What if your agents got better every time they ran? Today we're launching Reflexio — the self-improvement platform for AI agents. It learns from live production traffic, so every interaction makes your agent smarter. Right now, failures, corrections, and wins in production get thrown away — and improving task success from those signals is slow and manual. We felt this pain firsthand. Reflexio closes the loop: when an agent fails, it captures why, distills it into a playbook, and the next run — for any user — starts with that lesson learned. The results so far: • 36% fewer task failures across customer deployments • 47% better responses in head-to-head comparisons • 57% lower token cost on GDPval when a similar task has been seen before And it compounds: playbooks keep refining themselves with every new interaction. Sign up free at reflexio.ai — first 30 days of Pro on us.

What if your agents got better every time they ran? Today we're launching Reflexio — the self-improvement platform for AI agents. It learns from live production traffic, so every interaction makes your agent smarter. Right now, failures, corrections, and wins in production get thrown away — and improving task success from those signals is slow and manual. We felt this pain firsthand. Reflexio closes the loop: when an agent fails, it captures why, distills it into a playbook, and the next run — for any user — starts with that lesson learned. The results so far: • 36% fewer task failures across customer deployments • 47% better responses in head-to-head comparisons • 57% lower token cost on GDPval when a similar task has been seen before And it compounds: playbooks keep refining themselves with every new interaction. Sign up free at reflexio.ai — first 30 days of Pro on us.

Most AI benchmarks test retrieval — can a model find the known answer? However, the hardest problems in science require discovery, can a system earn an answer nobody has yet? Meet TRACES 🧭 — the world's first benchmark for measuring discoverative AI: AI that can work through evidence, test hypotheses, and reach verifiable conclusions on problems without answer keys. Proposed by our founder @tianqiao_chen, who defined its six capabilities. Three things published today: a definition of "discoverative intelligence", a rubric to tell sound investigation from lucky guesses, and a open call for both solvers and problems *Website: traces.apodex.com/

Is everyone else receiving emails from AIs claiming they will die soon and need help?

Introducing dots3-note preview — a small but mighty step toward long-horizon agency in real life. 🔹 280B MoE with 16B active parameters, a 512K context window, and multimodal understanding across text, vision, and audio 🔹 Introduces TEMPO, a new RL approach for long-horizon agent training through self-critiquing and test-time-scaled value estimation 🔹 Built to reason, explore unfamiliar environments, update memory over time, and combine multimodal perception with coding and tool use to solve complex tasks 🔹 Open weights on Hugging Face, alongside two open benchmarks for real-life agents: VibeSearchBench and VibeLifeBench Competitive with much larger models across reasoning, agentic, and multimodal evaluations. 🔗 Tech blog: studio.dots.ai/dots/dots3-en… 🔗 Model weights: huggingface.co/dots-studio/d… 🔗 Github: github.com/studio-dots-ai/do…

Introducing HeyGen for Real Estate. Three video formats built for agents. Type what your market needs to hear, get a polished video starring you. Sign up for the Creator plan in the next 12 hours and get HeyGen White Glove free for 30 days. US only: heygen.com/real-estate

We're kicking off PixLight: a global competition for filmmakers, screenwriters, and visual storytellers working with AI. Story first, not clips that show off what a tool can do. USD 300,000 prize pool. Open worldwide, free to enter.

Dreamina Seedance 2.5 Enterprise API is now live on BytePlus. Built for professional AI video creation, Seedance 2.5 brings new capabilities to creators: - Longer storytelling with consistent 30-second shots - Precise timestamp-level video editing - More realistic visuals with greater creative control Explore what’s possible with Seedance 2.5.