GitHub January 2026 Availability Report
GitHub experienced two incidents in January 2026. These led to degraded performance across services.
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Tag: #jan-20261 results
KCD Hangzhou Opens CFP for Agent Era Discussions
KCD Hangzhou has opened its call for papers, inviting the community to discuss cloud native technologies, observability, and large-model inference in the Agent era. The announcement targets practitioners interested in sharing or learning about the infrastructure behind AI agents.
Linkdaze Turns Calendars Into Household Hubs
Linkdaze is positioning its smart digital calendar as a tool for managing an entire household rather than simply tracking appointments. Its AI meal planner is included without requiring a paid subscription.
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Mayfield Doubles Down on Pre-Product AI Founders
Mayfield has invested more than $3 billion in AI companies, often before founders have built products or formally incorporated. Managing Partner Navin Chaddha explains the firm’s belief in AI as a potential “100x opportunity” and its decision to remain focused on early-stage investing.
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Can KV Cache Become a Searchable Memory?
The discussion proposes treating a transformer’s KV cache as a high-dimensional, navigable vector space rather than a flat array. This could enable indexing and localized attention, reducing the need to scan all stored context at every inference step.
Triage Vercel Toolbar Comments from Your Terminal
Vercel CLI now supports the full Vercel Toolbar comment triage workflow from the terminal. Developers can list, inspect, reply to, resolve, reopen, edit, and delete comments, with JSON output available for scripts and coding agents.
Qwen Code Adds Smarter Web Shell Workflows
Qwen Code v0.21.15 improves Web Shell performance, file attachments, sidebar synchronization, and Goal v3 controls. It also adds reasoning toggles for hybrid Qwen models, resume support for reviews, and authenticated HTTPS Git extension installs.
Wall Street Starts Trading AI Compute
The article examines how AI infrastructure is developing commodity-like markets as GPU shortages make compute capacity increasingly valuable. It suggests Wall Street may begin treating AI compute similarly to oil or other tradable resources.
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Anthropic Eyes SpaceX-Sized IPO
Anthropic reportedly expects its initial public offering to match or exceed SpaceX’s record-setting IPO size. Preparations for the AI company’s debut are accelerating, according to people familiar with the matter.
Taco Bell Scales Voice AI Across 890 Drive-Thrus
Taco Bell has expanded its voice AI deployment to more than 890 U.S. restaurants across 38 states. The rollout, developed with Omilia, signals that drive-thru voice AI is moving from experimentation toward routine operational use in quick-service restaurants.