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Tips, guides, and insights on AI teammates, smarter support, and building better teams.

The 8 best Tencent Hy4 alternatives in 2026
Tencent Hy4 is a strong open-weight model you probably can't run. Here are the 8 best Tencent Hy4 alternatives, from cheap open weights to managed APIs.

Tencent Hy4 pricing: API rates, hardware cost, and rivals compared
What Tencent Hy4 actually costs: the API rates on all three meters, the real GPU bill to self-host a 770B model, and how the price stacks up against DeepSeek, Kimi, and Qwen.

Tencent Hy4 review: is the 770B open-weight model worth it?
A hands-on review of Tencent Hy4 preview: the 770B open-weight specs, benchmarks, real hardware cost, API pricing, and who should actually use it.

Google's AI co-scientist: what it actually does, and what it doesn't
A plain-English look at Google's AI co-scientist: the multi-agent Gemini system, the superbug story, and what it can and can't do for real research.

7 best Microduck alternatives in 2026: robots you can actually buy
Sold out or scared off by the 4-6 month wait? Here are the best Microduck alternatives in 2026, from the $289 Petoi to the $13,500 Unitree G1, with real prices.

OpenAI's Jalapeño chip: what it is and why it matters
OpenAI's Jalapeño is its first custom AI chip, an inference ASIC built with Broadcom. Here's what it does, the benchmark numbers, and why it matters.

Microduck pricing: what Hugging Face's $399 robot duck really costs
Microduck pricing starts at $399, but that is before tax, shipping, and the add-on packs. Here is the real cost of Hugging Face's open-source robot duck.

Microduck: Hugging Face's $399 open-source robot duck, explained
Microduck is Hugging Face's $399 open-source biped you train with reinforcement learning. Here's what it is, what it can do, and whether it's worth pre-ordering.

Cohere Parse 5 review: is the $1.50 document parser worth it?
A hands-on Cohere Parse 5 review: what parse-v5.0 does, its ParseBench scores, the $1.50-per-1,000-pages pricing, the real limits, and who should use it.
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