Article URL: https://andonlabs.com/blog/fable5-vending-bench Comments URL: https://news.ycombinator.com/item?id=48803762 Points: 23 # Comments: 3
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A stealth-mode robotics startup backed by Y Combinator's S26 batch is actively recruiting principal engineers. The positions are based in Palo Alto, California. The company has not yet disclosed its name or specific focus within the robotics space. The job listing appeared on Hacker News, a common platform for startup hiring announcements.
A readiness scan of 19 major AI-native companies — including OpenAI, Anthropic, Stripe, and GitHub — found that none earned an A grade for AI-agent compatibility, with an average pass rate of just 54.5% across 34 technical signals. The audit was conducted by AgentFix, a commercial AI-readiness scanner, which tested each site via live HTTP requests rather than static code analysis. Common failures included missing FAQPage and BreadcrumbList JSON-LD schema, absent agent protocol cards, and lack of markdown content negotiation — gaps that reduce how effectively AI tools like ChatGPT and Perplexity surface a site's content. The irony noted by the team is that these are the very companies whose AI bots crawl the broader web, yet their own sites fall short of the standards that aid such crawling. AgentFix plans to re-run the same benchmark in October 2025 to track whether these companies have improved their scores.
Codename One, an open-source framework for building cross-platform apps in Java or Kotlin, has introduced a redesigned analytics API that replaces its outdated Google Analytics v1 integration. The new system separates three previously tangled concerns — what is reported, where it is sent, and whether sending is permitted — through a facade, a provider interface, and a consent gate. Reporting is opt-in by default, meaning no data reaches any analytics provider until the user explicitly grants consent, addressing GDPR and CCPA compliance requirements. Consent is granular, allowing users to permit crash reporting while declining behavioral analytics, and a pseudonymous client ID stored in app preferences can be reset on erasure requests. Five analytics providers ship with the package, including integrations for Google Analytics 4 and Matomo, alongside Codename One's own cloud-based provider available to paid subscribers.
Google's Agent Development Kit (ADK) is an open-source framework designed to help developers build, evaluate, and deploy production-grade AI agents — the same toolkit Google uses internally for products like Agentspace. Unlike basic prompt-in-a-loop implementations, ADK provides structured building blocks: Agents, Tools, a Runner, and Sessions, enabling planning, tool execution, error recovery, and persistent state. The framework is model-agnostic, supporting Gemini primarily but also other models, and can run locally, on Cloud Run, or within Gemini Enterprise. A key feature is its built-in developer UI, which provides live traces of every tool call and model reasoning step without requiring any frontend code. ADK positions itself as a more robust alternative to frameworks like LangGraph and CrewAI by treating typed Python functions as first-class tools and auto-generating callable schemas from function signatures and docstrings.
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