Sakana smart cellular bricks research
3 experts across 2 network communities independently surfaced this.
Why this matches
Research & technical analysis reaction
2 attributable expert contributions
· hardmaru, Sakana AI
“Read the full open-access paper: www.nature.com/articles/s41... Blog: sakana.ai/smart-cellul... Congratulations to the team on this achievement!”
evidence ↗
3 experts
2 communities
1 sources clustered
Research & technical analysis
2 experts
Evidence, methods and technical implications.
“From simulation to 197 physical bricks with 100% accuracy, this is a step toward machines that build and heal themselves. Our blog post: sakana.ai/smart-cellul... Nature Communications paper: www.doi.org/10.1038/s414...”
Sakana AI product page
3 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“Peak performance across hard benchmarks: • Best on 5/8 benchmarks (DeepSWE, Chartography, Toolathon, GDP.pdf, SWEFish) • Chartography: 48.3 (outperforming Opus 5 & Fable 5) • DeepSWE: 74.3 Achieved without Fable 5, Fable 5.1, or GPT-6-Astra in the agent poo…”
evidence ↗
3 experts
1 community
1 sources clustered
Building & implementation
1 expert
How teams are shipping and applying it.
“By orchestrating the world's models, we are building the resilient infrastructure required for AI sovereignty. Try: sakana.ai/fugu Blog: sakana.ai/fugu-max-rel... 🐡”
Research & technical analysis
1 expert
Evidence, methods and technical implications.
“Peak performance across hard benchmarks: • Best on 5/8 benchmarks (DeepSWE, Chartography, Toolathon, GDP.pdf, SWEFish) • Chartography: 48.3 (outperforming Opus 5 & Fable 5) • DeepSWE: 74.3 Achieved without Fable 5, Fable 5.1, or GPT-6-Astra in the agent poo…”
Fugu Ultra v2 model release
2 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“Fugu Ultra v2 is now live on OpenRouter! 🐡 openrouter.ai/sakana/fugu-... Our flagship orchestration engine built for peak performance on complex multi-step reasoning, autonomous research, and full-stack software development.”
evidence ↗
2 experts
1 community
1 sources clustered
“Fugu Ultra v2 is now live on OpenRouter! 🐡 openrouter.ai/sakana/fugu-... Our flagship orchestration engine built for peak performance on complex multi-step reasoning, autonomous research, and full-stack software development.”
Fugu Max model OpenRouter API release
2 directory members surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“Fugu Max is live on Open Router! 🐡 Our learned multi-agent orchestration engine routes tasks across open-weights and specialized models for Pareto-frontier efficiency. • $2/$6 per 1M tokens • Multimodal (Image/PDF) + Web Search • Configurable reasoning & Fu…”
evidence ↗
2 experts
1 community
1 sources clustered
“Fugu Max is live on Open Router! 🐡 Our learned multi-agent orchestration engine routes tasks across open-weights and specialized models for Pareto-frontier efficiency. • $2/$6 per 1M tokens • Multimodal (Image/PDF) + Web Search • Configurable reasoning & Fu…”
Established
AI field signal
Signal
5d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“PC-ALM propagates credit to arbitrary depth, even in deep narrow nets where standard PC fails. We want to understand how the brain computes credit locally, and aid neuromorphic hardware where dynamics are cheaper than GPUs. Paper: arxiv.org/abs/2605.31022 C…”
evidence ↗
1 expert
1 community
1 sources clustered
“PC-ALM propagates credit to arbitrary depth, even in deep narrow nets where standard PC fails. We want to understand how the brain computes credit locally, and aid neuromorphic hardware where dynamics are cheaper than GPUs. Paper: arxiv.org/abs/2605.31022 C…”
Established
AI field signal
Signal
17d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“Trained detectors fail when generators or styles change. Our Percept-Lens benchmark tracks these shifts. When they fail, is the model blind to the difference, or just the decision rule? arxiv.org/abs/2608.18523”
evidence ↗
1 expert
1 community
1 sources clustered
“Trained detectors fail when generators or styles change. Our Percept-Lens benchmark tracks these shifts. When they fail, is the model blind to the difference, or just the decision rule? arxiv.org/abs/2608.18523”
Developing
AI field signal
Signal
2d ago
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“• Smart Cellular Bricks: How can physical systems achieve collective intelligence and self-repair without a central brain? We hope that this encourages other researchers to also explore different paradigms, and take a leap of faith with us. “Greatness canno…”
evidence ↗
1 expert
1 community
1 sources clustered
“• Smart Cellular Bricks: How can physical systems achieve collective intelligence and self-repair without a central brain? We hope that this encourages other researchers to also explore different paradigms, and take a leap of faith with us. “Greatness canno…”
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“The latest issue of Scientific American features our Smart Cellular Bricks research: simple cubes that collectively recognize their own shape and repair themselves without a central brain. Thread 🧵”
evidence ↗
1 expert
1 community
1 sources clustered
“The latest issue of Scientific American features our Smart Cellular Bricks research: simple cubes that collectively recognize their own shape and repair themselves without a central brain. Thread 🧵”
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“From simulation to 197 physical bricks with 100% accuracy, this is a step toward machines that build and heal themselves. Our blog post: sakana.ai/smart-cellul... Nature Communications paper: www.doi.org/10.1038/s414...”
evidence ↗
1 expert
1 community
1 sources clustered
“From simulation to 197 physical bricks with 100% accuracy, this is a step toward machines that build and heal themselves. Our blog post: sakana.ai/smart-cellul... Nature Communications paper: www.doi.org/10.1038/s414...”
1 directory member surfaced this signal.
Why this matches
Research & technical analysis reaction
1 attributable expert contribution
· Sakana AI
“From simulation to 197 physical bricks with 100% accuracy, this is a step toward machines that build and heal themselves. Our blog post: sakana.ai/smart-cellul... Nature Communications paper: www.doi.org/10.1038/s414...”
evidence ↗
1 expert
1 community
1 sources clustered
“From simulation to 197 physical bricks with 100% accuracy, this is a step toward machines that build and heal themselves. Our blog post: sakana.ai/smart-cellul... Nature Communications paper: www.doi.org/10.1038/s414...”
