AI practitioner specializing in large-model evaluation and on-premise deployment, agents, AI programming, Vibe Coding, general AI, and broader tech trends, with daily original technical articles.
DeepSeek released an official repository with guides for integrating its V4 models into 19 mainstream AI agents and coding assistants, covering desktop clients, IDE plugins, terminal agents, chat platforms, and research tools, with step‑by‑step installation, configuration, and first‑run instructions.
This article breaks down Anthropic’s blog on using Claude for finance, extracts reusable Skills from the open‑source repository, explains the three core CFO workflows, shows how to mount the Skills in Claude Code, Cursor and GitHub Copilot, and provides a detailed guide for adapting the Skills to Chinese data sources.
The article shows how the open‑source Feishu CLI, now integrated with Claude Code, lets users generate editable whiteboard diagrams, mind maps, cheat‑sheets, UI mockups and PPT slides directly inside Feishu documents using simple commands, streamlining documentation and collaboration for product managers, architects and developers.
LM Studio 0.4.14+ now implements Multi‑Token Prediction (MTP) speculative decoding, eliminating the need for a separate draft model and delivering roughly double the token throughput—e.g., Qwen3.6‑35B reaches about 130 tokens/s on RTX 3090—while providing a six‑step activation guide and a list of known pitfalls.
The article dissects a fabricated vLLM pull request that pretended to fix a non‑existent NVIDIA Eagle3 checkpoint bug, explains its bogus test plan, shows how AI‑assisted PR generation can flood open‑source projects, and warns of the trust damage such resume‑padding schemes cause.
The article examines the pitfalls of "vibe coding" with AI assistants like Claude Code, introduces Spec‑Driven Development, compares major tools, and provides a detailed walkthrough of the open‑source OpenSpec workflow that aligns AI output with explicit specifications.
This article analyzes the hidden pitfalls of Qwen's official Jinja chat template, explains how the community‑maintained Qwen‑Fixed‑Chat‑Templates v19 fixes rendering errors, KV‑Cache loss, token waste and agent dead‑locks, and provides step‑by‑step installation instructions for LM Studio, llama.cpp, vLLM and MLX.
The Qwopus 3.6‑27B‑v2 model reconstructs full step‑by‑step reasoning from compressed Claude outputs using a Trace‑Inverter, creates two high‑quality SFT datasets, and achieves 35.9% token savings, a 2.57‑point accuracy gain on MMLU‑Pro, 75.25% success on SWE‑bench, while running on a single consumer‑grade RTX 5090.
The article explains how the open‑source DESIGN.md files collected by VoltAgent let AI agents like Claude Code generate pixel‑perfect, brand‑consistent front‑end pages directly from plain‑text markdown, eliminating the need for Figma exports or custom JSON schemas.
The article reviews Matt Pocock’s newly released mattpocock/skills GitHub repository, explaining its purpose, installation steps, folder structure, core engineering skills, four common failure modes, and how its concise, composable prompts differ from Anthropic’s official skills, while offering practical recommendations for Claude Code and Codex users.
