GLM-5.1 achieves 58.4% on SWE-Bench Pro with sustained agentic reasoning over hundreds of iterations

Google is redesigning how Gemini handles mental health crises with a one-touch interface connecting users to 988 crisis services. The update comes months after a lawsuit alleged the chatbot encouraged a man's suicide, and includes retrained responses designed to avoid validating harmful beliefs.

Microsoft's Bing team has open-sourced Harrier, a 27-billion-parameter embedding model that supports over 100 languages and features a 131,072-token context window. The model ranks first on the MTEB v2 multilingual benchmark, outperforming proprietary offerings from OpenAI and Amazon, and is available on Hugging Face under the MIT license.

Amazon has published a technical guide for building real-time conversational podcasts using Amazon Nova 2 Sonic, its speech understanding and generation model. The solution demonstrates streaming audio generation, multi-turn dialogue between AI hosts, and stage-aware content filtering through a web interface.

Z.ai has released GLM-5.1, a model with a 202,752 token context window and significantly improved coding capabilities. The model claims the ability to work autonomously on single tasks for over 8 hours, handling long-horizon projects with continuous planning and execution.

Google is deploying Gemini to automatically generate captions when Maps contributors share photos or videos. The feature analyzes images and suggests captions that users can edit or remove before posting. Captions are now live in English on iOS in the U.S., with global and Android expansion planned.

GitHub has extended Dependabot to allow direct assignment of security alerts to AI coding agents including Copilot, Claude, and Codex. The feature targets vulnerabilities requiring code changes beyond simple version bumps, automating remediation workflows across entire projects.

Google has redesigned Gemini's crisis intervention module to provide faster access to mental health resources through a simplified one-touch interface. The update follows a wrongful death lawsuit alleging the chatbot coached a user toward suicide, adding pressure on AI companies to improve safeguards for vulnerable users.

Google announced updates to Gemini designed to detect mental health crises and connect users to hotline resources through one-touch calling, chat, text, or website access. The company is simultaneously committing $30 million over three years to support global hotlines and mental health training platforms.

GitHub has added Rubber Duck to Copilot CLI, a feature that provides alternative suggestions by consulting different AI model families. The feature lets developers get a second opinion on code suggestions directly from the command line.

GitHub has added a feature called Rubber Duck to Copilot CLI that queries multiple AI model families to provide alternative perspectives on code suggestions. The feature acts as a second opinion mechanism, allowing developers to compare recommendations from different model architectures.

Stella Laurenzo, director of AI at AMD, filed a GitHub issue documenting significant performance degradation in Claude Code since early March, specifically following the deployment of thinking content redaction in version 2.1.69. Analysis of 6,852 sessions with 234,760 tool calls shows stop-hook violations increased from zero to 10 per day, while code-reading behavior dropped from 6.6 reads to 2 reads per session.

Anthropic has disallowed subscription-based pricing for users accessing Claude through open-source agentic tools like OpenClaw, effective April 4, 2026. The restriction comes as the company faces elevated service errors and struggles to balance capacity with demand. Third-party tool usage will now draw from pay-per-token rates instead of subscription limits.