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The GenAI Productivity Gap - Why Some Teams Get 16% Gains While Others Get Nothing

Welcome to SIGNAL by Happy Robots. We review recently published papers - separating the signal from the noise for business operators using LLMs in their day-to-day. Here's the uncomfortable truth about GenAI adoption: it's not working equally for everyone. A massive field experiment involving millions of

Introducing PRISM: The First No-Code Prompt Evaluation Platform

Our first product from Happy Robots is officially launched! PRISM is the first no-code platform for testing prompt variations across multiple LLM models with your own criteria.

Introducing Happy Robots: Building Trust Layers for Enterprise AI

We're launching Happy Robots with a clear mission: help companies actually use AI, not just talk about it. The Reality Check Everyone's piloting AI. Few are scaling it. Why? Because there's no trust layer for high-value work. Teams don't know when to

Courts Green-Light AI Training as Tech Giants Commit Trillions to Infrastructure Arms Race

UK courts greenlight AI training on copyrighted data while tech giants commit trillions to infrastructure, as open-source models rival proprietary systems and new governance challenges emerge from increasingly autonomous AI.

AI Sharpens Up as Data Wars Escalate + Updates to the Happy Robots Eval Platform

Enterprise AI shifts from scaling compute to optimizing data quality and specialized solutions, while organizations grapple with security vulnerabilities, shadow AI risks, and the cultural impact of aggressive commercialization strategies.

Vibe Coding and the Enterprise AI Reality Check

AI development enters the "Vibe Era" with developers using prompts instead of typing code, while enterprises deploy new platforms and scientific breakthroughs accelerate, though market analysis suggests a reality check is coming for current AI spending levels.

AI Agents Break Free: Major Platforms Launch Production-Ready Tools as Security Automation Reaches New Heights

Major tech platforms release production-ready AI agents and security automation tools, while enterprises accelerate adoption despite limited job displacement and new regulatory frameworks emerge globally.

The Next Phase: AI Models Evolve as Infrastructure Matures and Standards Emerge

AI models show expanding capabilities from video generation to vision systems, but face persistent gaps between theoretical performance and real-world business value, while infrastructure and standards evolve to address trust, security, and environmental challenges.

AI Crosses Professional Threshold as Markets Confront Scaling Challenges

AI models reach professional parity across industries while organizations grapple with security vulnerabilities, data rights, and the shift from reactive tools to proactive systems that anticipate needs rather than just respond to queries.

GPT-5 Codex Launches as Enterprises Debate Scaling vs. New Architectures for AI's Future

AI enters a new phase with GPT-5's autonomous coding abilities, architectural debates about scaling versus new approaches, and specialized applications from Meta's AI glasses to enterprise deployments reshaping how we work with technology.