue brands like Ridge, Jones Road, Immi, Backbone, & MUD\WTR to solve big pain-points:
1. Making lots of ads is extremely painful. Icon helps you automate the tedious parts of scriptwriting, scene matching, video editing, audience research, UGC creation, & more.
2. AI-generated ads look like trash. Icon remixes your existing footage into new ads, matching your production quality & maintaining brand aesthetics.
3. Existing solutions charge $2K-$30K/month for:
🔍 Competitor ad spying & cloning
📈 Creative analytics
📹 Custom & stock avatars for AI UGC
👥 Audience research
📁 Video storage & tagging
Icon does scriptwriting & video editing on top of everything above for just $999/year (their margin is our opportunity 😉).
If you’ve made it this far, we have a surprise for you 👇🏻
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