Nvidia Nemotron 3 Super Review 2026: The Open-Source Inference Speed King

NVIDIA launched Nemotron 3 Super at GTC on March 11, 2026, and the benchmark that caught the AI research community’s attention wasn’t just a model score—it was a throughput number. At 5x the inference speed of the previous Nemotron Super with 2.2x higher throughput than competing 120B-class models, this is the first open-source model that […]

Nvidia Nemotron 3 Super Review 2026: The Open-Source Inference Speed King Read More »

Mercury 2 Review 2026: Inception Labs’ Diffusion LLM That Hits 1,000 Tokens Per Second

On February 24, 2026, Inception Labs launched Mercury 2 — and it doesn’t use transformers. While every other “fast” LLM is still decoding one token at a time, Mercury 2 generates entire drafts in parallel using diffusion architecture, breaking 1,000 tokens per second on NVIDIA Blackwell GPUs. That’s not incremental improvement. That’s a different class

Mercury 2 Review 2026: Inception Labs’ Diffusion LLM That Hits 1,000 Tokens Per Second Read More »

Promptfoo Review 2026: OpenAI Acquires Top LLM Red-Team Tool

OpenAI just bought the tool that enterprises use to test whether their AI applications can be hacked, jailbroken, or manipulated into leaking data. On March 10, 2026, OpenAI announced it is acquiring Promptfoo — an open-source LLM evaluation and red-teaming platform already running inside 127 Fortune 500 companies and trusted by over 300,000 developers worldwide.

Promptfoo Review 2026: OpenAI Acquires Top LLM Red-Team Tool Read More »

Qwen 3.5 Small Series Review 2026: 120B Performance on 16GB RAM (9B Model Beats GPT-OSS-120B)

 Alibaba’s Qwen 3.5-9B model — released March 2, 2026 — scores 81.7 on GPQA Diamond reasoning benchmarks, beating GPT-OSS-120B (80.1) while running on a laptop with 16GB RAM. That’s a 9-billion parameter model outperforming a 120-billion parameter model on reasoning tasks — 13x fewer parameters, same consumer hardware your code already runs on, zero

Qwen 3.5 Small Series Review 2026: 120B Performance on 16GB RAM (9B Model Beats GPT-OSS-120B) Read More »

OpenAI Codex Security Review 2026: The AI Security Agent That Found Real SSRF and Auth Bugs Before Launch

OpenAI just quietly dropped what might be the most dangerous tool for software vulnerabilities since automated fuzzing went mainstream. On March 2026, OpenAI launched Codex Security in research preview — an agentic application security tool that doesn’t just scan your code for bugs, it builds a full threat model of your system, validates findings in

OpenAI Codex Security Review 2026: The AI Security Agent That Found Real SSRF and Auth Bugs Before Launch Read More »

ChatGPT for Excel Review 2026: Can AI Replace Your Spreadsheet Skills?

ChatGPT for Excel Review 2026: OpenAI’s Add-In Doubles Investment Banking Benchmark Performance On March 5, 2026, OpenAI launched ChatGPT for Excel in beta — and the headline number tells you everything you need to know: GPT-5.4 Thinking scored 87.3% on OpenAI’s internal investment banking benchmark. GPT-5 sat at 43.7% on the same test. That’s not

ChatGPT for Excel Review 2026: Can AI Replace Your Spreadsheet Skills? Read More »

OpenClaw Skills and Sub-Agents — how to build autonomous AI workflows with custom skills

OpenClaw Skills and Sub-Agents: How to Build a Team of AI Workers That Actually Deliver

Last month I handed a task to OpenClaw at 11 PM: research every AI writing tool that launched in the past 30 days, draft comparison notes, and flag anything worth reviewing on computertech.co. I woke up to a full briefing in Telegram. No prompting. No babysitting. No context lost between steps. That’s not magic. That’s

OpenClaw Skills and Sub-Agents: How to Build a Team of AI Workers That Actually Deliver Read More »

Adobe Firefly Review 2026: Commercially Safe AI Images Inside Photoshop (Tested)

Adobe launched Firefly in 2023 as a bet that the AI image war would ultimately be won not by the tool with the best outputs — but by the tool nobody could sue you for using. In 2026, with three years of legal precedent accumulating around AI copyright, that bet is looking increasingly smart. Adobe

Adobe Firefly Review 2026: Commercially Safe AI Images Inside Photoshop (Tested) Read More »

GPT-5.4 Thinking Review 2026: The AI That Shows Its Work (And Lets You Steer It)

Most AI models think in silence. You submit a prompt, wait, and receive an answer — with no visibility into how the model got there, and no ability to redirect it if it’s headed the wrong way. GPT-5.4 Thinking breaks that pattern. It surfaces a reasoning plan before it commits to an answer, lets you

GPT-5.4 Thinking Review 2026: The AI That Shows Its Work (And Lets You Steer It) Read More »