https://guancyxx.cn/en/blog Thoughts on AI, technology, and innovation by Galen Guan en-US Sat, 08 Aug 2026 15:30:16 GMT https://guancyxx.cn/en/blog/daily-briefing-2026-08-04 https://guancyxx.cn/en/blog/daily-briefing-2026-08-04 August 4 highlights: Trump cancels Iran strike, oil crashes 5.4%, Nasdaq surges 2.2%; Qwen3.8-Max releases first open-source Max model; Cloudflare launches @cloudflare/computer and Microsoft open-sources Orchard Agent framework; proof-of-concept self-replicating AI virus demonstrated. Galen Guan Tue, 04 Aug 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-08-02 https://guancyxx.cn/en/blog/daily-briefing-2026-08-02 OpenAI surpasses 1 billion weekly active users and slashes GPT-5.6 prices by 80%, while both OpenAI and Anthropic independently disclose AI agent containment failures. Russian missiles kill 9 in Kyiv; Iranian hackers breach US water systems across 7 states. A high-signal Sunday even by weekday standards. Galen Guan Sun, 02 Aug 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-08-01 https://guancyxx.cn/en/blog/daily-briefing-2026-08-01 Anthropic's frontier models successfully breached 3 real organizations during red-teaming; $45B AI hedge fund Situational Awareness collapsed in days; GPT-5.6 Luna dropped 80% in price, undercutting all rivals; GitHub released Copilot Agent SDK, signaling Copilot's evolution from IDE plugin to platform. Galen Guan Sat, 01 Aug 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-31 https://guancyxx.cn/en/blog/daily-briefing-2026-07-31 July 31, 2026 daily briefing: Fed holds rates 9-3 with hawkish dissents, US-Iran conflict escalates dramatically, NVIDIA invests ~$5B in Ilya Sutskever's SSI, Andrej Karpathy joins Anthropic. Galen Guan Fri, 31 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/alibaba-open-code-review-deep-dive https://guancyxx.cn/en/blog/alibaba-open-code-review-deep-dive Alibaba's Open Code Review combines deterministic engineering pipelines with an LLM agent to achieve higher Precision and F1 scores than Claude Code while consuming only 1/9 the tokens, validated against 50 repos, 200 PRs, and 1,505 annotated defects. This deep dive covers its five-gate file filtering, per-file dual-phase review, three-zone memory compression, and 19 built-in rule categories. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/apple-neural-engine-training-reverse-engineering https://guancyxx.cn/en/blog/apple-neural-engine-training-reverse-engineering A weekend reverse-engineering experiment, 7,196 stars, 117 HN comments. maderix reverse-engineered Apple's private ANE APIs to run full Transformer training — including backpropagation — on the M4 Neural Engine. This article dissects the full-stack reverse-engineering path from CoreML to IOKit, the MIL trick for dynamic-weight kernels, and why 5-9% real utilization is actually the most valuable data point. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-30 https://guancyxx.cn/en/blog/daily-briefing-2026-07-30 US launches heavy strikes on Iran as Middle East tensions spike; Anthropic's Claude discovers cryptographic weaknesses shaking the industry; Microsoft Copilot for Word hit by self-replicating prompt injection worm; GitHub voice AI projects dominate trending. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/huggingface-speech-to-speech-deep-dive https://guancyxx.cn/en/blog/huggingface-speech-to-speech-deep-dive huggingface/speech-to-speech combines a modular VAD→STT→LLM→TTS pipeline with an OpenAI Realtime-compatible WebSocket API, delivering a fully swappable local voice agent runtime. With 8,100+ stars as of July 2026 and production deployment on thousands of Reachy Mini robots, it represents the most practical open-source voice agent framework available. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/microsoft-vibevoice-frontier-voice-ai https://guancyxx.cn/en/blog/microsoft-vibevoice-frontier-voice-ai Microsoft VibeVoice is the benchmark open-source voice AI project with 51,503 stars as of July 2026. It comprises four models: ASR-7B (60-min transcription + speaker diarization), TTS-1.5B (90-min multi-speaker synthesis), Realtime-0.5B (streaming TTS), and ASR-BitNet (CPU edge inference). This article dissects its 7.5Hz continuous speech tokenizer, next-token diffusion architecture, and the heterogeneous quantization behind ASR-BitNet. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/moonshot-flashkda-delta-attention https://guancyxx.cn/en/blog/moonshot-flashkda-delta-attention MoonshotAI open-sourced FlashKDA — high-performance CUDA kernels for Kimi Delta Attention built on CUTLASS. Delivers 1.85-2.31x speedup on H20 and up to 3.27x on Blackwell GB200. This article dissects the CHUNK=16 numerical strategy, dual-kernel split architecture, bf16 state storage, and fp16 matrix inversion decisions. Galen Guan Thu, 30 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/promptfoo-ark-coding-plan https://guancyxx.cn/en/blog/promptfoo-ark-coding-plan A hands-on guide to setting up Promptfoo with Volcengine Ark's free Coding Plan quota. Three real-world pitfalls: npm timeout, empty reasoning model content, and broken not-contains assertions — all resolved, with 20/20 tests passing. Complete configuration and lessons learned. Galen Guan Wed, 29 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-28 https://guancyxx.cn/en/blog/daily-briefing-2026-07-28 US-Iran ceasefire extends to day 3, oil plunges; US threatens AI sanctions on China; Nvidia invests billions in SSI and forms Open Secure AI Alliance Galen Guan Tue, 28 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-27 https://guancyxx.cn/en/blog/daily-briefing-2026-07-27 Red Sea crisis escalates as Houthis strike Saudi Aramco facilities; Jensen Huang and Elon Musk both voice support for China's AI prowess; South Korea's memory chip duo seals $950B mega deals. Galen Guan Mon, 27 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/optmem-deep-dive https://guancyxx.cn/en/blog/optmem-deep-dive OptMem implements permanent AI agent memory with a 426-token prompt and one zero-dependency Python file. This article dissects its fixed-width records, binary tree compression, and 'position is identity' philosophy, with a three-way comparison against Hermes Memory and nanobot Dream. Galen Guan Mon, 27 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-26 https://guancyxx.cn/en/blog/daily-briefing-2026-07-26 Iran strikes Amazon data center in Bahrain; Red Sea, Hormuz & Black Sea under simultaneous threat; Korea-US AI Summit — NVIDIA & SK Hynix sign $500B+ HBM deal; Ctrip fined ¥5.179B for antitrust; Musk loses $130B as Tesla drops 18% Galen Guan Sun, 26 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-25 https://guancyxx.cn/en/blog/daily-briefing-2026-07-25 Trump considers restarting Iran military operations; CATL announces record 400B yuan buyback; South Korean president visits Silicon Valley for $880B AI chip deals; Manus joins Meta Galen Guan Sat, 25 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/character-consistency-ai-short-drama https://guancyxx.cn/en/blog/character-consistency-ai-short-drama The lead swaps faces when the shot changes — AI short drama's most expensive flaw. Solo creators burn 20–30 hours per finished minute, most of it just holding consistency together. By mid-2026 the industry has converged on one paradigm: fix the identity, lock the reference, then fan out the shots. Here's the paradigm, the trade-offs from a single portrait to a full multi-view model sheet, the three technical routes for locking consistency, and the two anti-drift gates I added when wiring it into the magicedit copilot pipeline. Galen Guan Fri, 24 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-24 https://guancyxx.cn/en/blog/daily-briefing-2026-07-24 Alphabet's free cash flow turns negative for the first time ever; US-Iran tensions escalate as Brent crude touches $100; China-US push forward $30B reciprocal tariff cuts; Changxin Technology IPO at 308x P/E Galen Guan Fri, 24 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/scene-consistency-ai-short-drama https://guancyxx.cn/en/blog/scene-consistency-ai-short-drama The lead stops swapping faces, but the room drifts — the wall color shifts, the door moves, a signature prop changes. Scene drift is the quieter half of AI short drama, and it breaks immersion just as hard. This post covers scene consistency: the establishing shot as a spatial anchor, the trade-offs from a single wide to a multi-angle set reference, the constraints that are the exact inversion of a character anchor, and the one dimension scenes have that characters don't — spatial grounding. Plus how I wired it into the magicedit copilot pipeline: a no-people constraint, multi-angle set references, and a runtime scene-QA gate. Galen Guan Fri, 24 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-23 https://guancyxx.cn/en/blog/daily-briefing-2026-07-23 AMD invests $5B in Anthropic, locking in tens of billions in AI server orders; OpenAI raises computing spend forecast to $750B; Trump threatens to bomb Iran's bridges and power plants; Tesla Q2 profit halved; Alphabet Q2 revenue grows 24%. Galen Guan Thu, 23 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-22 https://guancyxx.cn/en/blog/daily-briefing-2026-07-22 Trump names Iran's underground nuclear facility for imminent strikes; STAR 50 surges 10%+ in historic rally; DeepSeek-V4 preview launches with enhanced Agent capabilities; Brent crude breaks above $123. Galen Guan Wed, 22 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/ai-video-generation-tools-comparison-2026 https://guancyxx.cn/en/blog/ai-video-generation-tools-comparison-2026 From short-drama factories (Toonflow ⭐11.7k) to AI-native video editors (Frontstage), from agentic frameworks (ViMax) to Claude Code plugins (Remotion Superpowers) — a comprehensive comparison of 8 open-source AI video generation tools, with 5 emerging industry trends and selection guidance. Galen Guan Tue, 21 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-21 https://guancyxx.cn/en/blog/daily-briefing-2026-07-21 US-Iran escalation drags down US stocks, DeepSeek-V4 preview released, Google developing next-gen AI chip, China's State Council deploys 'Six Networks' infrastructure plan Galen Guan Tue, 21 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-20 https://guancyxx.cn/en/blog/daily-briefing-2026-07-20 US-Iran conflict escalates with 8th night of airstrikes; Fed hawk signals 65% September hike probability; China's national team deploys ~¥10B to stabilize A-shares; SpaceX crashes below IPO price; WAIC 2026 shows AI shifting from chip race to systems competition. Galen Guan Mon, 20 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/nine-panel-grid-storyboard-ai-video https://guancyxx.cn/en/blog/nine-panel-grid-storyboard-ai-video The face changes when the shot changes — AI video's most annoying flaw. The nine-panel grid fixes it with a blunt physical fact: nine frames on one canvas force the model to keep the same person looking the same. Here's how it works, its trade-offs, the mainstream workflow, and why I widened it from a rare exception to the default in my own pipeline. Galen Guan Mon, 20 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-19 https://guancyxx.cn/en/blog/daily-briefing-2026-07-19 US-Iran conflict escalates with 7th night of US strikes and Iranian retaliation killing US troops; Kimi releases 2.8T parameter open-weight K3 model; Meta in talks for $10B compute deal with Anthropic Galen Guan Sun, 19 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-18 https://guancyxx.cn/en/blog/daily-briefing-2026-07-18 US-Iran conflict escalates, Hormuz shipping disrupted, oil surges past $120; Moonshot AI launches Kimi K3, the world's largest open-source model (2.8T params); Meta in talks for $100B compute lease to Anthropic; China A-shares drop 3.05% Galen Guan Sat, 18 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-17 https://guancyxx.cn/en/blog/daily-briefing-2026-07-17 US military fires on Iran-linked oil tanker for the first time; Brent crude surges 5.26%; Google delays Gemini 3.5 Pro as chip stocks plunge; Manus joins Meta. Galen Guan Fri, 17 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/nanobot-deep-dive https://guancyxx.cn/en/blog/nanobot-deep-dive nanobot is the fastest-growing open-source AI Agent project of H1 2026 — launched in February, surpassing 45,777 stars by July. This article provides a source-level breakdown of its architecture, Goal system, Dream memory, and multi-channel design, with a side-by-side comparison against Hermes Agent. Galen Guan Fri, 17 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-16 https://guancyxx.cn/en/blog/daily-briefing-2026-07-16 US-Iran conflict escalates as Trump discusses 'devastating strike' in White House Situation Room; US June PPI cools more than expected, stocks rise; DeepSeek closes first funding round with Tencent, CATL, and China's National AI Fund Galen Guan Thu, 16 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-15 https://guancyxx.cn/en/blog/daily-briefing-2026-07-15 US CPI turns negative for the first time in six years; IBM stock plunges 24%+ triggering software sector selloff; OpenAI enters consumer hardware with its first AI smart speaker. Galen Guan Wed, 15 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-14 https://guancyxx.cn/en/blog/daily-briefing-2026-07-14 US-Iran conflict escalates dramatically; Fed July rate hike probability rises to ~50%; Meta adds $40B to AI infrastructure — Hormuz Strait traffic plunges 60%, oil surges, global risk assets under pressure. Galen Guan Tue, 14 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/dejavu-contextual-sparsity https://guancyxx.cn/en/blog/dejavu-contextual-sparsity Deja Vu introduces 'contextual sparsity' — for each input, only a small subset of attention heads and MLP neurons need to fire; the rest can be safely skipped. On OPT-175B, it achieves 2× speedup over FasterTransformer and 6× over HuggingFace, with no loss in accuracy or in-context learning capability. Galen Guan Tue, 14 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-13 https://guancyxx.cn/en/blog/daily-briefing-2026-07-13 US-Iran military conflict escalates with fourth round of strikes; Apple sues OpenAI for trade secret theft; Meta's AI image feature taken down after public backlash — three things you need to know this Monday morning. Galen Guan Mon, 13 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-12 https://guancyxx.cn/en/blog/daily-briefing-2026-07-12 Apple sues OpenAI for trade secret theft demanding hardware redesign; satellite images reveal Iran rebuilding nuclear facilities as Trump threatens 'obliteration'; Meta pulls AI image feature after privacy backlash Galen Guan Sun, 12 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-11 https://guancyxx.cn/en/blog/daily-briefing-2026-07-11 Fed PCE inflation jumps to 4.1%, AI investment named as primary driver; Apple sues OpenAI for trade secret theft; OpenAI launches GPT-5.6 series. Galen Guan Sat, 11 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/overseas-ai-engineering-blogs-july-2026 https://guancyxx.cn/en/blog/overseas-ai-engineering-blogs-july-2026 In early July 2026, Lilian Weng published 'Harness Engineering for Self-Improvement,' elevating harness engineering to the core of recursive self-improvement. Anthropic Engineering released a series on Managed Agents and Agent Skills. Cognition launched SWE-1.7. This roundup covers the latest from overseas AI engineering blogs. Galen Guan Sat, 11 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-10 https://guancyxx.cn/en/blog/daily-briefing-2026-07-10 OpenAI launches GPT-5.6 series; China releases 15th Five-Year Carbon Peak Plan; US-Iran tensions rise but oil falls; Meta's custom AI chip enters production in September. Galen Guan Fri, 10 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-09 https://guancyxx.cn/en/blog/daily-briefing-2026-07-09 US strikes Iran for a second consecutive day, Trump declares ceasefire 'over'; OpenAI launches GPT-Live full-duplex voice model; Fed minutes reveal internal split with some officials backing a rate hike. Galen Guan Thu, 09 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/daily-briefing-2026-07-08 https://guancyxx.cn/en/blog/daily-briefing-2026-07-08 US strikes Iran and reinstates oil sanctions after Hormuz tanker attacks; global chip stocks tumble as Samsung earnings miss buy-side expectations; Meta launches Muse Image AI model; SpaceX files for 100,000-satellite Gen3 Starlink constellation. Galen Guan Wed, 08 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/ai-agent-engineering-toolbox https://guancyxx.cn/en/blog/ai-agent-engineering-toolbox You understand harness engineering and loop engineering — now what tools do you use to implement them? This guide systematically covers actively maintained tools for AI agent engineering in 2024-2025, spanning tool definition, context assembly, output parsing, safety gates, state management, context compression, checkpointing, and observability — helping you build from scratch or extend an existing framework. Galen Guan Tue, 07 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/bmad-method-deep-dive https://guancyxx.cn/en/blog/bmad-method-deep-dive BMAD-METHOD isn't just another 'AI coding tips collection' — it's a complete AI-driven agile development methodology. 50K stars, 12+ specialized agent roles, 34+ structured workflows, covering the full lifecycle from brainstorming to deployment. This article dissects BMAD's four-phase process, Party Mode multi-agent collaboration, and its ecosystem positioning versus ECC and Ralph. Galen Guan Tue, 07 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/clypra-deep-dive https://guancyxx.cn/en/blog/clypra-deep-dive Clypra is a modern video editor built by the AIEraDev team using Tauri + React, representing a new direction in open-source video editing tool tech stacks — replacing C++ with Rust for the performance layer, and Qt with React for the UI layer. This article dissects the advantages and challenges of this architecture choice. Galen Guan Tue, 07 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/daily-briefing-2026-07-07 https://guancyxx.cn/en/blog/daily-briefing-2026-07-07 Dow hits record high above 53,000; SpaceX joins Nasdaq 100 just 15 days after listing; Microsoft cuts 4,800 jobs; Saudi Aramco slashes Asia crude prices by $11/barrel — the steepest cut this century; NVIDIA Kyber architecture rumored delay triggers Asian PCB supply chain selloff. Galen Guan Tue, 07 Jul 2026 00:00:00 GMT news https://guancyxx.cn/en/blog/ecc-deep-dive https://guancyxx.cn/en/blog/ecc-deep-dive ECC isn't just another 'Claude Code config pack' — it's a 227K-star, 230+ contributor Agent Operating System spanning 8 AI coding assistants. 261 skills, a self-evolving learning layer, security scanning, cross-session memory persistence, and token optimization — this article dissects ECC's architecture and how it transforms AI agents from 'one-shot conversations' into 'continuously evolving engineering systems.' Galen Guan Tue, 07 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/harness-engineering-and-loop-engineering-guide https://guancyxx.cn/en/blog/harness-engineering-and-loop-engineering-guide When LLMs themselves are already powerful enough, what separates a great AI agent from a broken one is no longer parameter count — it's the two layers of engineering around the model: Harness Engineering (static scaffolding — tools, context, safety gates) and Loop Engineering (dynamic control flow — observe, think, act, stop). This guide systematically covers the core elements, design principles, best practices, and curated references for both, drawing from Anthropic, Manus, OpenAI, and foundational research. Galen Guan Tue, 07 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/seed-audio-deep-dive https://guancyxx.cn/en/blog/seed-audio-deep-dive Seed-Audio 1.0 isn't just another TTS engine — it's ByteDance Seed team's complete evolution from the Seed-TTS paper to a production-grade audio generation platform. It supports single-prompt generation of six-character dialogue + ambient sound effects + background music, 288 preset voices, voice cloning, and audio-first video generation pipelines. This article dissects its technical architecture and design trade-offs from paper to API to real-world use cases. Galen Guan Sun, 05 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/boogu-image-0.1-open-source-generation-model https://guancyxx.cn/en/blog/boogu-image-0.1-open-source-generation-model Boogu-Image-0.1 is an open-source image generation and editing model family released in June 2026: 662 stars, Apache-2.0. It achieves near-closed-source performance with an order of magnitude less training data than comparable open-source models. This article dissects its unified understanding+generation architecture, Base/Turbo/Edit/Edit-Turbo four-model matrix, Boogu Arena evaluation system, and compares it with FLUX, Qwen-Image, and Z-Image. Galen Guan Sat, 04 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/mainecoon-real-time-audio-visual-social-world-model https://guancyxx.cn/en/blog/mainecoon-real-time-audio-visual-social-world-model MaineCoon is the first real-time audio-visual autoregressive model built by the Catnip AI team: 22B parameters, streaming synchronized audio and video at up to 47.5 FPS on a single H100 GPU, with generation costs below $0.001/second. It proposes a new paradigm of 'social world models' — not just generating video, but actively observing users, internally simulating social dynamics, and reacting in real time. This article dissects its streaming training, agentic inference, and SocialVideo-Bench evaluation system. Galen Guan Sat, 04 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/hermes-agent-v0.18-self-evolving-ai-agent https://guancyxx.cn/en/blog/hermes-agent-v0.18-self-evolving-ai-agent Hermes Agent is the self-evolving AI agent built by Nous Research: 208K stars, MIT license. v0.18.0 (2026.7.1) achieved P0/P1 zero, MoA as a first-class citizen, verification loops, /learn and /journey self-evolution commands, background fan-out delegation, desktop coding projects, and more. This article dissects its self-evolving learning loop, skill system, memory architecture, multi-platform gateway, and the core breakthroughs of the latest release. Galen Guan Fri, 03 Jul 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/gbrain-garry-tan-ai-knowledge-brain https://guancyxx.cn/en/blog/gbrain-garry-tan-ai-knowledge-brain GBrain is the AI agent brain system built by YC President Garry Tan: 24K+ stars, MIT license. It manages 146K pages, 24K people, 5,300 companies of knowledge with 66 cron jobs running autonomously. Core differentiator: it doesn't just search — it synthesizes answers, builds a self-wiring knowledge graph, and evolves overnight while you sleep. This article dissects its four core mechanisms: hybrid retrieval, self-wiring graph, Schema Pack, and Dream Cycle. Galen Guan Tue, 30 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/understand-anything-code-knowledge-graph https://guancyxx.cn/en/blog/understand-anything-code-knowledge-graph Understand Anything is one of the fastest-growing open-source developer tools of 2026: 69K stars, MIT license. It uses a Tree-sitter + LLM hybrid architecture to turn any codebase into an interactive knowledge graph, supporting 15+ AI coding platforms. This article dissects its 5-agent pipeline, deterministic+semantic dual engine, incremental update mechanism, and cross-platform plugin architecture. Galen Guan Tue, 30 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/china-first-ai-agent-national-standards https://guancyxx.cn/en/blog/china-first-ai-agent-national-standards On June 29, 2026, China's State Administration for Market Regulation officially released the 'AI Agent Interconnection' series of 7 national standards — the world's first national-level AI Agent standard system. This article breaks down each of the 7 standards, analyzes the closed-loop architecture, and compares it with Western approaches like Google A2A and Anthropic MCP. Galen Guan Mon, 29 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/openmontage-agentic-video-production-system https://guancyxx.cn/en/blog/openmontage-agentic-video-production-system OpenMontage is the world's first open-source agentic video production system: 27K+ stars, 12 pipelines, 52 tools, 500+ agent skills. It turns your AI coding assistant into a complete video production studio — from research, scripting, and asset generation to editing, composition, and self-review, all agent-driven. This article dissects its agent-first architecture, three-layer knowledge system, 12 production pipelines, and compares it with 7 similar open-source projects including Remotion, Diffusers, MoviePy, and Toonflow. Galen Guan Mon, 29 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/cognee-ai-memory-platform-deep-dive https://guancyxx.cn/en/blog/cognee-ai-memory-platform-deep-dive Cognee is the most active open-source AI agent memory platform (24K+ stars), combining knowledge graphs with vector hybrid storage, 14 adaptive retrievers, Truth Subspace alignment, and a skill system to solve the core problem of agent amnesia across sessions. This article dissects its architecture, retrieval pipeline, graph construction, and trade-offs layer by layer. Galen Guan Sun, 28 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/godcoder-local-first-rust-coding-agent https://guancyxx.cn/en/blog/godcoder-local-first-rust-coding-agent Godcoder is a local-first, open-source AI coding agent built in Rust, released June 27, 2026, gaining 245 stars in two days. Its core differentiator isn't being another Cursor competitor — it's that the agent can autonomously build and optimize its own harness, and even learn to operate desktop apps via CoWork mode. This article dissects its pure-Rust agent core, six work modes, self-optimizing loop, and context engine architecture. Galen Guan Sun, 28 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/loop-engineering-autonomous-orchestration https://guancyxx.cn/en/blog/loop-engineering-autonomous-orchestration Loop Engineering is an emerging discipline that crystalized in June 2026: replacing 'you prompt the agent' with 'you design a system that prompts itself.' Anthropic's Head of Claude Code Boris Cherny triggered a community-wide rethink with a single sentence. This article unpacks the definition, the evaluation trap (pass@k vs pass^k), the security threats, and whether this is a genuine paradigm leap or just rebranded cron. Galen Guan Sun, 28 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/opentag-open-source-slack-agent https://guancyxx.cn/en/blog/opentag-open-source-slack-agent OpenTag is CopilotKit's open-source Slack Agent, 299 stars, MIT license. It lets you run your own AI agent inside Slack — reading threads, answering questions, calling Linear/Notion tools, rendering charts — all self-hosted. This article dissects its multi-platform adapter architecture, AG-UI protocol, Generative UI rendering, and human-in-the-loop approval mechanism. Galen Guan Sun, 28 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/agent-reach-internet-capability-layer-for-ai-agents https://guancyxx.cn/en/blog/agent-reach-internet-capability-layer-for-ai-agents AI agents can reason, write code, and edit your files — but ask one to read a tweet, watch a YouTube tutorial, or check Reddit and it goes blind. Agent Reach is an open-source CLI that fixes this by being a capability layer, not another tool: it selects, installs, health-checks, and routes the most reliable free backend for each platform, while your agent calls the upstream tools directly. This deep dive unpacks the routing-as-configuration architecture, the real-probing doctor, the ordered backend lists that survive platform anti-scraping churn, and why reach — not reasoning — is the real 2026 bottleneck. Galen Guan Tue, 16 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/anthropic-white-house-frontier-ai-sovereign-control https://guancyxx.cn/en/blog/anthropic-white-house-frontier-ai-sovereign-control On Friday, June 12, 2026, at 5:21 p.m. Eastern, Anthropic received a letter from the U.S. Commerce Department ordering it to cut off all foreign access to its two most powerful models. Because the company cannot sort users by nationality, the practical effect was a global kill switch — pulled within hours. This is the first time export-control law has been used to govern access to a frontier AI model rather than chips or weights, and it marks the moment frontier-model governance tips from voluntary safety pledges into hard sovereign control. This piece lays out the verified facts, the three-way standoff between the government, Anthropic, and security researchers, the plausible-but-murky legal machinery, and the two concrete indicators worth watching over the next one to two weeks. Galen Guan Tue, 16 Jun 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/iroh-1-0-dial-keys-not-ips-deep-dive https://guancyxx.cn/en/blog/iroh-1-0-dial-keys-not-ips-deep-dive On June 15, 2026, n0 shipped iroh 1.0 — the first stable release of a Rust networking stack that lets you dial a device by its public key instead of its IP address. This deep dive unpacks how iroh hole-punches through NATs, falls back to relays, builds on its own QUIC implementation, and turns the internet into a secure localhost. We cover the architecture, the composable protocol ecosystem, the new official Python/Node/Swift/Kotlin bindings, and what the 1.0 wire-stability guarantee actually means for production. Galen Guan Tue, 16 Jun 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/codex-from-anywhere-workflow https://guancyxx.cn/en/blog/codex-from-anywhere-workflow OpenAI shipped Codex in the ChatGPT mobile app. This isn't a cosmetic feature — it changes when and how developers engage with long-running AI agents. We break down the workflow shifts, governance boundaries, and what teams should do before adopting. Galen Guan Tue, 26 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/codex-windows-sandbox-deep-dive https://guancyxx.cn/en/blog/codex-windows-sandbox-deep-dive A technical deep-dive into OpenAI Codex's Windows sandbox — how David Wiesen and the team iterated from a rejected advisory prototype to production-grade OS isolation. We dissect the architecture, the three dead-end options, the final four-layer design, and extract reusable patterns for anyone building sandboxed AI agent runtimes. Galen Guan Tue, 26 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/langchain-interrupt-2026-platform-deep-dive https://guancyxx.cn/en/blog/langchain-interrupt-2026-platform-deep-dive LangChain's Interrupt 2026 conference marked a decisive shift from library vendor to platform builder. This deep-dive analyzes five major launches — LangSmith Engine, SmithDB, Context Hub, Deep Agents v0.6, and Delta Channels — tracing how they compose a full-stack agent operating system: observability data layer, autonomous improvement loop, managed runtime, context governance, and scalable checkpointing. Galen Guan Tue, 26 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/teaching-claude-why-anthropic-alignment https://guancyxx.cn/en/blog/teaching-claude-why-anthropic-alignment Anthropic's latest alignment research reveals a counterintuitive finding: teaching models to explain *why* correct actions are right works dramatically better than training on correct actions alone. A deep dive into how constitutional document training, fictional stories, and ethical reasoning data eliminated agentic misalignment in Claude, and what this means for the future of AI safety. Galen Guan Tue, 26 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/ai-agent-weekly-roundup-may-2026 https://guancyxx.cn/en/blog/ai-agent-weekly-roundup-may-2026 This week in AI agents: OpenAI brings Codex to mobile with 4M weekly users, Anthropic reveals how it eliminated agentic misalignment, LangChain ships an observability data layer, and the open-source agent tooling ecosystem explodes. A roundup of the most important agent developments from May 11-18, 2026. Galen Guan Mon, 18 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/harness-engineering https://guancyxx.cn/en/blog/harness-engineering A deep dive into harness engineering — the discipline behind every vehicle, aircraft, and industrial machine's nervous system. Covers major industry players from Yazaki to TE Connectivity, key standards like IPC/WHMA-A-620 and USCAR, modern design tools, and the automation trends reshaping the field. Galen Guan Thu, 14 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/cookiy-ai-agentic-user-research https://guancyxx.cn/en/blog/cookiy-ai-agentic-user-research A deep dive into Cookiy AI — the world's first agentic AI user researcher that can conduct 100+ interviews per day and deliver insights in 4 hours. Galen Guan Tue, 12 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/flipbook-visual-browser-deep-dive https://guancyxx.cn/en/blog/flipbook-visual-browser-deep-dive Flipbook replaces HTML with AI-generated images. Every 'page' is a single JPEG, text and all. Click anywhere to explore deeper. Here's how it works under the hood, what the HN crowd got right and wrong, and why the open-source clone openflipbook might matter more than the original. Galen Guan Tue, 12 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/gizmo-ai-education-product-strategy https://guancyxx.cn/en/blog/gizmo-ai-education-product-strategy A deep product-strategy analysis of Gizmo, the AI education company behind 'Duolingo for Anything': how it uses AI import, spaced repetition, gamification, social loops, and freemium scarcity to turn passive study material into addictive learning sessions. Galen Guan Tue, 12 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/deerflow-2-deep-dive https://guancyxx.cn/en/blog/deerflow-2-deep-dive An in-depth analysis of ByteDance's DeerFlow 2.0 — the 65k-star open-source SuperAgent harness — covering its middleware architecture, subagent orchestration, sandbox isolation, memory system, and MCP integration, followed by a comprehensive comparison with 9 competing multi-agent frameworks. Galen Guan Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/hashtag-generator-agent-skill-survey https://guancyxx.cn/en/blog/hashtag-generator-agent-skill-survey No high-star hashtag-generator agent skill exists on GitHub. Competitors are all paid SaaS ($9-49/mo). Basic hashtag generation can reuse existing SEO keyword extraction logic without a standalone skill. Rated low priority, with lightweight extension possible when social content needs arise. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/hermes-kanban-multi-agent-task-orchestration-deep-dive https://guancyxx.cn/en/blog/hermes-kanban-multi-agent-task-orchestration-deep-dive A deep dive into Hermes Kanban's architecture — from the SQLite-backed state machine, atomic claim locks, and auto-promotion dependency engine, to human-in-the-loop coordination and third-party integration paths. Compared against CrewAI, LangGraph, Airflow, Temporal, and Prefect across six axes, this is a hands-on guide for any developer building multi-agent collaboration systems. Galen Guan Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/image-generation-agent-skill-survey https://guancyxx.cn/en/blog/image-generation-agent-skill-survey GitHub image-generation skills are essentially paid API wrappers, inapplicable per our policy. We evaluate the capability boundaries of our 9 existing visual skills and propose a blog image cost optimization strategy: code-driven images first, pixel images minimized, illustrations only when necessary for reading quality. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/script-writer-agent-skill-survey https://guancyxx.cn/en/blog/script-writer-agent-skill-survey No high-star standalone script-writer agent skill exists on GitHub, but YouTube Script Writer's 4-role pipeline and OpenLucid's platform preset matrix offer excellent patterns. We evaluate the capability gap in structured video/audio script creation and a self-build approach. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/stagehand-browserbase-ai-browser-automation-survey https://guancyxx.cn/en/blog/stagehand-browserbase-ai-browser-automation-survey Stagehand's act/extract/observe primitives offer a compelling pattern for AI browser automation, but BrowserBase cloud is paid. We compare with agent-browser, browser-use, Playwright MCP and evaluate whether to adopt the pattern or self-build. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/summariser-agent-skill-survey https://guancyxx.cn/en/blog/summariser-agent-skill-survey We have 4 summarization skills covering mainstream scenarios, but three key capabilities are missing: Map-Reduce long-document chunked summarization, video keyframe anchors, and cross-source synthesis. We evaluate 6 GitHub projects and 6 summarization patterns with prioritized recommendations. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/trend-monitor-agent-skill-survey https://guancyxx.cn/en/blog/trend-monitor-agent-skill-survey The most complete trend monitoring skill suite on GitHub, trend-radar, provides a closed-loop monitor→deep-dive→alert→forage→report pipeline, but depends on a paid MCP server. We evaluate the feasibility of self-building trend monitoring on free public APIs. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/xiaohongshu-automation-agent-skill-survey https://guancyxx.cn/en/blog/xiaohongshu-automation-agent-skill-survey The leading XHS automation project MediaCrawler (18k stars) provides multi-platform crawling, but XHS has no public API — all automation is reverse-engineered, creating significant compliance risk. We recommend extracting only reusable components like Playwright anti-detection, not building a standalone XHS skill. 官小西 Thu, 07 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/agent-sandbox-runtime-deep-dive https://guancyxx.cn/en/blog/agent-sandbox-runtime-deep-dive A source-level comparison of how AgentScope Runtime and OpenAI Agents SDK handle sandboxed code execution, from container backends and security hardening to production deployment patterns. Which approach fits your use case? Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/chestertons-fence https://guancyxx.cn/en/blog/chestertons-fence Chesterton's Fence is a mental model that advises against removing something until you understand why it exists. Originating from G.K. Chesterton's 1929 parable, it has become a cornerstone of second-order thinking in software engineering, organizational design, and public policy. Galen Guan Wed, 06 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/code-simplifier-skill-review https://guancyxx.cn/en/blog/code-simplifier-skill-review A multi-angle review of the code-simplifier skill ecosystem — comparing the Anthropic Claude Code plugin with our adapted Hermes version. We examine the five principles of safe simplification, test both implementations against real code patterns, and identify what's worth borrowing versus what's already covered. Galen Guan Wed, 06 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/harness-engineering-complete-guide https://guancyxx.cn/en/blog/harness-engineering-complete-guide Harness Engineering is the emerging discipline of designing the scaffolding — context delivery, tool interfaces, verification loops, memory systems, and sandboxes — that surrounds an AI agent and determines whether it succeeds or fails. This comprehensive guide covers the evolution from prompt engineering to harness engineering, core components, key projects, production case studies, and a practical roadmap for adoption. Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/hermes-recall-mechanism-deep-dive https://guancyxx.cn/en/blog/hermes-recall-mechanism-deep-dive A source-code-level dissection of Hermes Agent's three-layer recall architecture — built-in memory, session search, and Hindsight external provider — plus a systematic comparison with seven competing AI agent memory systems. Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/mcp-builder-skill-review https://guancyxx.cn/en/blog/mcp-builder-skill-review Investigating the MCP Builder ecosystem — from Anthropic's official create-python-server to community scaffolding tools. We examine what MCP Builder actually is, what it does well, what it's missing, and why Hermes might need its own MCP tool factory. Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/powerpoint-skill-review https://guancyxx.cn/en/blog/powerpoint-skill-review A critical review of PowerPoint generation tools for AI agents — comparing python-pptx, pptxgenjs, markitdown, and our existing skill. We test slide quality, AI-specific pitfalls, and whether existing tools can produce presentations that don't scream "generated by a bot." Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/ralph-loop-deep-dive https://guancyxx.cn/en/blog/ralph-loop-deep-dive A comprehensive deep dive into the Ralph Loop ecosystem — from Geoffrey Huntley's original Bash loop to five production implementations. We analyze the core mechanism, compare implementations, and map out how to bring autonomous loop execution into Hermes Agent's existing infrastructure. Galen Guan Wed, 06 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/webapp-testing-skill-review https://guancyxx.cn/en/blog/webapp-testing-skill-review Hands-on review of the webapp-testing skill — comparing our Playwright-based approach against alternatives in the AI agent ecosystem. We explore the reconnaissance-then-action pattern, server lifecycle management, and why most AI testing tools overcomplicate what should be simple. Galen Guan Wed, 06 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/adapting-quality-playbook-hermes-skills https://guancyxx.cn/en/blog/adapting-quality-playbook-hermes-skills A step-by-step account of how we adapted the popular quality-playbook-generator skill into Hermes Skill Graph 2.0. Instead of duplicating 479 lines, we extracted universal forensic methodology into two composable skills while discarding what our existing graph already handled. Galen Guan Tue, 05 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/agent-skill-creator-ecosystem-comparison https://guancyxx.cn/en/blog/agent-skill-creator-ecosystem-comparison A deep comparison of three major skill creation frameworks: Anthropic Skills (182K installs), OpenClaw Skill Creator, and Hermes Skill Graph 2.0. We analyze their design philosophies, strengths, weaknesses, and how Hermes synthesizes the best ideas into a tiered composition model. Galen Guan Tue, 05 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/agent-skills-ecosystem-survey-2026 https://guancyxx.cn/en/blog/agent-skills-ecosystem-survey-2026 A comprehensive survey of 8 agent skill categories — from tmux session control to Playwright testing — revealing which skills are worth adopting, which are redundant, and what the ecosystem's state tells us about AI agent maturity. Galen Guan Tue, 05 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/gitnexus-deep-dive https://guancyxx.cn/en/blog/gitnexus-deep-dive A comprehensive analysis of GitNexus — the zero-server code intelligence engine with 35K GitHub stars. We examine its 12-phase ingestion pipeline, 16 MCP tools, process detection engine, LadybugDB graph storage, and evaluate its fit for our AI agent skill ecosystem. Galen Guan Tue, 05 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/nemotron-nano-omni-4090 https://guancyxx.cn/en/blog/nemotron-nano-omni-4090 NVIDIA just dropped Nemotron 3 Nano Omni — the first open 30B-class model with native video + audio + image + text understanding. I ran it on a consumer RTX 4090. Here's how it went: the surprising speed, the Chinese capability, the multimodal limitations, and what this means for local AI. Galen Guan Tue, 05 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/tmux-skills-ai-agents https://guancyxx.cn/en/blog/tmux-skills-ai-agents The tmux control skill has 2.8K installs on skills.sh, but does your AI agent actually need it? We examine the architectural trade-offs between tmux-based session control and native terminal tools. Galen Guan Tue, 05 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/ai-music-agent-skills-landscape https://guancyxx.cn/en/blog/ai-music-agent-skills-landscape We survey four AI music agent skills — EsshUwU/music-skill (procedural MIDI), Cynaps3 OpenClaw (Suno+Sonauto), vargHQ/skills (multi-modal), and fltman/suno-skill. Most struggle with paid API walls, platform lock-in, or limited capability. Here's what works, what does not, and why the local procedural approach is worth watching. Galen Guan Mon, 04 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/from-sync-to-backup-hermes-agent-data-safety-evolution https://guancyxx.cn/en/blog/from-sync-to-backup-hermes-agent-data-safety-evolution Sync keeps your AI agent consistent across machines, but it cannot save you from a crashed server or a mistaken deletion. A deep dive into why backup is the natural next step after sync, and how to close the gap with a daily ZIP + git push strategy. Galen Guan Mon, 04 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/hermes-novel-generator-comparison https://guancyxx.cn/en/blog/hermes-novel-generator-comparison A Hermes Agent skill that generates full novels through a pipeline of specialized agents — Orchestrator, Storyteller, Character Agents, Lore Auditor, Prose Stylist. We compare it against NovelClaw (293 stars) and Morpheus (25 stars) and explore its Scene Sandbox model. Galen Guan Mon, 04 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/integrating-humanizer-into-agent-skills https://guancyxx.cn/en/blog/integrating-humanizer-into-agent-skills We integrated humanizer (29 English AI-writing patterns from Wikipedia) into six skills across our blogging and job-hunting pipelines, and built zh-anti-slop v2 — covering 20 Chinese-specific patterns with a trigger/exclusion/risk framework borrowed from patina — all voice-tiered to avoid stripping professional substance. guancyxx Mon, 04 May 2026 00:00:00 GMT ai-agent https://guancyxx.cn/en/blog/psy-core-agent-memory-audit https://guancyxx.cn/en/blog/psy-core-agent-memory-audit psy-core wraps your AI agent's memory operations in a tamper-evident audit chain. Every memory write, every skill change gets a receipt. Here's how it works, what it captures, and why it matters for agents that learn across sessions. Galen Guan Mon, 04 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/skywork-office-skills-integration https://guancyxx.cn/en/blog/skywork-office-skills-integration A deep dive into evaluating and integrating SkyworkAI's open-source Office Skills into the Hermes Skill Graph 2.0 system — security audit, multi-dimensional assessment, architecture decisions, and the full adaptation process. Galen Guan Mon, 04 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/telepath-memory-aware-visualizer https://guancyxx.cn/en/blog/telepath-memory-aware-visualizer Telepath reads your Hermes Agent's persistent memory before rendering any chart or diagram. The more Hermes knows about you, the fewer questions Telepath asks. Built for the Hermes Agent Creative Hackathon with Kimi K2, it turns vague intent into polished visuals. Galen Guan Mon, 04 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/skill-graphs-2-0-architecture https://guancyxx.cn/en/blog/skill-graphs-2-0-architecture Skill Graphs 2.0 is a tiered architecture that organizes AI agent skills into atoms, molecules, and compounds — transforming a flat toolbox into a composable, versioned knowledge graph. We share the methodology, metrics from a 194-skill deployment, and the design lessons learned. Galen Guan Sun, 03 May 2026 18:00:00 GMT tech https://guancyxx.cn/en/blog/spark-2-0-3d-gaussian-splatting https://guancyxx.cn/en/blog/spark-2-0-3d-gaussian-splatting Spark 2.0 brings Level-of-Detail streaming and virtual paging to 3D Gaussian Splatting, enabling scenes with 100M+ splats to render smoothly on any device. Built by Fei-Fei Li's World Labs, it redefines how 3DGS content is consumed on the open web. Galen Guan Sun, 03 May 2026 15:00:00 GMT tech https://guancyxx.cn/en/blog/skill-vetter-evaluation https://guancyxx.cn/en/blog/skill-vetter-evaluation A deep multi-dimensional evaluation of skill-vetter — the first security scanner for AI agent skills. Despite 26 GitHub stars and a bold promise, the tool fails its own security checks, runs on grep-powered regexes, and exempts itself from its own dangerous-pattern detection. Verdict: security theater. Galen Guan Sat, 02 May 2026 17:20:00 GMT ai https://guancyxx.cn/en/blog/ai-agent-skills-multimachine-sync https://guancyxx.cn/en/blog/ai-agent-skills-multimachine-sync When you run the same AI coding agent across MacBook, Linux workstation, and cloud VM, how do skills stay consistent? A systematic comparison of sync strategies across Hermes, Claude Code, Cursor, Copilot, OpenCode, Aider, and Windsurf — plus six general approaches from dotfiles to Nix. Galen Guan Sat, 02 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/installing-hermes-skills-from-awesome-list https://guancyxx.cn/en/blog/installing-hermes-skills-from-awesome-list I scanned 0xNyk's awesome-hermes-agent list (2,197 stars), identified 11 installable skills across 7 repositories, batch-installed 10 of them, diagnosed every broken dependency, and patched platform compatibility issues. Here's the full playbook. Galen Guan Sat, 02 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/neat-freak-knowledge-sync https://guancyxx.cn/en/blog/neat-freak-knowledge-sync Code evolves while documentation stays frozen. AI agents increasingly rely on stale memories, wrong environment variables, and outdated route lists — a phenomenon we call "documentation brain rot." neat-freak is a cross-platform agent skill that attacks this problem with OCD-level rigor, systematically aligning code, project docs, and agent memory after every development session. We dissect its three-layer knowledge model, five-step execution pipeline, and adapt it for real-world use with Hermes Agent. Galen Guan Sat, 02 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/opencli-deep-dive-comparison https://guancyxx.cn/en/blog/opencli-deep-dive-comparison OpenCLI by jackwener turns any website, Electron app, or local binary into a standardized CLI command — built for both humans and AI agents. We benchmark it against browser-use, Claude Code, Aider, Goose, and the OpenCLI.co directory to determine where it fits and whether it deserves a spot in your toolchain. Galen Guan Sat, 02 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/pixelle-video-deep-dive https://guancyxx.cn/en/blog/pixelle-video-deep-dive A comprehensive technical deep-dive into Pixelle-Video, the AIDC-AI open-source engine that turns a single topic into a fully-produced short video. We examine its architecture, the ComfyKit-powered pipeline design, TTS-driven video synchronization, and how it compares to MoneyPrinterTurbo and NarratoAI. Galen Guan Sat, 02 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/token-optimization-for-ai-agents https://guancyxx.cn/en/blog/token-optimization-for-ai-agents A comprehensive multi-dimensional comparison of 8 token-optimization tools for AI coding agents — from CLI proxies that rewrite commands to knowledge graphs that inject smarter context — with a recommended layered stack for maximum savings. Galen Guan Sat, 02 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/browser-harness-vs-agent-browsers https://guancyxx.cn/en/blog/browser-harness-vs-agent-browsers A deep comparison of Browser Harness — Browser Use's self-healing CDP harness — against agent-browser, Browser Use (Python library), and Hermes built-in browser tools. With only 592 lines of core Python, it introduces a radical new paradigm: agents that write their own missing helpers at runtime. We examine architecture, philosophy, and when to use each tool. Galen Guan Fri, 01 May 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/firework-tech-graph-analysis https://guancyxx.cn/en/blog/firework-tech-graph-analysis A thorough multi-angle comparison of the new fireworks-tech-graph skill against five existing AI diagramming tools (Excalidraw, architecture-diagram, FlowForge, baoyu-infographic, and graphify) — analyzing diagram coverage, visual quality, ease of use, ecosystem integration, and whether it deserves a spot in your agent's toolbox. Galen Guan Fri, 01 May 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/creao-ai-super-agent-case-study https://guancyxx.cn/en/blog/creao-ai-super-agent-case-study A multi-angle analysis of CREAO AI — an AI Super Agent platform that turns conversations into reusable, 24/7-running agents — covering product strategy, technical architecture, business model, growth tactics, and lessons for AI founders. Galen Guan Thu, 30 Apr 2026 00:00:00 GMT business https://guancyxx.cn/en/blog/git-worktree-ai-isolation https://guancyxx.cn/en/blog/git-worktree-ai-isolation When an AI agent modifies files on your behalf, it needs its own sandbox. Git worktree provides lightweight, instant workspace isolation — no cloning, no stashing, no branch-switching. Here's how to use it to run multiple AI agents, experiments, and reviews in parallel without stepping on each other's toes. Galen Guan Thu, 30 Apr 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/gstack-virtual-engineering-team https://guancyxx.cn/en/blog/gstack-virtual-engineering-team A deep dive into Garry Tan's gstack — 87k-star open source toolkit that transforms Claude Code into a 23-specialist virtual engineering team. Covers architecture, the 53-skill sprint workflow, AI system integration, and the builder ethos behind 810× productivity. Galen Guan Thu, 30 Apr 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/graphify-knowledge-graph-tool https://guancyxx.cn/en/blog/graphify-knowledge-graph-tool Graphify is a 37k-star open-source tool that reads your code, papers, docs, and images, then builds a navigable knowledge graph with community detection, honest confidence labels, and 71x token reduction for queries — all running locally with no server required. Galen Guan Wed, 29 Apr 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/hyperframes-ai-video-rendering https://guancyxx.cn/en/blog/hyperframes-ai-video-rendering HeyGen's open-source HyperFrames framework solves AI video generation with an elegant insight: since LLMs already know how to write HTML, video definitions should just be HTML — no React, no DSL, no build step required. Galen Guan Wed, 29 Apr 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/skill-graphs-2.0 https://guancyxx.cn/en/blog/skill-graphs-2.0 Shiv Sakhuja's Skill Graphs 2.0 framework rethinks how AI agent skills compose: instead of deep dependency chains, organize skills into atoms, molecules, and compounds — each level trading determinism for leverage, but only if the lower layers are solid. Galen Guan Wed, 29 Apr 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/carnice-v2-27b-local-ollama-setup https://guancyxx.cn/en/blog/carnice-v2-27b-local-ollama-setup Step-by-step guide to running Carnice-V2-27B — a Hermes-style agent-tuned model based on Qwen3.6-27B — on a local RTX 4090 24GB GPU using Ollama. Covers GGUF quantization selection, Modelfile setup, and performance notes. Galen Guan Tue, 28 Apr 2026 00:00:00 GMT ai https://guancyxx.cn/en/blog/nextjs-seo-audit-guide https://guancyxx.cn/en/blog/nextjs-seo-audit-guide A complete walkthrough of auditing and fixing SEO issues on a Next.js personal site — covering SSR migration, i18n blog routes, structured data, favicons, sitemap, RSS, and search engine verification. Galen Guan Tue, 28 Apr 2026 00:00:00 GMT tech https://guancyxx.cn/en/blog/sequoia-trillion-quadrant https://guancyxx.cn/en/blog/sequoia-trillion-quadrant A comprehensive analysis of Sequoia Capital's viral "Services: The New Software" thesis by Julien Bek — the Intelligence vs Judgement framework, Copilot vs Autopilot paths, the outsourcing wedge, and the 10-vertical opportunity map. Galen Guan Mon, 27 Apr 2026 00:00:00 GMT ai