SEO leaders outline how AI will reshape search visibility in 2026
Six SEO leaders describe a shift from clicks to machine-readable data, agent-ready commerce, and conversational ad formats.
28 January 2026
28 January 2026
AI Search’s Next Battlefront: Browsers and Behavioral Data
An AMA with Mark Williams-Cook maps how browser ownership and usage signals could reshape AI search visibility, click dynamics, and geo context.
Chrome adds a Gemini sidebar and agent-style auto-browsing
Chrome adds a persistent Gemini sidebar and an auto-browse agent for web tasks.
Claude-Built CUDA Kernel Skills, Now Portable to Open Models
Hugging Face introduced a workflow for turning a high-end model’s successful coding trace into a reusable “agent skill”, then evaluating how well that skill transfers to smaller open models for CUDA kernel work.
Deep Agents adds context compression for long-running agent runs
LangChain’s Deep Agents SDK details a three-layer approach to keep agent sessions within context limits by offloading large tool payloads and summarizing only when needed.
Moltbot’s local AI agent hype comes with real security tradeoffs
Moltbot is an open-source, locally run AI agent that can automate browser and desktop tasks via chat apps. Its ability to access system files, credentials, and shell commands has also triggered warnings about prompt-injection and exposed secrets.
Dynamic context parallelism cuts waste in variable-length training
NVIDIA described Dynamic Context Parallelism (Dynamic-CP) in Megatron Core, a per-microbatch scheduling approach that adapts context-parallel sharding to variable-length sequences to reduce idle time and communication overhead.