
Polimill uses OpenAI GPT models and Codex to help municipalities search and use administrative knowledge while accelerating development.
Will Polimill expand its OpenAI-powered platform to municipalities outside Japan by December 2026?
Resolves by Dec 31, 2026
A startup built a generative AI platform for municipal government work in Japan, designed to make public-sector operations more efficient by centralizing and organizing fragmented administrative information across thousands of municipalities. The platform addresses a structural problem where government employees spend so much time on daily operations that they have little capacity to incorporate citizen input into policymaking. The system uses OpenAI's technology to provide specialized AI tools for tasks like assembly responses and legal searches, and is now used by about 1,050 municipalities and roughly 550,000 public employees across Japan. The startup's approach of creating a common foundation rather than separate tools aims to prevent service gaps between municipalities and support Japan's government during a worsening labor shortage.

While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.
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ChatGPT, Claude, and Grok all suffered outages at nearly the exact same time for reasons that remain murky.

Most teams building a shopping assistant or agent rebuild the same scaffolding: an agent loop, a tool layer over the catalog, an approval gate, and an eval suite. Anthropic has now released that scaffolding as code. This week, they published anthropics/commerce-agents, a reference blueprint containing a shopping agent and a merchant agent, along with four runnable verticals: retail, travel, telecom and entertainment. It ships alongside two write-ups: a product announcement and an engineering de
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