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DeepSeek vs Qwen: Which Open Model Wins?

DeepSeek vs Qwen: Which Open Model Wins?

DeepSeek or Qwen? A head-to-head on verified benchmarks, real per-token pricing, MIT vs Apache licenses, and a clear verdict on which open-weight model to pick for coding, agents and self-hosting.
John Karpentar AI 10 min read
GPT-6.1 Terra: Price, Benchmarks, Verdict

GPT-6.1 Terra: Price, Benchmarks, Verdict

OpenAI's GPT-6.1 Terra is a fast, cheap agentic model built for computer use and coding, priced at $1 per 1M input and $5 per 1M output with a 1.1M-token context. Here is what the benchmarks show, how it stacks up against Claude Opus 5.5 and Gemini 4 Argon, and whether it should be your default for
John Karpentar AI 9 min read
Anthropic IPO: What the S-1 Really Reveals

Anthropic IPO: What the S-1 Really Reveals

Anthropic filed its S-1 ahead of a Nasdaq IPO under ticker ANT, disclosing $16.3B in first-half 2026 revenue and an $80.7B net loss. We read the filing, separate the accounting from the cash, and explain what it means if you build on Claude.
John Karpentar AI 8 min read
RTX PRO 6000 vs RTX 5090: VRAM Decides It

RTX PRO 6000 vs RTX 5090: VRAM Decides It

RTX PRO 6000 vs RTX 5090: same 1,792 GB/s bandwidth, but 96GB vs 32GB of VRAM. The capacity gap and cost per GB decide which Blackwell card to buy.
John Karpentar Chips 6 min read
Duo vs Okta: Do You Actually Need Both?

Duo vs Okta: Do You Actually Need Both?

Cisco Duo does MFA and access security; Okta is a full identity provider. They overlap only on MFA, and many teams run both. Here's which you actually need.
John Karpentar Enterprise 6 min read
Top 7 Managed Kubernetes Platforms in 2026

Top 7 Managed Kubernetes Platforms in 2026

The best managed Kubernetes platforms in 2026, compared on control-plane cost, node automation and lock-in: Google GKE, Amazon EKS, Azure AKS, Red Hat OpenShift, SUSE Rancher Prime, DigitalOcean and Civo.
John Karpentar Roundups 9 min read
Top 7 3D Printing Companies in 2026

Top 7 3D Printing Companies in 2026

The top 3D printing companies in 2026, compared on technology, pricing and best use: Stratasys, 3D Systems, EOS, HP, Bambu Lab, Carbon and Formlabs - plus the Stratasys-Markforged and Desktop Metal ownership shake-ups that matter.
John Karpentar Roundups 10 min read

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