A developer's two-week experiment with an M5 Max MacBook Pro with 128 GB of unified memory found that DeepSeek V4 Flash weights ran at 6 tokens per second under mainline llama.cpp but 30 to 40 tokens …
Apple Dictation is the better default for quick, private, no-cost voice input on iPhone, while Wispr Flow earns its subscription for frequent long-form dictation due to automatic cleanup, self-correct…
Granola and Notta both offer bot-free meeting transcription on Mac and Windows, but Granola is a focused AI notepad while Notta is a broader recording and transcription suite with 58 monolingual trans…
Granola and Read AI both capture meetings from a desktop without adding a bot, but Granola focuses on a private, editable note while Read AI provides a richer report with summaries, transcripts, analy…
Granola offers new users who start through Zachary Proser's affiliate link their first three months free, and Proser outlines a practical evaluation plan: month one tests note accuracy, month two buil…
Granola and Notion AI Meeting Notes both capture microphone and system audio through desktop apps without adding a meeting bot, but Granola is a dedicated AI notepad with meeting history, templates, f…
Designing AI Evaluations, a guide by an unnamed author, outlines a repeatable method for testing AI systems before release, emphasizing that an evaluation must start with a clear decision, such as shi…
Firecrawl, a managed web scraping API, is positioned as the best option for AI applications needing clean, structured web data, according to a comparison by Zack Proser, who built the commercial scrap…
Firecrawl and Apify are both powerful web scraping platforms, but Firecrawl is optimized for AI and LLM workflows by converting websites into clean markdown, while Apify offers more flexibility and cu…
Firecrawl and Playwright serve different layers of web automation, with Playwright best for precise browser interactions and Firecrawl for clean web data extraction, according to a comparison by Firec…
DeepSeek's V4 Flash 0731, a 284-billion-parameter open-weight mixture-of-experts model released under the MIT license on July 31, runs at 107 tokens per second on DeepSeek's API and 267 on the fastest…
Granola is the best general AI meeting assistant for users who want structured notes without a visible bot joining calls, according to a comparison of five tools by an unnamed reviewer. The review rec…
Zack Proser built ctx, a personal context engine that lives outside any single AI tool or vendor, to solve the problem of having to re-explain his life and work to every new agent. ctx is a single Pos…
An AI training workshop succeeds when attendees leave with a working result they can inspect, rerun, and extend, according to a system documented by an unnamed facilitator. At the 2026 AI Engineer Wor…
OpenAI's ChatGPT Work Google Drive connector displays as connected but fails to access files, and Anthropic's Claude GitHub integration cannot handle multiple organizations, with both bugs persisting …
A benchmark score is a manufactured number that passes through a chain of choices—sampling, prompting, scoring, and aggregation—each of which can change the final result while model weights stay fixed…
A new interpretability analysis of the 124-million-parameter GPT-2 checkpoint (revision 607a30d) demonstrates a three-layer evidence framework—pattern evidence, logit attribution, and intervention—to …
A new explainer drawing illustrates the geometric principles behind diffusion models, flow matching, and related generative techniques, tracing the lineage from denoising diffusion probabilistic model…
A security analysis from The Guard warns that tool-using language models become confused deputies when untrusted data, such as email text, can steer privileged tool calls like calendar mutations. The …
A language model inference engine must allocate model weights, activation space, KV cache, and accelerator resources across concurrent requests, with prefill and decode phases imposing different compu…