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Growth of machine agents and tighter regs drive controls; winners guard runtime access with least privilege, strong auth, and wide connector coverage.
Context: Keycard | Unified Identity Infrastructure for AI Agents
Rising chip demand and costly tape-outs push new entrants; winners pair physics-grounded methods with fab/test data loops and veteran EDA talent.
Context: ChipAgents: The Agentic AI Chip Design Environment
Help desk backlogs and SaaS sprawl push automation; winners act in-channel with deep app hooks, guardrails, and true ticket closure.
Context: Serval | LinkedIn
Faster chips and better speech models make talk-first tools viable; winners own rare audio data and the lowest real-time lag.
Context: Neural audio codecs: how to get audio into LLMs
Clinic and dental ops tools rise as payers tighten and staff run thin; depth in billing, claims, and front-desk calls wins.
Context: Archy | One Software Powering Your Entire Dental Practice
Stricter FDA rules and lean teams push demand; winners offer audit-ready GxP workflows, traceable docs, domain-tuned models, and human oversight.
Context: Peer AI
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