Claude · YouTubeClaude model selection should match the scale of work: Opus 5.5 is suitable for planning and building complete functions, Fable 5.2 is suitable for the most challenging open technology tasks, Sonnet 5.5 is used for daily work such as fixing bugs or writing documents, Haiku 5.5 is adapted for small repetitive tasks.
Microsoft Official BlogMicrosoft Frontier Company has collaborated with over 200 multinational companies on nearly 500 projects, helping clients reshape business processes and achieve measurable value, including 3M, Unilever, and others.
Microsoft Official Blog2222Pioneering companies average 4 times the ROI on AI compared to laggard companies' 2.7 times, with 39% exceeding 5 times; 93% of pioneering companies highly confident in measurable AI business value, while only 61% of others are; 96% of pioneering companies deploy AI agents at scale and orchestrate them across workflows, with 53% redesigning workflows around agents, and 80% having AI skill development strategies across the entire organization.
Databricks BlogAlasdair Anderson, a Solutions Architect at Databricks, shared his daily work routine, covering technical construction and team coaching; he emphasized how platforms like Lakebase and Agentbricks help financial industry clients achieve second-level data processing and business process reshaping; 'Customer First' and 'Pragmatic Truth' in the company culture are reflected in practices such as analyzing industry reports and real-time risk modeling, while open and transparent internal collaboration also promotes global teams in efficiently solving complex challenges.
OpenAI NewsJioStar's Chief Architect Vijay Seshadri interprets AI discovery practices at a 5 billion user scale, emphasizing key experiences in evaluation metrics, security boundaries, and AI production deployment.
NVIDIA Newsroom77Jensen apologizes to NVIDIA colleagues, the board, and shareholders, admitting to infidelity with his wife and taking full responsibility, promising to continue leading the company and cooperate with the national security investigation, emphasizing that personal choices are unrelated to family.
Databricks BlogThe company is re-evaluating its reliance on a single cutting-edge model provider due to seven pressures: insufficient cost-effectiveness, frequent changes in model rankings, front-end model restrictions on legal work, changes in data retention policies, lack of visibility in model governance, model framework affecting performance, and the performance improvement of open-source weighted models.
Microsoft ResearchMicrosoft Research researcher Mike Walker believes that understanding rules is the core of the hacker mindset, and he has achieved success in the field of cybersecurity due to his research on rules, including the development of the first all-machine hacking competition. He emphasizes that effective security depends on trust and contextual understanding, and believes that whenever a security system requires user trust, trust becomes valuable.
OpenAI News4040OpenAI is collaborating with Cathedral Systems to prepare for the next generation of internal security, testing and reinforcing their defense systems with AI
OpenAI News4040OpenAI shares excerpts from court briefs written by creators, scholars, accessibility advocates, and legal experts, explaining how fair use supports AI training and innovation.
Databricks Blog1818Databricks' report 'Deliberate Decisions: Driving Enterprise AI Value with Pragmatic Leadership' points out that enterprise AI implementation needs to balance investment and flexibility, addressing the five pressures of the current data and AI environment through five leadership principles (pragmatic confidence, enterprise-level choices, influence over control, human judgment as strategic capability, and flexible stability).
Databricks Blog2222Databricks introduces governed case context feature, integrating CRM, KYC, screening, custody, and process system data in wealth management customer onboarding, achieving unified management through AI agents and manual review
OpenAI News3838OpenAI commits to strengthening ChatGPT's violence prevention by expanding safety protections, early intervention, and publishing a safety report
IBM Research Blog3535IBM Research Zurich held a series of events for its 70th anniversary to review its innovative journey. The institute continuously addresses major challenges in science and business by attracting top talent and global collaboration. Director Alessandro Curioni emphasized the core role of algorithms in computing and pointed out that the unique combination of a global talent structure and corporate partnerships is key to the institute's success.
OpenAI News3737AI may enter the organizational structure through bottom-up, side, and internal ways.
Microsoft Official Blog2222Microsoft introduces a platform-based frontier transformation strategy, with Copilot as the AI interaction center, Microsoft IQ platform to enhance enterprise intelligence and protect differentiation, and Agent 365 to achieve full-stack trust and observability.
Databricks Blog1818The media and advertising industry is shifting from attention-based to predictive-centric, with leaders focusing on 'who saw the ad' to 'what change did the ad bring'. AI agents need trustworthy, governed data to be effective, marketing and advertising tech stacks are integrating, customer 360 views and unified data governance are becoming key, products like Databricks' Genie and Lakebase help businesses achieve scalable predictions through AI and governance frameworks.
Claude · YouTubeFactory uses Claude's cutting-edge models to build AI coding agents Droids to achieve autonomy in enterprise-level software engineering. Claude handles long-term tasks with large code bases, enabling teams to trust agents with less supervision. Building a fully autonomous software 'dark factory' still requires overcoming many obstacles.
Databricks Blog3838Databricks engineer Kevin Stumpf points out that enterprise AI adoption is shifting from focusing on token usage to focusing on return on investment. The core of AI cost management is to measure, attribute, control, and optimize the expenses of models, agents, applications, and teams.
PyTorch Blog3535The PyTorch Foundation welcomes 24 ambassadors from five regions, covering communities from Nigeria, Burkina Faso to Singapore, India, Romania, Spain, the UK, and the US. The ambassador corps will play a role in education, mentorship, technical content, community activities, and open-source contributions, promoting the adoption and engagement with open-source AI technology.
OpenAI News00What is the meaning of FDE at OpenAI
OpenAI News3535OpenAI, through collaboration with distribution partners, ensures consistent safeguards, supports responsible access, and clarifies expectations in use policies
OpenAI News4545OpenAI has proposed a blueprint to leverage cutting-edge AI to strengthen cyber defenders, enhance security protection, and modernize the cybersecurity system. The initiative aims to improve the resilience of public institutions and emphasizes addressing the risks of cutting-edge AI through democratic governance frameworks.
Anthropic Newsroom5555Experimental physicist Christopher Stubbs joins Anthropic's long-term benefit trust, he will use decades of cosmology observation and precision measurement science expertise. Stubbs is a professor at Harvard University and has served as the Dean of the Harvard School of Science. In 1998, he participated in the discovery of the universe's accelerating expansion and won the Breakthrough Prize. Anthropic co-founder and President Daniela Amodei said that Stubbs's rigor and pursuit of truth will shape the future of AI technology.
OpenAI News2323OpenAI has built an LLM-based ChatGPT ad stack to understand dialogue intent and scale relevant ads. The architecture separates ads from answers, ensuring ad content is precisely matched to user needs.
AWS Machine Learning Blog5858Amazon Bedrock now supports structured output for all Anthropic Claude models, including bedrock-runtime and bedrock-mantle endpoints.
Microsoft Research1212Chris White leads the Catalyst Lab at Microsoft Research, who has participated in data analysis projects on the Afghanistan battlefield and was commissioned by DARPA, later turning to develop dark web search tools to combat human trafficking. He shares his cross-disciplinary experience from a Harvard postdoctoral fellow to a military technology leader, emphasizing the importance of problem selection for innovation, and points out that even after witnessing the dark side of human nature, one must still adhere to the belief that technology should be for good.
Amazon ScienceAmazon collaborates with AVERI to independently review internal security assessment datasets, verifying the comprehensiveness, diversity, and low contamination risk of the assessment process, but also found room for improvement in language style, attack complexity, and assessment timeliness. Amazon has updated the test set based on feedback, introduced a difficulty grading framework, established a quarterly review mechanism, and expanded language coverage, which is seen as the best practice for evaluating the quality of AI security assessment processes.
Microsoft Official BlogMicrosoft has released Project Perception, a system that uses red, blue, and green agent teams to monitor the behavior of internal agents in real-time, dynamically calculates risks, and implements deterministic control. The system utilizes a new cybersecurity stack to assign identities, container policies, and permissions to agents, and continuously monitors each action, providing real-time responses and traceability, enabling defenders to operate at the same speed as attackers. Model transparency is the next key step, requiring a deep understanding of the consistency between agent intent and task objectives.
Anthropic Newsroom5858Anthropic today committed to investing a portion of its stock into the Anthropic Foundation, with the fund's holdings increasing as the company grows. An initial 5% of the stock will be invested, and an additional 2% will be added for every 50% growth above the baseline.
OpenAI News2222The adoption of AI agents in EU enterprises and small and medium-sized enterprises is growing, deeper use may unlock more value.
NVIDIA BlogNVIDIA RTX Spark integrates the capabilities of gaming PCs, creative studios, and personal AI supercomputers into a single superchip, equipped with up to 128GB of unified memory and 1 petaflop of AI computing power.
AWS Machine Learning BlogAWS has proposed an automated value model, redefining the business case for agent automation. Traditional RPA investment return models overlook the value of agent automation in exception handling, decision quality, process adaptability, and value realization. Enterprises need to consider the redeployment value of released labor time or the reduction in cash costs, as well as the cost of exception correction, to build a credible business case.
Microsoft ResearchMicrosoft Research host Chad Atalla discusses with Jennifer Neville the role of AI evaluation in pushing the boundaries of AI system performance, and the 'surprising failures' that occur when models exceed traditional benchmark tests. Jennifer Neville shares practical guidance for working with current AI systems and discusses the importance of carefully reviewing data when results do not match expectations, as well as the insights she has gained from decades of AI progress in predicting future trends.
NVIDIA BlogTelecom operators are increasingly building their AI strategies on open models, which is not just due to cost considerations. Open models enable telecom operators to trust, control, and customize AI for critical workloads ranging from autonomous networks to customer service.
Anthropic ResearchFeatured7878Anthropic researcher Matt reflected on the experience of using Claude with the open-source harness BootLoops for research, advancing 36 papers in 18 fields with 19 collaborators in three months, selecting from about 400 candidate problems.
Why it matters: The author reflects on first-hand interdisciplinary practice, exploring the real boundaries of using agents for research, and providing reusable open-source harnesses and collaboration methods.
