172 related articles

NVIDIA's open-source model Nemotron 3 Ultra launches on Perplexity for Pro and Max users. Explore its technical strengths, Perplexity's aggregation strategy, and the win-win path for open-source AI commercialization.

Perplexity CEO announces Perplexity Computer will integrate all business connectors, enabling users to create and run companies from scratch with AI.

Perplexity partners with Intel to bring local AI models and hybrid inference to Core Ultra Series 3 laptops. We break down the architecture, NPU capabilities, and the cloud-to-edge AI trend.

Perplexity integrates Deep Research as a native skill in Computer, enabling automatic invocation without manual mode switching. Analyzing the Agent Harness design philosophy and AI capability fusion trends.
TutorialsDeep dive into Perplexity's "Action at a Distance" risk in Agent Skill maintenance, covering precise fixes for three failure types, the Gotcha flywheel, and a four-layer evaluation system.

Research shows only 8.9% of websites block AI crawlers, yet 94.8% have never been cited in AI answers. An analysis of the citation gap, creator dilemmas, and future value distribution.

ChatGPT Mac's new desktop version faces backlash for forced project selection and bloated UI. An analysis of feature creep in AI products and how progressive disclosure can balance power with simplicity.

AI-generated books are flooding the market at alarming rates, diluting quality content and threatening independent authors. This article analyzes the impact on readers, authors, and platforms, and explores solutions for rebuilding content trust.

How to deploy LLMs locally on AMD RX 7800 XT 16GB for trading bots: ROCm ecosystem, 7B-14B model picks (Qwen2.5, Llama 3.1), Ollama/LM Studio setup, and system architecture design.

Google Gemini went viral on Reddit for a humorous reply, dubbed an "undercover wasp." This article explores the technical origins of AI humor, RLHF-driven personality shaping, and the future of AI personification.

A developer spent a month testing 4,265 Claude Code/Codex sessions, revealing why local Agents crash on consumer hardware: tool lists consume 41% of cache, q4_0 quantization traps, and eviction strategy ceilings of only 11.88%.

Benchmarking DeepSeek V4 Flash on dual RTX 3060 GPUs with 96GB RAM at IQ2_M quantization achieving 3.5 tokens/sec. Covers hardware choices, 2-bit quantization techniques, and local LLM deployment optimization.

MLflow 3.15.0 introduces MCP Registry for unified Agent tool management, a smarter Assistant to reduce dev friction, and Multimodal Judges for multi-modal evaluation.

Reddit stock crashed 23% post-earnings as AI search and zero-click searches sever its traffic pipeline. Deep analysis of how AI erodes UGC platforms and paths forward.

Deep analysis of the AI Visibility Evidence Model, examining five graded factors—authority, structure, timeliness, citation breadth, and query matching—that influence AI search recommendations in ChatGPT, Perplexity, and more.

Poth Labs models customer knowledge as a dynamic relationship network, using cross-source reasoning and adaptive surveys to help enterprises understand churn drivers and feature adoption.

Poth Labs models customer knowledge as a dynamic relationship network, using cross-source reasoning and adaptive surveys to help enterprises understand churn and feature adoption.

In-depth review of how LaunchPanda ranks 255+ startup directories to help indie developers build SEO backlinks and optimize for GEO, reducing cold-start decision costs.

In-depth review of how LaunchPanda ranks 255+ startup directories with data to provide indie developers a step-by-step SEO backlink and GEO promotion roadmap, reducing cold start decision costs.

A reported 3-word prompt jailbreak of Claude Opus 5 sparks debate. We analyze the technical nature of LLM jailbreaks, alignment fragility, and defense-in-depth strategies for enterprise AI security.