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Over the past few weeks, overseas teams have frequently post-trained GLM-5.3-Flash for vertical domains, achieving SOTA results — including glm-legal for legal, Ultramarine for knowledge work, apex-flash-1 for cybersecurity, and Datadog's Scout 1.0 for production incident troubleshooting.
Austin Rief is hiring a founding AI engineer for his new vertical AI company, which has raised about $10m in seed funding, is NYC-based with a 5-day in-office policy, and claims strong early demand in its pipeline.
An exploration of why general-purpose agent harnesses fall short for vertical tasks like people search in recruiting, arguing that specialized harnesses—managing context compression, search pruning, and workflow—offer a stronger product moat than the model itself.
Podium has deployed tens of thousands of AI agents (called 'Jerry') for local SMBs using GPT-4.1/GPT-5.1, achieving 300% year-over-year AI revenue growth by automating lead capture, scheduling, and customer follow-up. The platform serves 10,000+ businesses in verticals like HVAC, auto dealerships, and medspas, with agents responding in under a minute and operating 24/7.