Core Insights - Riverside Company has signed a definitive agreement to sell its CertaSite platform, a commercial fire protection and life safety company, to APi Group, with the transaction expected to close in Q1 2026, pending regulatory approvals [1] Company Overview - CertaSite focuses on partnerships and professionalism, providing simplified and dependable solutions for managing fire protection and life safety systems in commercial buildings [2] - Under Riverside's seven-year ownership, CertaSite completed 27 strategic add-on investments in the fire protection and life safety industry [2] Growth and Development - Riverside and CertaSite achieved significant growth, expanding from four offices in Northeast Ohio and Pennsylvania to 17 facilities across eight states, and increasing the technician count from 24 to over 250 [3] - The partnership emphasized talent development and training opportunities, building a best-in-class management team [3] Future Prospects - CertaSite's CEO expressed gratitude for Riverside's support and is optimistic about future growth under APi's leadership [4] - Riverside's focus on Testing, Inspection, Certification & Compliance (TICC), Business Services, and Fire & Life Safety (FLS) is underscored by this transaction, marking a significant milestone in their investment strategy [4]

Forbes Vetted: How We Test Productshttps://t.co/qJkS3SrXU3 https://t.co/STWQZppWRo ...

[Music] [Applause] At some point in our life, we all face uncertainty. Whether you're making a big life decision or simply trying something new, there is always that nagging question repeating, will this actually work? But what if instead of guessing, we test it? Because testing give us a safe space to mess it up, learn and adjust. And failing during testing is infinitely better than failing when it is too late or too expensive to make changes. Recently, I was designing a museum experience for kids. The goa ...

Imbue's Focus and Sculptor's Purpose - Imbue is focused on creating more robust and useful AI agents, specifically software agents, with Sculptor as its main product [1] - Sculptor aims to bridge the gap between AI-generated code and production-ready code, addressing the challenges of using AI coding tools in established codebases [3] - The goal of Sculptor is to build user trust in AI-generated code by using another AI system to identify potential problems like race conditions or exposed API keys [7][8] Key Technical Decisions and Features of Sculptor - Sculptor emphasizes synchronous and immediate feedback on code changes to facilitate early problem detection and resolution [9][10] - Sculptor encourages users to learn existing solutions, plan before coding, write specs and docs, and adhere to strict style guides to prevent errors in AI-generated code [11][12][13][15][16][18] - Sculptor helps detect outdated code and documentation, highlights inconsistencies, and suggests style guide improvements to maintain code quality [17][18][19] Error Detection and Prevention Strategies in Sculptor - Sculptor integrates automated tools like linters to detect and automatically fix errors in AI-generated code [21][22] - Sculptor promotes writing tests, especially with AI assistance, to ensure code correctness and prevent unintended behavior changes [25][26][27] - Sculptor advocates for functional-style coding, happy and unhappy path unit tests, and integration tests to improve test effectiveness [28][29][30][33] - Sculptor utilizes LLMs to check for various issues, including style guide violations, missing specs, and unimplemented features, allowing for custom best practices [38] Future of AI-Assisted Development - Imbue is interested in integrating other developer tools for debugging, logging, tracing, profiling, and automated quality assurance into Sculptor [42][44] - The company anticipates that improved contextual search systems and AI models will further enhance the development experience [43]

Finally! You can reliably test AI Agents without humans:- One Agent asks questions.- The Agent being tested responds.- Another Agent Judges.Here’s a complete breakdown (with code): https://t.co/wDm2a4zN0bAvi Chawla (@_avichawla):How Agents test Agents, clearly explained (with code): ...

Agent Testing Methodology - Traditional testing methods are inadequate for evaluating Agents due to the lack of fixed inputs and exact outputs when dealing with language [1] - The industry utilizes Agent-based testing, simulating Users and Judges to assess Agent performance [1] - The process involves testing Agents with Agents to evaluate their responses in a more realistic and dynamic environment [1]