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Joyce Shen’s picks: musings and readings in AI/ML, May 4, 2026

5-minute weekly must-read on data science and artificial intelligence news, funding, and research, curated by Joyce J. Shen.
Joyce Shen’s picks: musings and readings in AI/ML, May 4, 2026

📌 Musings and Readings

“Chinese Court Rules That a Worker Cannot Be Replaced by AI” (Link)

“AI agents can bypass guardrails and put credentials at risk, Okta study finds” (Link)

“Apple Boosts Starting Price for Mac Mini After AI Demand Surge” (Link)

“Meta Platforms Acquires Humanoid Robot Startup Assured Robot Intelligence” (Link)

“Reinventing marketing workflows with agentic AI” (Link)

👏 Deals

NOC Energy, a TX-based clean-tech startup building electrified heat and storage systems, has raised $2.7m in seed funding.

Creao AI, a CA–based company building an agentic solution that turns natural-language prompts into autonomous apps, has raised $10m in funding.

TextQL, a NYC-based company building an AI analytics solution that enables natural-language data querying and analytics reporting without SQL, has raised $17m in funding.

Sinai.ai, a CA–based company offering a reading platform that converts books into interactive and conversational experiences, has raised $1.45m in pre-seed funding.

Audrey AI, a Dublin, Ireland-based startup building an AI-powered solution that automates financial audit workflows, has raised $1.8m in pre-seed funding.

Seapoint, a Dublin, Ireland-based company developing an AI-native financial operations solution that automates workflows for startups, has raised €7.5m in seed funding.

GuruSup, a Spain-based company offering an AI-powered customer support platform, has raised €1.3m in seed funding. 

Qualitate, a NYC–based company developing a solution that automates expert interviews and converts them into structured insights for investors and enterprises, has raised $7m in seed funding.

Octen, a CA and Singapore-based startup building AI search infrastructure with low-latency data indexing and retrieval, has raised $10m in seed funding.

Mosaic, a NYC–based startup building a solution that automates financial modeling and analysis, has raised $18m in series A funding.

C-Infinity, a CA-based startup automating engineering and manufacturing workflows by converting CAD designs into optimized, production-ready assemblies, has raised $16m in funding.

NeoCognition, a CA-based startup building self-learning agents that autonomously develop domain expertise to perform enterprise tasks, has raised $40m in seed funding.

10x Science, a CA-based startup focused on protein drug analysis, has raised $4.8m in seed funding.

Bubble Robotics, a Paris-based company building autonomous underwater robots for continuous offshore inspection and monitoring, has raised $5m in pre-seed funding.

Pudu Robotics, a Shenzhen, China–based robotics company that designs, manufactures, and deploys service robots, has raised nearly $150m in funding.

Brev, a CA-based company building a product that connects strategic enterprise goals to day-to-day operations, has raised $5m in pre-seed funding.

Astor, a CA-based company developing an AI-powered, SEC-registered investment platform, has raised $5m in seed funding.

Copperhelm, a Tel Aviv, Israel-based cybersecurity company building an AI-driven cloud security platform, has raised $7m in seed funding.

Smart Robotics, a Netherlands-based company building a robotic systems to automate picking and palletizing tasks in warehouses and production environments, has raised €10m in series A funding. 

Iridius, a Seattle-based startup building compliance-by-design AI infrastructure, has raised over $8m in seed funding. 

Atech, a Copenhagen-based startup that transforms natural language into production-ready hardware designs and firmware, and has raised an undisclosed pre-seed round.

TriFetch, a CA-based healthcare infrastructure startup automating high-friction clinical operations for specialty clinics, has raised $1.9m in funding.

Clarasight, a NYC–based enterprise AI software company optimizing corporate travel and expense management, has raised $11.5m in series A funding.

Redpine, a Stockholm-based data infrastructure company enabling agentic AI systems to access and license high-quality proprietary datasets, has raised €6.8m in seed funding.

ALL3, a Zug-based construction tech company building an AI- and robotics-driven platform that vertically integrates building design, manufacturing, and on-site assembly, has raised $25m in seed funding.