Codex @OpenAI + @linear + @zeddotdev is all you need. - Codex for feature development, terminal, git workflow - Linear for team context collaboration, git diff review, ticket management - Zed for fast manual code editing

OpenAI dropped Symphony: agents that claim your Linear tickets, spin up isolated workspaces, and only ping you for review. Install by giving your AI a 2,000-line spec. Would you trust agents with your backlog?

🚀 Introducing FlashQLA: high-performance linear attention kernels built on TileLang. ⚡ 2–3× forward speedup. 2× backward speedup. 💻 Purpose-built for agentic AI on your personal devices. 💡Key insights: 1. Gate-driven automatic intra-card CP. 2. Hardware-friendly algebraic reformulation. 3. TileLang fused warp-specialized kernels. FlashQLA boosts SM utilization via automatic intra-device CP. The gains are especially pronounced for TP setups, small models, and long-context workloads. Instead of fusing the entire GDN flow into a single kernel, we split it into two kernels optimized for CP and backward efficiency. At large batch sizes this incurs extra memory I/O overhead vs. a fully fused approach, but it delivers better real-world performance on edge devices and long-context workloads. The backward pass was the hardest part: we built a 16-stage warp-specialized pipeline under extremely tight on-chip memory constraints, ultimately achieving 2×+ kernel-level speedups. We hope this is useful to the community!🫶🫶 Learn more: 📖 Blog: 💻 Code:

#Binance# is excited to announce the Linea (LINEA) HODLer Airdrop – @LineaBuild $LINEA. BNB Holders, get ready! The Airdrop page will be available on the Binance Airdrop Portal in 24 hours. Plus, this token will be listed on Binance soon! 👉

The timeline in this image tracks the evolution from linear physics to exponential computation. It highlights how we moved from foundational variables like the Schrödinger equation (1926) to complex operations like Shor’s factoring algorithm (1994). We are currently transitioning from NISQ (Noisy Intermediate-Scale Quantum) devices to algorithmic fault tolerance, scaling the probability of error toward zero.