AI News
Codex Micro Review: Is OpenAI’s $230 Macropad Worth It?
A hands-on Codex Micro review of OpenAI and Work Louder’s $230 agent controller: live Agent Keys, setup, shortcuts, limitations and who should buy it.
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Author: Curtis Pyke
A.I. enthusiast with multiple certificates and accreditations from Deep Learning AI, Coursera, and more. I am interested in machine learning, LLM's, and all things AI.
AI News
MiniMax H3 review: brilliant audio-video generation, with a giant local-compute and licensing asterisk
MiniMax H3 combines text, images, video and audio to generate short videos with native stereo sound. Its early independent scores are strong, but the downloadable weights are only the 768p base stage, the official 2K workflow still uses hosted components, and the licence excludes several major markets.
AI News
Qwen 3.8 Max API Guide: Claude Code, Codex, OpenCode and More
A source-checked guide to the Qwen 3.8 Max API: production versus preview, verified provider availability, safe code examples, pricing, caching, reasoning and coding-agent setup.
AI News
Qwen 3.8 Max: The Definitive Evidence-Led Guide to Alibaba’s New Flagship Model
Alibaba’s Qwen3.8-Max combines 2.4T parameters, 95B active compute, one-million-token context and multimodal input at $2/$6. Here is what is confirmed, what Qwen claims and what independent evidence still needs to prove.
AI News
Kimi K3 in 8GB RAM? Auditing the 1.7TB C99 Claim
A new C engine reports 8.24GB peak RSS for Kimi K3 by streaming weights from a 1.7TB setup. The narrow result is plausible, author-reported and far from a usable chatbot.
AI News
DeepSeek V4 Flash on 128GB Mac: 96.8GB Quant
DeepSeek V4 Flash 0731 can run on a 128GB Mac Studio. Here is the exact 96.8GB quant boundary, real Mac speed evidence, TTFT limits, context headroom and the two-bit quality trade-off.
AI Guides
DeepSeek V4 Flash 0731 IQ2 vs IQ3: Which Quant Should You Download?
DeepSeek V4 Flash IQ2 and IQ3 compared across 354 executed evaluations on one six-A40 host, plus a Q8 load-only smoke and explicit limits on what was not tested.
AI Guides
DeepSeek V4 Flash on DGX Spark: 284B on a Desk, Kimi K3 in a Rack
DeepSeek V4 Flash on DGX Spark requires aggressive quantization on one box; two can hold the official checkpoint. This evidence-led analysis explains why full Kimi K3 remains a rack-scale model and when an API is the rational answer.
AI Guides
Can Kimi K3 and DeepSeek V4 Flash Really Use 1 Million Tokens? The 1M Context Reality
Both providers document a million-token window. Kingy built and tokenized a five-tier retrieval test, but official-API access stopped before inference—so accepted context, accuracy, latency and caching remain unverified.
AI News
Can Full Kimi K3 Run on a 64GB M1 Max? The 1.7TB SSD Reality
Evidence checked August 1, 2026. This is a source-audited technical report, not a Kingy hardware test. The available machine was a 24GB…