More issues

Groq vs Cerebras: Speed, Price, Status (2026)

Groq vs Cerebras: Speed, Price, Status (2026)

Independently measured, Cerebras runs gpt-oss-120b at 1,737 tokens per second against Groq's 477 — about 3.6x faster, at higher input cost. Nvidia did not acquire Groq; it licensed the technology for a reported $20B and the DOJ is investigating. Cerebras IPO'd in May 2026.
John Karpentar Chips 7 min read
Zscaler vs Netskope: 2026 SSE Comparison

Zscaler vs Netskope: 2026 SSE Comparison

Zscaler runs $3.77B ARR to Netskope's $899M, but Netskope grows faster organically and leads on AI-agent governance. Neither publishes list pricing. A neutral, sourced comparison of architecture, cost mechanics, 2026 Gartner positioning and the CVEs both vendors would rather you missed.
John Karpentar AI 8 min read
Top 7 Self-Driving Truck Companies in 2026

Top 7 Self-Driving Truck Companies in 2026

Who is actually hauling freight without a driver in 2026: Aurora, Kodiak AI, Gatik, Waabi, Plus, Torc and Einride, ranked by real driverless deployment.
John Karpentar Roundups 12 min read
Top 7 Data Governance Tools in 2026

Top 7 Data Governance Tools in 2026

For data leaders choosing a governance platform in 2026: Collibra, Microsoft Purview, Informatica, Alation, Atlan, Unity Catalog and DataHub, compared on coverage, deployment and cost.
John Karpentar Roundups 12 min read
Temporal vs Airflow: Which Do You Actually Need?

Temporal vs Airflow: Which Do You Actually Need?

Most people searching this comparison are asking the wrong question. Airflow schedules batch data pipelines; Temporal runs stateful code that survives crashes. Here is how to tell which one you need.
John Karpentar Engineering 7 min read
Aider vs Claude Code: Cost, Models and Verdict

Aider vs Claude Code: Cost, Models and Verdict

One is free, open source and runs any model. The other is a paid Anthropic product that ships every week. Here is the cost and capability comparison nobody on page one has done properly.
John Karpentar AI 7 min read
Windsurf vs Copilot: 2026 Pricing and Verdict

Windsurf vs Copilot: 2026 Pricing and Verdict

Windsurf was renamed Devin Desktop in June 2026. Here is how it compares with GitHub Copilot on current pricing, models and multi-agent workflow.
John Karpentar AI 5 min read
Top 7 Small Modular Reactor Companies in 2026

Top 7 Small Modular Reactor Companies in 2026

For utilities, data-centre developers and investors tracking SMR nuclear. 2026 was the year the sector split in two: a handful of companies now have construction permits and poured concrete, while the rest still have letters of intent.
John Karpentar Roundups 12 min read

Get Edgewisely in your inbox

Business stories that matter, free. Enter your email — no password, no account to set up.
jamie@example.com
Subscribe