🌟 Announcing the 2nd Workshop on Efficient Reasoning (ER) at @colm2026 — Oct 9! 📣 We welcome submissions! Submit your work here: https://openreview.net/group?id=colmweb.org/COLM/2026/Workshop/Efficient_Reasoning 🗓️ Deadline: July 12, 2026 (AoE) 🔗 Website: https://wdlctc.github.io/efficient-reasoning-2026/ 💬 Topics include (but aren't limited to): 🔹 Multimodal, spatial & embodied reasoning under efficiency constraints 🔹 Curating high-quality reasoning datasets under resource constraints 🔹 Algorithmic innovations for efficient training & RL fine-tuning 🔹 Fast inference: pruning, compression, progressive generation, KV-cache tricks 🔹 Benchmarks & theory on time-/space-complexity and faithfulness 🔹 Systems to deploy long-CoT or on-device reasoning in the wild 🔹 Safety & robustness of efficient reasoning pipelines 🔹 Real-time applications in healthcare, robotics, autonomy, and more 🤝 We invite perspectives from ML, systems, natural & social sciences, and industry practitioners to rethink reasoning under tight compute, memory, latency, and cost budgets. Hope to see you there! 🚀 submitted by /u/Mediocre-Ad5059 [link] [留言]

Google shipped the Prompt API in Chrome 148 on May 5, 2026. Mozilla objected. Apple's WebKit team...

Every view-transition-name on a page must be unique. The problem is that every pseudo-element selector in your CSS targets a specific name, so your animation styles explode into an unmanageable wall of selectors. Cross-Document View Transitions: Scaling Across Hundreds of Elements originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.

Authorities in the Netherlands have arrested the co-owners of two related Internet hosting companies for operating IT infrastructure used by Russia to carry out cyberattacks, influence operations and disinformation campaigns inside the European Union. The two men were the focus of a 2025 KrebsOnSecurity story about how their hosting companies had assumed control over the technical infrastructure of Stark Industries Solutions, an Internet service provider sanctioned last year by the EU as a frequent staging ground for cyber mischief from Russia's intelligence agencies.

Hi! I missed securing a main conference ticket for ICML 2026, as my workshop paper got accepted two days ago. Do you believe that it is worth attending just workshops at such A*-tier conferences (with all the overseas travel costs etc.)? I was quite looking forward to attending both, including the talks, poster sessions and company booths. I come from an adjacent field and have therefore had quite a few conference experiences. Any insights into past experience are highly welcome. Thank you! submitted by /u/dreameroutloud [link] [留言]

Why Manual Memory Management Still Matters ? It is now easier than ever to write software...

Schema proliferation builds slowly and gets expensive fast. One schema per event type feels right until there are ten tables, union queries spanning all of them, and a single field rename touching every schema. Discriminator-based schema consolidation collapses that to two tables, turning multi-table unions into a single query, while new variants are additive and don't break existing consumers. By Spoorthi Basu

Live AI teammate for every tough sales conversation Discussion | Link

submitted by /u/Adventurous-Salt8514 [link] [留言]

A practitioner's guide to getting more value out of AI coding agents — drawn from a GitHub workshop on agent quality and token cost optimization.

A couple of months ago I made the zig parts of my game’s codebase hot reloadable. A few people have asked me about challenges and issues with doing that, so I wrote a blog post about it. Not a how-to tutorial, but rather “this is what I did”. Hoping it will be useful to someone trying to do the same thing :) submitted by /u/unvestigate [link] [留言]

There’s a moment in almost every usability session where a participant pauses at the login screen, types something, and glances up: checking whether they’re “doing it right.” That pause is a clear sign. They’ve already clocked that this isn’t a real app, and every data point collected after that moment is filtered through that awareness.

Sergiu Petean discusses the strategic journey of evolving DevOps into platform engineering within heavily regulated enterprise environments. He explains how to maximize efficiency using dynamic reference architectures, align platform KPIs directly with board-level business goals, reduce cognitive load via custom team topologies, and maintain innovation sovereignty through open-source technology. By Sergiu Petean