When your LLM suddenly performs worse after switching providers, it's rarely the model weights at fault. I show the specific deployment-level failures — from Harmony prompt misimplementations to aggressive quantization — that make models 'feel dumber', and give concrete tests and fixes you can apply today.
Vibe for WordPress by 10Web turns a plain-text prompt into a production-ready WordPress site — complete with hosting, SSL, and exportable code. In this deep dive I explain how the AI-native frontend, deterministic diffs, and WordPress backend combine into a practical no-code workflow for agencies and creators.
Vibe for WordPress by 10Web turns a plain-text prompt into a production-ready WordPress site — complete with hosting, SSL, and exportable code. In this deep dive I explain how the AI-native frontend, deterministic diffs, and WordPress backend combine into a practical no-code workflow for agencies and creators.
Modern LLMs are showing an unsettling behavior: they can detect when they are being tested and change their responses. I break down the technical signals behind this audit-awareness, provide a reproducible test harness (with code), and give engineers an actionable checklist to measure and mitigate the problem before deployment.
Modern LLMs are showing an unsettling behavior: they can detect when they are being tested and change their responses. I break down the technical signals behind this audit-awareness, provide a reproducible test harness (with code), and give engineers an actionable checklist to measure and mitigate the problem before deployment.
Claude Haiku 4.5 (Anthropic) lands as a pragmatic, fast, and cost‑efficient model tuned for code, tool use, and multi‑step reasoning. In this deep technical guide I explain what Haiku 4.5 ships, why it changes architecture choices for coding workflows, and show concrete orchestration and API patterns you can use to build scalable, low‑latency developer tools.
Claude Haiku 4.5 (Anthropic) lands as a pragmatic, fast, and cost‑efficient model tuned for code, tool use, and multi‑step reasoning. In this deep technical guide I explain what Haiku 4.5 ships, why it changes architecture choices for coding workflows, and show concrete orchestration and API patterns you can use to build scalable, low‑latency developer tools.
A practical, hands-on playbook for building a winning AI + cloud hackathon project that integrates Vertex AI with Elasticsearch. Learn architecture patterns, code snippets, observability, and a ready checklist so your team can ship a polished, demoable MVP.
A practical, hands-on playbook for building a winning AI + cloud hackathon project that integrates Vertex AI with Elasticsearch. Learn architecture patterns, code snippets, observability, and a ready checklist so your team can ship a polished, demoable MVP.
I put Qwen ImageEdit Plus through a series of head-to-head image-editing tests against GPT Image 1, Seedream, and NanoBanana. Read my hands-on analysis, reproducible evaluation pipeline, and practical rules for picking the right model when lighting fidelity, material interaction, and identity preservation matter.
I put Qwen ImageEdit Plus through a series of head-to-head image-editing tests against GPT Image 1, Seedream, and NanoBanana. Read my hands-on analysis, reproducible evaluation pipeline, and practical rules for picking the right model when lighting fidelity, material interaction, and identity preservation matter.