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Day 2 was Voice Agent day. I wanted a ‘real two-way conversation’ — Sarah should hear the customer say ’next week,’ then push back to ask ’next week which day, and how?’ To make sure she actually worked, I called myself. And immediately hit a bug — I said ‘I need to ask my boss, I’ll email you in 2 days,’ and Sarah treated it as evasion and escalated. I was stunned. Added Phase 3b. Then ran 9 scenarios — all pass. This post is the full story.

AI News Flash: Earlier this year, Silicon Valley saw a wave called ‘Tokenmaxxing,’ where CEOs encouraged employees to maximize AI usage as much as possible, viewing high consumption as a symbol of embracing tech actively. However, the bills followed. Uber reportedly burned through its entire annual AI budget within just a few months, far exceeding the original annual quota, forcing the company to reconsider its resource allocation. Some enterprises have started cutting Claude licensing seats, specifically targeting departments with lower AI usage or effectiveness, rather than a full shutdown. Meta directly shut down its internal AI usage leaderboard—a competitive mechanism originally designed to encourage employees to increase AI adoption, ultimately halted due to resource pressures.

AI news flash: South Korea’s stock market shows notable movement, KOSPI surges past 8,800 points, sparking debate over whether this rally is AI-driven growth or asset bubble. According to author William Pesek, South Korea’s stock performance, export structure, and national strategy are increasingly betting on a single tech track: artificial intelligence. This concentrated national bet brings dual effects…

AI News: GitHub Copilot recently optimized token usage efficiency and model routing mechanisms, aiming to ensure more tokens are used for truly valuable tasks in each working session rather than being consumed by irrelevant context, thereby maximizing subscription quota benefits. The article covers two key aspects: context handling improvements and model routing strategies.

AI News Flash: World model AI startup Odyssey completes $310M Series B funding, valued at $1.45B, officially becoming a unicorn. This round was led by Natural Capital, with participation from Amazon, AMD Ventures, GV. The company was founded by autonomous driving veteran Oliver Cameron (CEO) and Jeff Hawke (CTO) in 2023.

AI News Flash: Google published its latest research in Nature journal, showcasing the evolution of its medical AI system AMIE (Articulate Medical Intelligence Explorer): from single diagnostic conversations to supporting long-term disease management.

AI News Brief: Pinterest announced an experimental conversational shopping app ‘Ask Pinterest’ on June 17, 2026, running parallel to the main app to avoid disrupting existing users. The core is Pinterest’s internally built ‘Taste graph’ system that maps user interests and aesthetic preferences — enabling natural language queries for personalized inspiration and product recommendations.

AI News Flash: Major Asian streaming platforms ReelShort, Viu, and iQIYI are betting big on micro-dramas and AI-generated content to capture and retain viewers in the highly competitive Asian market. Senior executives at an industry forum in Bali, Indonesia, publicly stated that this strategic shift has become a priority for all platforms. ReelShort’s CEO explicitly stated that AI technology is ‘fundamentally changing’ the entire competitive landscape…

AI News Flash: AWS open-sourced Strands Robots SDK (Apache 2.0 license), deeply integrated with Hugging Face LeRobot framework, aiming to bridge the complete workflow from robot demonstration data collection to physical hardware deployment. Previously, this path required five independent tools for recording demos, training models, simulation testing, hardware deployment, and multi-bot coordination, with no communication between tools.

AI News: Anthropic beat OpenAI for the first time in enterprise spending share at the end of May, data from Ramp shows covering 70k+ businesses. Simultaneously Anthropic closed a $65B funding round at $965B valuation, beating OpenAI, and quietly filed an IPO - driven by the company’s first profitable quarter…