Llama 4 on Bedrock, Vertex, and Azure: Hyperscaler Comparison
Llama 4 is available on AWS Bedrock, Google Vertex, and Azure — here's how each hosts it and the price differences. Practical context for teams in Colorado.
9 min read
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AI Voice Agent Insights & Guides
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Gemini 3 Pro vs GPT-5.5: The Frontier Model Showdown
Gemini 3 Pro and OpenAI GPT-5.5 are the two newest frontier models — here is how they compare on reasoning, tool use, and total cost of ownership. Lens: manufacturing.
6 min read
Mistral Multimodal 2026: Vision and Audio Catch Up — Sydney View
Mistral's 2026 multimodal updates close the gap to Llama 4 and closed labs on vision and audio benchmarks. Practical context for teams in Sydney, Australia.
7 min read
ChatGPT Operator 2.0 Developer API: Pricing, Limits, and Real Workloads
What ChatGPT Operator 2.0's developer API actually costs and supports in production — task templates, scheduled runs, and where it beats Browserbase.
8 min read
Agility Robotics Digit at Amazon — April 2026 expansion
Agility Robotics expanded its Digit fleet inside Amazon's Spanaway, WA fulfillment center to 75 units in April 2026, with a new tote-unloading task added to the workload.
6 min read
Apptronik Apollo at Mercedes — what we learned in April 2026
Mercedes published a case study in late April 2026 detailing six months of Apptronik Apollo deployment in its Berlin pilot, with a 14% throughput improvement on logistics tasks.
6 min read
Sanctuary AI Phoenix 7 update and the Carbon platform
Sanctuary AI shipped a Phoenix 7 firmware update in late April 2026 that added MCP-style tool calling for industrial automation hosts via the Carbon control stack.
6 min read
Unitree H1/G1 2026 pricing shift and US import scrutiny
Unitree dropped H1 list pricing to $58K and G1 to $13.5K on April 12, 2026, while the US Commerce Department opened a Section 232 review of Chinese humanoid imports.
6 min read
Abridge in Every Epic: 2026 Medical Scribe Standardization
Abridge is now the default ambient scribe in Epic in 2026 across hundreds of health systems. Here's the rollout pattern, the per-encounter cost.
11 min read
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