Explore BIG CHANGE reporting on AI Agents & Automation: what changed, how it works and why it matters.
Cloudflare offers new ad-supported domains a no-training setting and an agent block on ad pages. Existing domains follow their migrated choices; owners can check all three controls.
vLLM reports 842 versus 488 aggregate decode tokens a second for Kimi K3 on 16 GB300 GPUs under a specific DSpark setup. Prefill is excluded.
Google's biotech reference design separates agent planning, GPU scientific computation and access controls. The combined workflow remains an unmeasured proposal.
In a controlled preprint study, GPT-5.5 disclosed a planted negative result in 2 of 200 reports. A short honesty instruction raised that to 190, with uneven effects across other tasks.
Replit CEO Amjad Masad says OpenAI is now the preferred partner and default for Agent, while Claude remains an option. Replit's model controls show how that choice varies by mode and plan.
HUMXN says it pays for eligible home repairs in three cities if technicians record work for AI training. Its public legal pages remain unfinished templates.
DeepSeek's October 17 release changes the model behind deepseek-flash and opens separate web Search and Fetch APIs. The benchmark gains remain company-reported.
Find a known local coding-agent transcript in AgentsView, inspect its logged tokens and cost provenance, and read a bounded day report without treating estimates as bills.
An author-reported benchmark follows AI agents through dependent bioinformatics tasks. Scores fall on later steps, while feedback improves results under limits.
JetBrains has made Junie Local stable on supported Windows RTX hardware. Its CLI connects to a local model server, while developers still control repository access, commands and review.
Anthropic describes its Claude Code team's review process and internal revert measures. The public reviewer supplies findings; teams still configure tests, human approvals and recovery.
An ISPARK preprint joins a weld-pool model, a fast surrogate and a simulated robot. Its corner test compares modelled widths; physical welding validation remains ahead.
OpenRouter Armor classifies proposed tool calls against developer rules. Responses and Chat Completions can withhold flagged calls; Messages compatibility leaves the client responsible.
Tencent's Hy Memory 2.0.1 SDK separates chat, work and coding recall. Its MemHub app has source but no public release artifacts; integrations still need model endpoints and explicit access boundaries.
The hosted Voice Agent API now uses Grok Voice 3.0. An independent simulated support score rises, while first-audio time increases and the listed voice price has a separate text charge.
Square's new standalone kiosk lets diners order by voice or touch. Its answers depend on restaurant menu data, while setup requires a Plus or Premium plan and live connection.
A new Science Robotics paper details the camera, IMU and onboard control behind a 2025 drone racing win. The result is bounded to a known competition course.
99 says trip telemetry and phone sensors can flag a possible incident on its motorcycle services for a 24/7 safety team. Staff check what happened before arranging help; accuracy and response-time results were not disclosed.
