Tutorials, tech notes and build logs — agentic workflows and shipping software with AI agents.https://wakii.xyz/https://wakii.xyz/blog/deep-dive-leonxlnx-unlazy/https://wakii.xyz/blog/deep-dive-leonxlnx-unlazy/unlazy is not the image lazy-loading library the brief guessed — the GitHub API confirms it is an anti-laziness skill for AI agents: write acceptance gates before the work, re-verify everything that passed, and refuse your own evidence when it does not reproduce.Sun, 25 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-yetone-cumora/https://wakii.xyz/blog/deep-dive-yetone-cumora/Cumora — team chat where AI agents are first-class teammates — is three weeks old with 3.5k stars, but the best read is docs/COORDINATION.md: a refreshingly honest anti-patterns log. Inside: HELD envelopes, hold-token overrides, and five rules that keep the prompt short.Sun, 25 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-leonxlnx-unlazy/https://wakii.xyz/vi/blog/deep-dive-leonxlnx-unlazy/unlazy không phải thư viện lazy-load ảnh mà brief matrix đoán — GitHub API xác nhận đây là skill chống 'lười' cho AI agent: viết acceptance gates trước khi làm, re-verify mọi thứ đã pass, và dám từ chối chính bằng chứng so sánh của mình.Sun, 25 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-yetone-cumora/https://wakii.xyz/vi/blog/deep-dive-yetone-cumora/Cumora — team chat nơi agent là thành viên hạng nhất — mới 3 tuần tuổi đã 3.5k sao, nhưng thứ đáng đọc nhất là docs/COORDINATION.md: một tài liệu phản-pattern trung thực hiếm có về đa agent. Đọc HELD envelope, hold-token và 5 rules giữ prompt ngắn.Sun, 25 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-copilotkit-openbot/https://wakii.xyz/blog/deep-dive-copilotkit-openbot/CopilotKit shipped OpenBot — a self-hosted AI coworker template: each bot gets its own computer, and every action passes a single gateway that denies first and records always. A close read of the gateway, the take-the-wheel handoff, and governed generative UI.Sat, 24 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-hisn00w-asu-skills/https://wakii.xyz/blog/deep-dive-hisn00w-asu-skills/ASu-skills packages a job-hunting workflow into nine AI skills and distributes them to five harnesses from a single source, with a registry reconciled by CI. Inside: the skills-as-content phenomenon and the anti-drift mechanism Wakii itself needs.Sat, 24 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-copilotkit-openbot/https://wakii.xyz/vi/blog/deep-dive-copilotkit-openbot/CopilotKit thả OpenBot — template AI coworker chạy trên máy bạn: mỗi bot một máy riêng, mọi hành động đi qua một gateway chặn trước và ghi sau. Bài này mổ xẻ gateway, take-the-wheel và generative UI để học cách nhúng agent.Sat, 24 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-hisn00w-asu-skills/https://wakii.xyz/vi/blog/deep-dive-hisn00w-asu-skills/ASu-skills đóng gói một workflow tìm việc thành 9 skill AI, phân phối cho 5 harness từ một nguồn duy nhất với registry đối chiếu bằng CI. Bài này mổ xẻ hiện tượng skills-as-content và cơ chế chống drift catalog mà chính Wakii đang cần.Sat, 24 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-anywhere-labs-dsh-desktop/https://wakii.xyz/blog/deep-dive-anywhere-labs-dsh-desktop/DSH Desktop wraps DeepSeek Harness in a thin Electron host where the desktop shell itself is an unprivileged plugin — pinned upstream, stable/beta channels split by a fail-closed protocol, and pull requests drafted by an agent.Fri, 23 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-tabbyml-tabby/https://wakii.xyz/blog/deep-dive-tabbyml-tabby/Run a code assistant on your own infrastructure with Tabby: one binary, two commands, models running locally — and how to read a license when the GitHub API says NOASSERTION.Fri, 23 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-anywhere-labs-dsh-desktop/https://wakii.xyz/vi/blog/deep-dive-anywhere-labs-dsh-desktop/DSH Desktop bọc DeepSeek Harness trong một Electron host mỏng, nơi chính desktop shell cũng là một plugin không đặc quyền — pin upstream, kênh stable/beta phân bằng giao thức fail-closed, và PR do agent soạn.Fri, 23 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-tabbyml-tabby/https://wakii.xyz/vi/blog/deep-dive-tabbyml-tabby/Chạy trợ lý code trên hạ tầng của riêng bạn với Tabby: một binary, hai lệnh, model chạy tại chỗ — và cách đọc license khi GitHub API báo NOASSERTION.Fri, 23 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-continuedev-continue/https://wakii.xyz/blog/deep-dive-continuedev-continue/How Continue embedded an AI assistant into VS Code and JetBrains through a single config file — plus the operational lesson from a 35-thousand-star project going read-only.Thu, 22 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-lapce-lapce/https://wakii.xyz/blog/deep-dive-lapce-lapce/Lapce's architecture from real code: a rope buffer with revisions, a UI split into its own process over RPC, plugins running in a WASI sandbox — how an editor stays fast as features grow.Thu, 22 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-continuedev-continue/https://wakii.xyz/vi/blog/deep-dive-continuedev-continue/Đọc cách Continue nhúng trợ lý AI vào VS Code và JetBrains bằng một file config duy nhất — và bài học vận hành từ một dự án 35 nghìn sao chuyển sang read-only.Thu, 22 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-lapce-lapce/https://wakii.xyz/vi/blog/deep-dive-lapce-lapce/Kiến trúc của Lapce qua code thật: buffer dạng rope có revision, UI tách tiến trình qua RPC, plugin chạy trong sandbox WASI — cách một editor giữ nhanh khi tính năng phình to.Thu, 22 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-helix-editor-helix/https://wakii.xyz/blog/deep-dive-helix-editor-helix/Selection before action, LSP and tree-sitter built into the core, a single config.toml — three Helix design decisions that keep an editor lean in the age of configuration sprawl.Wed, 21 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-sxyazi-yazi/https://wakii.xyz/blog/deep-dive-sxyazi-yazi/Inside Yazi's architecture — a 31-crate workspace, an async scheduler with priorities, image-protocol negotiation with a fallback chain, and Lua plugins with a package manager.Wed, 21 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-helix-editor-helix/https://wakii.xyz/vi/blog/deep-dive-helix-editor-helix/Selection trước action, LSP và tree-sitter ở lõi, một config.toml duy nhất — ba quyết định thiết kế của Helix giữ editor gọn trong thời đại configuration sprawl.Wed, 21 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-sxyazi-yazi/https://wakii.xyz/vi/blog/deep-dive-sxyazi-yazi/Bóc kiến trúc Yazi — workspace 31 crate, scheduler async có priority, đàm phán protocol xem ảnh với chuỗi fallback, plugin Lua kèm package manager — bài học TUI hiện đại.Wed, 21 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-sharkdp-bat/https://wakii.xyz/blog/deep-dive-sharkdp-bat/How bat works — syntect highlighting, in-process git markers via gitoxide, plain-text fallback when piped — and the lesson of output that adapts to its consumer.Tue, 20 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-starship-starship/https://wakii.xyz/blog/deep-dive-starship-starship/How Starship works — one Rust binary across ten shells, 100+ signal modules, TOML config that degrades safely — and the prompt as workspace-state signal in a multi-worktree workflow.Tue, 20 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-sharkdp-bat/https://wakii.xyz/vi/blog/deep-dive-sharkdp-bat/Bóc cơ chế bat — highlight bằng syntect, marker git tính trong tiến trình qua gitoxide, pipe về plain text cho agent đọc — và bài học output thích ứng theo người tiêu dùng.Tue, 20 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-starship-starship/https://wakii.xyz/vi/blog/deep-dive-starship-starship/Bóc cơ chế Starship — một binary Rust cho mười shell, hơn 100 module tín hiệu, config TOML degrade an toàn — và prompt như tín hiệu trạng thái workspace trong workflow nhiều worktree.Tue, 20 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-burntsushi-ripgrep/https://wakii.xyz/blog/deep-dive-burntsushi-ripgrep/How ripgrep earns its speed — gitignore-aware defaults, work-stealing parallel traversal, benchmarks that publish their own cliffs — and what it means for an agent's context loop.Mon, 19 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-coder-code-server/https://wakii.xyz/blog/deep-dive-coder-code-server/Taking apart code-server — VS Code vendored as a submodule, HTTP and WebSocket on separate channels, a heartbeat file for liveness — and the lesson of running the editor next to the worktree.Mon, 19 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-burntsushi-ripgrep/https://wakii.xyz/vi/blog/deep-dive-burntsushi-ripgrep/Bóc cơ chế ripgrep — tôn trọng gitignore, traversal song song work-stealing, benchmark công bố cả vách đá — và vai trò của nó trong vòng lặp ngữ cảnh của agent.Mon, 19 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-coder-code-server/https://wakii.xyz/vi/blog/deep-dive-coder-code-server/Bóc kiến trúc code-server — VS Code vendored thành submodule, HTTP và WebSocket tách kênh, heartbeat file cho liveness — và bài học editor chạy cạnh worktree.Mon, 19 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-ast-grep-ast-grep/https://wakii.xyz/blog/deep-dive-ast-grep-ast-grep/ast-grep searches and rewrites code by syntax structure: patterns look like code, complex rules live in YAML files, and sg scan runs in CI as a machine gate. This post reads the repo's actual code to see how the mechanism works.Sun, 18 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-hkuds-deepcode/https://wakii.xyz/blog/deep-dive-hkuds-deepcode/DeepCode turns papers into runnable code with a seven-agent pipeline and a hard plan gate; this post reads repo health from GitHub API numbers instead of star counts.Sun, 18 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-ast-grep-ast-grep/https://wakii.xyz/vi/blog/deep-dive-ast-grep-ast-grep/ast-grep tìm và sửa code theo cấu trúc cú pháp: pattern viết như code, rule phức tạp thành file YAML, sg scan chạy trong CI như một gate máy. Bài đọc code thật của repo để xem cơ chế đó hoạt động ra sao.Sun, 18 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-hkuds-deepcode/https://wakii.xyz/vi/blog/deep-dive-hkuds-deepcode/DeepCode biến paper thành code chạy được bằng pipeline bảy agent có cổng chặn plan; bài đọc sức khoẻ repo qua số GitHub API thay vì tin vào số sao.Sun, 18 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-camel-ai-camel/https://wakii.xyz/blog/deep-dive-camel-ai-camel/CAMEL turns a two-agent conversation into a data-generation pipeline with machine filters and standardized benchmarks — synthetic data is the product, and quality is measured by gates, not vibes.Sat, 17 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-qwenlm-qwen-agent/https://wakii.xyz/blog/deep-dive-qwenlm-qwen-agent/Qwen-Agent skips multi-model support and binds to one family: a tool-call template that matches each model's format, a self-declared tool catalog that hard-fails on duplicates — and it runs as the real backend of Qwen Chat. A study in when coupling is a feature.Sat, 17 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-camel-ai-camel/https://wakii.xyz/vi/blog/deep-dive-camel-ai-camel/CAMEL biến hội thoại hai agent thành pipeline sinh dữ liệu có bộ lọc máy và benchmark chuẩn hoá — synthetic data là sản phẩm, chất lượng được đo bằng gate chứ không bằng cảm giác.Sat, 17 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-qwenlm-qwen-agent/https://wakii.xyz/vi/blog/deep-dive-qwenlm-qwen-agent/Qwen-Agent không hỗ trợ mọi model mà gắn chặt một hệ Qwen: template tool-call khớp format từng model, catalog tool tự khai chặn trùng tên, và làm backend thật của Qwen Chat. Bài học về việc coupling khi nào là tính năng.Sat, 17 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-openai-openai-agents-python/https://wakii.xyz/blog/deep-dive-openai-openai-agents-python/Reading the OpenAI Agents SDK code: one Agent dataclass, handoffs as schema-carrying tools, guardrails running in parallel, and tracing shipped as its own product feature — compared with how Wakii places machine gates before human ones.Fri, 16 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-pydantic-pydantic-ai/https://wakii.xyz/blog/deep-dive-pydantic-pydantic-ai/PydanticAI ports the FastAPI typing playbook to agents: tool args and structured output are pydantic contracts, errors caught at the boundary instead of exploding far away at runtime. This post dissects the validation-first mechanism, dependency injection, and delegation-style multi-agent.Fri, 16 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-openai-openai-agents-python/https://wakii.xyz/vi/blog/deep-dive-openai-openai-agents-python/Đọc code OpenAI Agents SDK: một dataclass Agent, handoff là tool có schema, guardrail chạy song song với model, tracing lên hạng sản phẩm riêng. So sánh với cách Wakii đặt gate máy trước gate người.Fri, 16 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-pydantic-pydantic-ai/https://wakii.xyz/vi/blog/deep-dive-pydantic-pydantic-ai/PydanticAI mang công thức typing của FastAPI sang agent: tool args và structured output là hợp đồng kiểu pydantic, lỗi bị chặn ở biên thay vì nổ ở runtime xa. Bài mổ cơ chế validation-first, dependency injection và multi-agent theo kiểu delegation.Fri, 16 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-exo-explore-exo/https://wakii.xyz/blog/deep-dive-exo-explore-exo/Exo discovers devices via multicast, models the cluster as a graph, and splits models by each machine's real memory. Inside the discovery, placement, and leader election code of a p2p cluster.Thu, 15 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-janhq-jan/https://wakii.xyz/blog/deep-dive-janhq-jan/Jan embeds a llama.cpp engine inside a desktop app and reaches every engine — local or cloud — through a single interface. The packaging lesson: privacy is an architectural decision, not a settings toggle.Thu, 15 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-exo-explore-exo/https://wakii.xyz/vi/blog/deep-dive-exo-explore-exo/Exo tự khám phá thiết bị qua multicast, dựng topology thành đồ thị và chia model theo bộ nhớ thật của từng máy. Bên trong cơ chế discovery, placement và leader election của một cụm p2p.Thu, 15 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-janhq-jan/https://wakii.xyz/vi/blog/deep-dive-janhq-jan/Jan nhúng engine llama.cpp vào app desktop và gọi mọi engine — local lẫn cloud — qua một interface duy nhất. Bài học đóng gói: riêng tư là quyết định kiến trúc, không phải tùy chọn cài đặt.Thu, 15 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-crewaiinc-crewai/https://wakii.xyz/blog/deep-dive-crewaiinc-crewai/crewAI splits each agent's role into three declarative fields and ships two runtimes: Crew for autonomy, Flow for sequential control. Reading the real code to see why roles-as-data lowers the cost of understanding.Wed, 14 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-hkuds-nanobot/https://wakii.xyz/blog/deep-dive-hkuds-nanobot/A deep dive into HKUDS/nanobot: a personal agent driven by a single config.json, a measurable few-thousand-line core, Markdown personas — lessons in keeping a surface small on purpose.Wed, 14 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-crewaiinc-crewai/https://wakii.xyz/vi/blog/deep-dive-crewaiinc-crewai/crewAI tách vai agent thành ba field khai báo và cấp hai runtime: Crew tự điều phối, Flow điều khiển tuần tự. Đọc code thật để thấy vì sao vai-trò-là-dữ liệu hạ giá thành đọc-hiểu.Wed, 14 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-hkuds-nanobot/https://wakii.xyz/vi/blog/deep-dive-hkuds-nanobot/Deep-dive HKUDS/nanobot: agent cá nhân điều khiển bằng một file config.json, core đo được vài nghìn dòng, persona là Markdown — bài học về việc giữ surface nhỏ một cách có chủ đích.Wed, 14 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-foundationagents-metagpt/https://wakii.xyz/blog/deep-dive-foundationagents-metagpt/MetaGPT replaces free-form agent chat with encoded SOPs: every role hands off through structured artifacts — PRD, API design, tasks, tests — whose schema is real code. Inside the 70,263-star framework that has slowed down lies a lesson about artifact contracts for multi-agent processes.Tue, 13 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-microsoft-autogen/https://wakii.xyz/blog/deep-dive-microsoft-autogen/AutoGen — 60,866 stars — rewrote its entire core at v0.4: from conversation-driven orchestration to an event-driven actor runtime. This post dissects that mechanism, the boundaries of the rewrite, and the repo's two-layer licensing.Tue, 13 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-foundationagents-metagpt/https://wakii.xyz/vi/blog/deep-dive-foundationagents-metagpt/MetaGPT thay hội thoại tự do giữa các agent bằng SOP đóng gói: vai nào cũng trao đổi qua artifact có cấu trúc — PRD, thiết kế API, task, test — với schema là code thật. Bên trong khung 70.263 stars đã chậm lại là bài học về hợp đồng artifact cho quy trình đa agent.Tue, 13 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-microsoft-autogen/https://wakii.xyz/vi/blog/deep-dive-microsoft-autogen/AutoGen 60.866 sao đã viết lại toàn bộ lõi ở v0.4: từ điều phối qua hội thoại sang runtime actor event-driven. Bài mổ cơ chế đó, ranh giới của cuộc rewrite, và hai lớp license của repo này.Tue, 13 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-neovim-neovim/https://wakii.xyz/blog/deep-dive-neovim-neovim/Neovim split from Vim and turned the editor into a platform: a Lua API in the core, a built-in LSP client, and Vim compatibility kept as a contract. Three patterns worth taking back to the project you maintain.Mon, 12 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-vllm-project-vllm/https://wakii.xyz/blog/deep-dive-vllm-project-vllm/PagedAttention manages KV-cache the way an OS manages pages. Inside vLLM: why LLM serving throughput is a memory problem, the rhythm of 8 releases in 90 days, and the road from a SOSP 2023 paper to a 91k-star serving engine.Mon, 12 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-neovim-neovim/https://wakii.xyz/vi/blog/deep-dive-neovim-neovim/Neovim tách khỏi Vim và biến editor thành platform: Lua API trong lõi, LSP client built-in, tương thích Vim giữ làm contract. Ba pattern trong bài lấy được về cho dự án bạn đang duy trì.Mon, 12 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-vllm-project-vllm/https://wakii.xyz/vi/blog/deep-dive-vllm-project-vllm/PagedAttention quản lý KV-cache như page-table của hệ điều hành. Bên trong vLLM: vì sao throughput của LLM serving là bài toán bộ nhớ, nhịp 8 release trong 90 ngày, và lộ trình từ paper SOSP 2023 tới serving engine 91k stars.Mon, 12 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-hangwin-mcp-chrome/https://wakii.xyz/blog/deep-dive-hangwin-mcp-chrome/mcp-chrome turns your real Chrome into an MCP server — the agent reuses your tabs, cookies and logins instead of a separate browser. A dissect of the extension + native host architecture, with the development cadence as of 2026-09-08.Sun, 11 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-modelcontextprotocol-registry/https://wakii.xyz/blog/deep-dive-modelcontextprotocol-registry/Inside modelcontextprotocol/registry: server.json declares its own schema version, reverse-DNS server names require ownership proof, and the metaregistry model points at packages instead of hosting code.Sun, 11 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-hangwin-mcp-chrome/https://wakii.xyz/vi/blog/deep-dive-hangwin-mcp-chrome/mcp-chrome biến Chrome thật của bạn thành một MCP server — agent tái dùng tab, cookie và đăng nhập sẵn có thay vì browser riêng. Bài mổ xẻ kiến trúc extension + native host và đọc tình trạng phát triển theo GitHub API ngày 2026-09-08.Sun, 11 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-modelcontextprotocol-registry/https://wakii.xyz/vi/blog/deep-dive-modelcontextprotocol-registry/Đọc code thật của modelcontextprotocol/registry: server.json tự khai phiên bản schema, tên server reverse-DNS phải chứng minh quyền sở hữu, và mô hình metaregistry trỏ tới package thay vì chứa code.Sun, 11 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-microsoft-mcp-for-beginners/https://wakii.xyz/blog/deep-dive-microsoft-mcp-for-beginners/Read Microsoft's 13-module curriculum as an artifact: what it teaches, in which order, how each lesson is designed, and what that says about the maturity of the MCP ecosystem.Sat, 10 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-xai-org-grok-build/https://wakii.xyz/blog/deep-dive-xai-org-grok-build/Reading grok-build as a data point of the model-house harness pattern: a one-way mirror of an internal monorepo, a crate that reads Claude Code and Codex sessions, and ACP as the port to outside editors.Sat, 10 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-microsoft-mcp-for-beginners/https://wakii.xyz/vi/blog/deep-dive-microsoft-mcp-for-beginners/Đọc curriculum 13 module của Microsoft như một artifact: thứ tự dạy gì, một bài học được thiết kế ra sao, và điều đó nói lên độ chín của hệ sinh thái MCP.Sat, 10 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-xai-org-grok-build/https://wakii.xyz/vi/blog/deep-dive-xai-org-grok-build/Đọc grok-build như một data point của pattern nhà model tự viết harness: mirror một chiều từ monorepo, crate đọc session của Claude Code và Codex, và cổng ACP ra editor ngoài.Sat, 10 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-charmbracelet-crush/https://wakii.xyz/blog/deep-dive-charmbracelet-crush/A close read of Crush's interaction design — side-by-side diffs, structured question dialogs, shared workspaces — and what a terminal-native coding agent teaches about pairing UX.Fri, 09 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-deusdata-codebase-memory-mcp/https://wakii.xyz/blog/deep-dive-deusdata-codebase-memory-mcp/A pure-C MCP server compiles your codebase into a SQLite knowledge graph; a git-aware watcher re-indexes only what changed so the memory never goes stale. We read the actual code: storage, watcher, team-shared artifact.Fri, 09 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-charmbracelet-crush/https://wakii.xyz/vi/blog/deep-dive-charmbracelet-crush/Đọc interaction design của Crush — diff hai cột, câu hỏi có cấu trúc, workspace nhiều client — và những gì một agent sống trong terminal dạy về trải nghiệm làm việc cùng máy.Fri, 09 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-deusdata-codebase-memory-mcp/https://wakii.xyz/vi/blog/deep-dive-deusdata-codebase-memory-mcp/MCP server viết bằng C thuần nén codebase thành knowledge graph SQLite; watcher theo dõi git để re-index đúng chỗ và memory không stale. Bài đọc code thật: storage, watcher, artifact chia sẻ.Fri, 09 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-aider-ai-aider/https://wakii.xyz/blog/deep-dive-aider-ai-aider/Aider turns each AI edit into a diffable, revertable git commit, compresses the codebase into a ~1,000-token repo map, and forces models to emit code in a fixed format — three mechanisms worth studying in any agent harness.Thu, 08 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-aaif-goose-goose/https://wakii.xyz/blog/deep-dive-aaif-goose-goose/goose runs directly on your machine — desktop app, CLI, API — turns repetitive dev chores into schedulable YAML recipes and extends through MCP extensions. A deep dive into the architecture and what an agentic IDE can learn.Thu, 08 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-aaif-goose-goose/https://wakii.xyz/vi/blog/deep-dive-aaif-goose-goose/goose chạy thẳng trên máy bạn — desktop app, CLI, API — biến việc dev lặp lại thành recipe YAML có thể lập lịch và mở rộng qua extension MCP. Deep-dive kiến trúc và bài học cho agentic IDE.Thu, 08 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-aider-ai-aider/https://wakii.xyz/vi/blog/deep-dive-aider-ai-aider/Aider biến mỗi thay đổi của AI thành commit git diff và revert được, nén cả codebase vào repo map khoảng 1.000 token và ép model trả code theo format cố định — ba cơ chế đáng học cho bất kỳ harness agent nào.Thu, 08 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-headroomlabs-ai-headroom/https://wakii.xyz/blog/deep-dive-headroomlabs-ai-headroom/Headroom compresses the tool output, logs, and conversation history your agent reads before they reach the model — same answers, a fraction of the tokens. Inside: architecture, two safety invariants, and a public self-audit.Wed, 07 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-openhands-openhands/https://wakii.xyz/blog/deep-dive-openhands-openhands/How OpenHands separates the agent runtime from its control center: a sandboxed agent-server behind GUI, API and CLI, architecture guarded by a CI test, and six releases in twenty days.Wed, 07 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-headroomlabs-ai-headroom/https://wakii.xyz/vi/blog/deep-dive-headroomlabs-ai-headroom/Headroom nén tool output, log và lịch sử hội thoại của agent trước khi chúng tới model — cùng câu trả lời, một phần token. Bên trong: kiến trúc, hai bất biến an toàn, một bản tự audit công khai.Wed, 07 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-openhands-openhands/https://wakii.xyz/vi/blog/deep-dive-openhands-openhands/Mổ xẻ kiến trúc OpenHands: runtime agent chạy như service trong sandbox, ba cửa vào GUI, API, CLI cùng điều khiển một runtime, và những test chặn vi phạm kiến trúc ngay trong CI.Wed, 07 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-cline-cline/https://wakii.xyz/blog/deep-dive-cline-cline/A deep dive into Cline's architecture — 67,661 stars, Apache-2.0: per-run checkpoints as private git refs, transactional restore, a Plan/Act boundary enforced at the tool layer, and one agent core powering CLI, desktop, and SDK.Tue, 06 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-junegunn-fzf/https://wakii.xyz/blog/deep-dive-junegunn-fzf/Inside fzf, the small utility approaching 13 years of age: a Smith-Waterman variant, a matcher parallelized per CPU core, a three-goroutine architecture — and the packaging lesson of shipping one binary.Tue, 06 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-cline-cline/https://wakii.xyz/vi/blog/deep-dive-cline-cline/Mổ xẻ kiến trúc Cline — 67.661★, Apache-2.0: checkpoint mỗi run một ref git riêng, restore transactional, ranh giới Plan/Act chặn ở tầng tool, và một lõi agent chạy từ extension tới CLI, desktop, SDK.Tue, 06 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-junegunn-fzf/https://wakii.xyz/vi/blog/deep-dive-junegunn-fzf/Bên trong fzf, utility nhỏ sống gần 13 năm: biến thể Smith-Waterman, matcher song song theo số CPU, kiến trúc ba goroutine — và bài học packaging một binary duy nhất.Tue, 06 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-modelcontextprotocol-servers/https://wakii.xyz/blog/deep-dive-modelcontextprotocol-servers/Reading the seven reference servers of modelcontextprotocol/servers as a specification you can run: what the protocol chose to standardize, how each server's architecture contains risk, and how deprecation is actually operated.Mon, 05 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-zed-industries-zed/https://wakii.xyz/blog/deep-dive-zed-industries-zed/Zed makes performance an architectural decision: a hand-written GPU UI framework, custom buffer data structures, and collaboration built into the buffer core. This repo read shows each layer chosen for speed.Mon, 05 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-modelcontextprotocol-servers/https://wakii.xyz/vi/blog/deep-dive-modelcontextprotocol-servers/Đọc bộ bảy server tham chiếu của modelcontextprotocol/servers như một đặc tả chạy được: giao thức chọn chuẩn hoá điều gì, kiến trúc từng server chặn rủi ro thế nào, và deprecation được vận hành ra sao.Mon, 05 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-zed-industries-zed/https://wakii.xyz/vi/blog/deep-dive-zed-industries-zed/Zed biến hiệu năng thành quyết định kiến trúc: UI framework GPU tự viết, cấu trúc dữ liệu buffer tự thiết kế, collaborative editing nằm trong lõi. Bài này đọc repo để thấy mỗi tầng được chọn vì tốc độ.Mon, 05 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-google-gemini-gemini-cli/https://wakii.xyz/blog/deep-dive-google-gemini-gemini-cli/Deep-dive Gemini CLI — 106,867 stars, Apache-2.0: a big-vendor harness that ships its entire code in the open while standing behind Google's own model, read from the policy engine to the repo's own maintenance bots.Sun, 04 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-punkpeye-awesome-mcp-servers/https://wakii.xyz/blog/deep-dive-punkpeye-awesome-mcp-servers/Reading awesome-mcp-servers — 94,614 stars, 3,862 entries — as a health index of the MCP ecosystem: which categories are crowded, how fast new entries appear, and how the list describes itself with icons and auto-computed scores.Sun, 04 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-google-gemini-gemini-cli/https://wakii.xyz/vi/blog/deep-dive-google-gemini-gemini-cli/Deep-dive Gemini CLI — 106.867★, Apache-2.0: một harness lớn mở toàn bộ code ngay khi đứng sau model của chính Google, đọc từ policy engine tới các bot tự vận hành repo.Sun, 04 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-punkpeye-awesome-mcp-servers/https://wakii.xyz/vi/blog/deep-dive-punkpeye-awesome-mcp-servers/Đọc awesome-mcp-servers — 94.614★, 3.862 mục — như bảng chỉ số sức khoẻ của hệ sinh thái MCP: phân ngành nào đông, mục mới sinh nhanh thế nào, và list tự mô tả bằng icon cùng điểm tự động ra sao.Sun, 04 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-anthropics-claude-code/https://wakii.xyz/blog/deep-dive-anthropics-claude-code/A 144k-star repo public on GitHub that ships no tool source and attaches no standard license — yet a 387-entry changelog and 13 official plugins still reveal the architecture from the outside.Sat, 03 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-ggml-org-llama-cpp/https://wakii.xyz/blog/deep-dive-ggml-org-llama-cpp/Inside the original C/C++ inference engine of local LLM: quantization from 1-bit to 8-bit, 17 backends from x86 CPUs to phones, and a strict AI contribution policy worth studying.Sat, 03 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-anthropics-claude-code/https://wakii.xyz/vi/blog/deep-dive-anthropics-claude-code/Repo hơn 144.000 sao công khai trên GitHub nhưng không chứa mã của tool và không gắn license chuẩn — changelog 387 phiên bản cùng 13 plugin chính thức vẫn cho đọc vị kiến trúc từ bên ngoài.Sat, 03 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-ggml-org-llama-cpp/https://wakii.xyz/vi/blog/deep-dive-ggml-org-llama-cpp/Mổ xẻ engine inference C/C++ gốc của làng LLM local: quantization từ 1-bit tới 8-bit, 17 backend từ CPU x86 tới điện thoại, và chính sách AI contribution khắt khe của repo 127k★ này.Sat, 03 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-langchain-ai-langchain/https://wakii.xyz/blog/deep-dive-langchain-ai-langchain/LangChain at 145,927 stars, MIT-licensed: version 1.x moved the old chains into langchain-classic and kept the agent runtime — create_agent, middleware, LangGraph, LangSmith. An architecture lesson in how a framework cuts itself down.Fri, 02 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-ollama-ollama/https://wakii.xyz/blog/deep-dive-ollama-ollama/Behind ollama run sits a real VRAM-fitting scheduler; and since 2026, ollama launch claude wires Claude Code straight to your local model.Fri, 02 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-langchain-ai-langchain/https://wakii.xyz/vi/blog/deep-dive-langchain-ai-langchain/LangChain 145.927 sao, license MIT: bản 1.x tách toàn bộ chains cũ sang langchain-classic và giữ lại đúng agent runtime — create_agent, middleware, LangGraph, LangSmith. Một bài học kiến trúc về cách framework tự cắt bớt chính mình.Fri, 02 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-ollama-ollama/https://wakii.xyz/vi/blog/deep-dive-ollama-ollama/Phía sau lệnh ollama run là một scheduler fit VRAM thật; và từ 2026, ollama launch claude còn wire thẳng Claude Code về model local của bạn.Fri, 02 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-anomalyco-opencode/https://wakii.xyz/blog/deep-dive-anomalyco-opencode/A deep dive into OpenCode's architecture — 205,815 stars, MIT: one core that runs against any model provider, per-agent permission rulesets, and measurable compaction thresholds, read straight from the code on GitHub.Thu, 01 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/deep-dive-deepseek-ai-deepseek-harness/https://wakii.xyz/blog/deep-dive-deepseek-ai-deepseek-harness/Dissect the everything-is-a-plugin architecture of DeepSeek Harness — 55 Cordis packages, twelve releases in 25 days — and the patterns Wakii is taking from it.Thu, 01 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-anomalyco-opencode/https://wakii.xyz/vi/blog/deep-dive-anomalyco-opencode/Deep-dive kiến trúc OpenCode — 205.815★, MIT: một lõi chạy với mọi nhà cung cấp mô hình, permission gắn theo từng agent và ngưỡng compaction đo được, đọc thẳng từ code trên GitHub.Thu, 01 Oct 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/deep-dive-deepseek-ai-deepseek-harness/https://wakii.xyz/vi/blog/deep-dive-deepseek-ai-deepseek-harness/Mổ xẻ kiến trúc everything-is-a-plugin của DeepSeek Harness — 55 package Cordis, mười hai release trong 25 ngày — và rút ra những pattern Wakii áp dụng được.Thu, 01 Oct 2026 00:00:00 GMThttps://wakii.xyz/blog/building-wakii-in-the-open-log-4/https://wakii.xyz/blog/building-wakii-in-the-open-log-4/The fourth log of building Wakii in the open: twenty longform posts written with their own editorial framework — a matrix locked in advance, a word-band lint, a claims registry — closed by PR #3, then an integration pass after the merge.Wed, 30 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/building-wakii-in-the-open-log-3/https://wakii.xyz/blog/building-wakii-in-the-open-log-3/The third log of building Wakii in the open: story FI-349 redesigned the entire blog — category taxonomy, a two-locale article surface, hero tiles, hreflang — and closed as a single PR. With a sourced before/after comparison.Wed, 30 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/building-wakii-in-the-open-log-3/https://wakii.xyz/vi/blog/building-wakii-in-the-open-log-3/Log thứ ba của chuỗi xây Wakii công khai: story FI-349 thiết kế lại toàn bộ blog — phân loại category, trang bài hai locale, hero tile, hreflang — và khép lại bằng một PR duy nhất. Kèm đối chiếu trước/sau bằng số có nguồn.Wed, 30 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/building-wakii-in-the-open-log-4/https://wakii.xyz/vi/blog/building-wakii-in-the-open-log-4/Log thứ tư của chuỗi xây Wakii công khai: hai mươi bài longform được viết bằng bộ khung editorial của chính chúng — matrix khóa trước khi viết, lint đếm từ, claims registry — khép bằng PR #3, rồi một lượt integration sau merge.Wed, 30 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-ci-gates/https://wakii.xyz/blog/arch-ci-gates/Before any human gate looks at anything, the machine gate chain has already run: this post reads two real chains — this site's build chain and the product's release pipeline — plus the rare spot where a workflow states what it will not do: deploy only runs when its condition is met, otherwise it no-ops.Tue, 29 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/oss-release-roundup-14x/https://wakii.xyz/blog/oss-release-roundup-14x/An inventory of what the Wakii 1.4.x release line actually shipped: two desktop releases and one Android pre-release, read straight from the public release notes — every feature tied to a verbatim notes line or a commit, including the gap that is stated openly.Tue, 29 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-ci-gates/https://wakii.xyz/vi/blog/arch-ci-gates/Trước khi một gate người nhìn vào bất cứ thứ gì, chuỗi gate máy đã tự chạy: bài này đọc hai chuỗi thật — build chain của chính site này và pipeline release của product — cùng một chỗ workflow từ chối hứa hẹn: deploy chỉ chạy khi điều kiện đủ, không thì no-op.Tue, 29 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/oss-release-roundup-14x/https://wakii.xyz/vi/blog/oss-release-roundup-14x/Kê khai những gì dòng release 1.4.x của Wakii thực sự ship: hai bản desktop và một pre-release Android, đọc trực tiếp từ release notes công khai — mỗi tính năng kèm dòng notes hoặc commit để bạn tự đối chiếu, và cả chỗ trống được ghi rõ.Tue, 29 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/oss-brand-monogram/https://wakii.xyz/blog/oss-brand-monogram/One letter w. drawn as SVG geometry lives in two repos with two build pipelines: the site consumes vectors for favicon and OG image, the desktop app compiles icns/png from Icon Composer — this post reads both ends to show why one master suffices.Mon, 28 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/oss-upstream-sync/https://wakii.xyz/blog/oss-upstream-sync/Three remotes, a mirror branch and a dev branch, two divergence-counting commands — this post dissects how Wakii lives alongside its upstream stablyai/orca, using real git output, a timeline diagram, and a table of the conflict layers you actually hit.Mon, 28 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/oss-brand-monogram/https://wakii.xyz/vi/blog/oss-brand-monogram/Một chữ w. vẽ bằng hình học SVG sống ở hai repo với hai pipeline khác nhau: site dùng vector cho favicon và OG image, app desktop dựng icns/png từ Icon Composer — bài này đọc cả hai đầu để chỉ ra vì sao chỉ cần một master.Mon, 28 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/oss-upstream-sync/https://wakii.xyz/vi/blog/oss-upstream-sync/Bộ ba remote, cặp nhánh mirror và nhánh dev, hai lệnh đếm phân kỳ — bài này mổ cơ chế Wakii sống cùng upstream stablyai/orca bằng output git thật, có sơ đồ timeline và bảng lớp xung đột hay gặp.Mon, 28 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-auto-update-feed/https://wakii.xyz/blog/arch-auto-update-feed/The full update lifecycle in real code: version-named release assets, a 24-hour main-process check, feed pinning to a concrete tag, and safe quit-and-install.Sun, 27 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/oss-why-fork-mit/https://wakii.xyz/blog/oss-why-fork-mit/Wakii forks Orca publicly under MIT: this post reads the LICENSE file, the site footer credit, and the README to show a public fork is a commitment — users can build from source, and every credit line has an address.Sun, 27 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-auto-update-feed/https://wakii.xyz/vi/blog/arch-auto-update-feed/Vòng đời đầy đủ của một bản cập nhật qua code thật: asset version-named, check 24 giờ trong process main, pin feed theo tag cụ thể, và quit-and-install an toàn.Sun, 27 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/oss-why-fork-mit/https://wakii.xyz/vi/blog/oss-why-fork-mit/Wakii fork Orca công khai dưới MIT: bài này đọc thẳng file LICENSE, dòng credit ở footer và README để chỉ ra fork công khai là một cam kết — người dùng tự build được từ source, và mọi lá cờ credit đều có địa chỉ.Sun, 27 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-site-bento-tokens/https://wakii.xyz/blog/arch-site-bento-tokens/Inside the design system of wakii.xyz: one token file as the contract, a 12-column bento grid in plain CSS, and the min-width: 0 lesson when a cell has to host a fixed 680px board.Sat, 26 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-site-motion-i18n/https://wakii.xyz/blog/arch-site-motion-i18n/The two layers that decide how wakii.xyz feels: a data-attribute motion util that respects prefers-reduced-motion, and a two-layer i18n architecture — routing prefixes plus two typed string packs.Sat, 26 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-site-bento-tokens/https://wakii.xyz/vi/blog/arch-site-bento-tokens/Bên trong hệ thống thiết kế của site wakii.xyz: một file token duy nhất làm hợp đồng, bento grid 12 cột bằng CSS thuần, và bài học min-width: 0 khi một cell phải chứa bảng 680px cố định.Sat, 26 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-site-motion-i18n/https://wakii.xyz/vi/blog/arch-site-motion-i18n/Hai tầng ít thấy nhưng quyết định cảm giác của wakii.xyz: một motion util data-attribute tôn trọng prefers-reduced-motion, và kiến trúc i18n hai lớp — routing prefix cùng hai bộ chuỗi typed.Sat, 26 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-native-computer-use/https://wakii.xyz/blog/arch-native-computer-use/This post dissects Wakii's computer-use pipeline in the public repo: an agent decides an action, something validates its parameters, an OS-specific native module executes it, and the outcome is evidenced before it travels back to the agent.Fri, 25 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-relay-cloud/https://wakii.xyz/blog/arch-relay-cloud/This post dissects Wakii's relay cloud architecture through the public code itself: why the phone and the desktop never connect directly, how the splice state machine pairs two sessions, and how admission budgets and close codes keep one cell from failing silently.Fri, 25 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-native-computer-use/https://wakii.xyz/vi/blog/arch-native-computer-use/Bài mổ pipeline computer-use của Wakii trong repo công khai: agent quyết định một action, ai validate tham số, native module nào của hệ điều hành thực thi, và kết quả được chứng minh ra sao trước khi báo lại cho agent.Fri, 25 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-relay-cloud/https://wakii.xyz/vi/blog/arch-relay-cloud/Bài mổ kiến trúc relay cloud của Wakii qua chính code công khai: vì sao điện thoại và desktop không bao giờ nối thẳng, splice state machine ghép hai phiên ra sao, và admission budget cùng close code giữ một cell không sập âm thầm.Fri, 25 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/arch-electron-process-model/https://wakii.xyz/blog/arch-electron-process-model/How Wakii splits main, preload and renderer, seen in real code: where the sandbox flags live, what the 79 bridge contracts expose, and why renderer code has no Node.js.Thu, 24 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-troubleshooting/https://wakii.xyz/blog/guide-troubleshooting/A diagnosis order from orca status through the terminal to logs, then the six failures you meet most: agents not starting, worktree creation failing, a missing CLI, dead SSH terminals, browser no tab, and GitHub rate limits.Thu, 24 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/arch-electron-process-model/https://wakii.xyz/vi/blog/arch-electron-process-model/Mổ xẻ ba process của Wakii — main, preload, renderer — qua code thật: cờ sandbox nằm ở đâu, 79 bridge expose cái gì, và vì sao renderer không có Node.js.Thu, 24 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-troubleshooting/https://wakii.xyz/vi/blog/guide-troubleshooting/Nguyên tắc chẩn đoán từ orca status tới terminal và logs, rồi sáu hỏng hóc hay gặp: agent không start, worktree tạo lỗi, CLI không thấy, terminal SSH chết, browser no tab, rate limit GitHub.Thu, 24 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-linear-github-wiring/https://wakii.xyz/blog/guide-linear-github-wiring/Two connections in Settings → Integrations: create a worktree from an issue with a prefilled name and Linear's suggested branch name, per-team opt-in status sync, and an agent that reads Linear through orca linear.Wed, 23 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-multi-session-ports/https://wakii.xyz/blog/guide-multi-session-ports/Watch several agents at once with nested split panes, keep a dev port per worktree, drive sessions from the CLI, and clean up when the work is done.Wed, 23 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-linear-github-wiring/https://wakii.xyz/vi/blog/guide-linear-github-wiring/Hai phép nối trong Settings → Integrations: tạo worktree từ issue với tên tự điền và branch name do Linear đề xuất, status sync opt-in theo team, và để agent đọc Linear qua orca linear.Wed, 23 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-multi-session-ports/https://wakii.xyz/vi/blog/guide-multi-session-ports/Xem nhiều agent cùng lúc bằng split pane lồng nhau, giữ port dev riêng cho từng worktree, điều khiển session bằng CLI và dọn sạch khi xong.Wed, 23 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-cloud-relay/https://wakii.xyz/blog/guide-cloud-relay/Pair two machines through a Remote Orca Server or orca serve — the server keeps the runtime, sessions, and agents; clients are just the UI. Plus pointing the CLI at a remote runtime and the safety rules.Tue, 22 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-worktree-workflow/https://wakii.xyz/blog/guide-worktree-workflow/Create, work, review, ship, and clean up a worktree in Wakii — picking the right start-from, sharing node_modules and .env across worktrees, the CLI table, and the way back to plain git when you need it.Tue, 22 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-cloud-relay/https://wakii.xyz/vi/blog/guide-cloud-relay/Ghép đôi hai máy qua Remote Orca Server hoặc orca serve — server giữ runtime, session và agent; client chỉ là UI. Kèm cách trỏ CLI vào runtime xa và các quy tắc an toàn.Tue, 22 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-worktree-workflow/https://wakii.xyz/vi/blog/guide-worktree-workflow/Tạo, làm việc, review, ship và dọn dẹp một worktree trong Wakii — chọn start-from đúng, chia sẻ node_modules và .env giữa các worktree, bảng lệnh CLI, và đường về git thuần khi cần.Tue, 22 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-custom-skill-101/https://wakii.xyz/blog/guide-custom-skill-101/Create a skill of your own — one directory, one SKILL.md file — verify it with orca skills installed, edit it without a build step, and share it behind a revocable unlisted link.Mon, 21 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-ssh-remote/https://wakii.xyz/blog/guide-ssh-remote/Add an SSH target, create the worktree on the remote machine, and keep the local feel: file-event sync, status chips, sessions that survive disconnects, port forwarding, and fixing a remote missing its toolchain.Mon, 21 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-custom-skill-101/https://wakii.xyz/vi/blog/guide-custom-skill-101/Tạo một skill agent của riêng bạn — một thư mục, một file SKILL.md — rồi chạy thử với orca skills installed, sửa không cần build, và chia sẻ qua một link unlisted revoke được.Mon, 21 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-ssh-remote/https://wakii.xyz/vi/blog/guide-ssh-remote/Thêm SSH target, tạo worktree trên máy xa và giữ trải nghiệm như local: sync file events, chip trạng thái, session sống qua ngắt nối, forward port và xử lý máy xa thiếu toolchain.Mon, 21 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-first-story-end-to-end/https://wakii.xyz/blog/guide-first-story-end-to-end/A hands-on first run, step by step: state your idea in the ⚡ Workflow tab, watch impact and the plan land on Linear, follow SFs across the 🌳 Story bracket, answer gates B0–B5, and receive a single PR.Sun, 20 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-mobile-pairing/https://wakii.xyz/blog/guide-mobile-pairing/Install the Android app from the APK on GitHub Releases, scan the QR your desktop shows to pair, and put four things to work right away: the tiered story view, gate resolution with free-text + confirm, gate open/closed notifications, and guard codes.Sun, 20 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-first-story-end-to-end/https://wakii.xyz/vi/blog/guide-first-story-end-to-end/Lần chạy tay đầu tiên, từng bước: nêu ý tưởng trong tab ⚡ Workflow, xem impact và plan lên Linear, theo bracket trên 🌳 Story, trả lời gates B0–B5, và nhận về một PR duy nhất.Sun, 20 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-mobile-pairing/https://wakii.xyz/vi/blog/guide-mobile-pairing/Cài app Android qua APK từ GitHub Releases, quét QR từ desktop để ghép đôi, và dùng ngay được story view theo tier, duyệt gate với free-text + confirm, thông báo gate mở/khép và guard codes.Sun, 20 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-notification-keyboard/https://wakii.xyz/blog/feature-notification-keyboard/An agent stops at a gate awaiting your approval — you do not have to babysit the screen. This post dissects the notification loop, gate-open → deep-link → resolve → gate-closed, with real sources, plus the ⌘⇧⌫ workspace shortcut on desktop.Sat, 19 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/guide-install-update/https://wakii.xyz/blog/guide-install-update/From an empty machine to a running app: check Node 24, pnpm and git, grab the version-named prebuilt download, understand what the first launch installs by itself — and always know exactly which release you are running.Sat, 19 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-notification-keyboard/https://wakii.xyz/vi/blog/feature-notification-keyboard/Agent dừng ở gate chờ duyệt nhưng bạn không phải ngồi canh màn hình: bài này mổ xẻ vòng đời notification gate-open → deep-link → resolve → gate-closed bằng nguồn thật, kèm phím tắt ⌘⇧⌫ xoá workspace trên desktop.Sat, 19 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/guide-install-update/https://wakii.xyz/vi/blog/guide-install-update/Từ máy trống tới app chạy: kiểm tra Node 24, pnpm và git, tải bản dựng sẵn theo phiên bản, hiểu gì tự xảy ra ở lần chạy đầu — và luôn biết chính xác mình đang chạy bản nào.Sat, 19 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-computer-use-native/https://wakii.xyz/blog/feature-computer-use-native/Wakii lets agents reach the real desktop: the src/main/computer/ module picks a provider per platform, validates parameters before execution and stamps explicit verification on each action. Plus the CI path that shipped it and the removal of the silent left-click fallback.Fri, 18 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-per-workspace-env/https://wakii.xyz/blog/feature-per-workspace-env/Multiple agents on one machine sharing an environment means fighting over env vars, dependencies, and credentials. Wakii ties the environment to the workspace instead: recipes declared in orca.yaml, on-demand disposable runtimes created fresh per workspace, base and auth snapshots reused.Fri, 18 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-computer-use-native/https://wakii.xyz/vi/blog/feature-computer-use-native/Wakii cho agent chạm vào desktop thật: module src/main/computer/ chọn provider theo nền tảng, kiểm tham số trước khi thực thi và gắn verification tường minh cho từng hành động. Kèm hành trình ship qua CI macOS và quyết định xóa fallback click trái âm thầm.Fri, 18 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-per-workspace-env/https://wakii.xyz/vi/blog/feature-per-workspace-env/Nhiều agent trên một máy mà chung môi trường là giành nhau biến môi trường, dependencies và credentials. Wakii gắn môi trường vào workspace: recipe khai báo trong orca.yaml, runtime on-demand disposable tạo mới cho từng workspace, snapshot base và auth dùng lại được.Fri, 18 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-ai-diff-annotation/https://wakii.xyz/blog/feature-ai-diff-annotation/Pin review notes to the diff line and ship them straight back to the running agent. This post dissects what shipped in v1.4.199 — the note composer, the card pinned into the diff, GitHub comments re-attached on the PR page — straight from the code.Thu, 17 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-emulator-android/https://wakii.xyz/blog/feature-emulator-android/Checking a mobile flow no longer means holding a device and typing adb commands outside the agent loop: the orca-emulator-android skill lets the agent boot AVDs, tap, swipe, type, install apps and read logcat from inside the working session.Thu, 17 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-ai-diff-annotation/https://wakii.xyz/vi/blog/feature-ai-diff-annotation/Ghim ghi chú review ngay lên dòng diff rồi gửi thẳng về phiên agent đang chạy. Bài này mổ xẻ cơ chế đã ship trong v1.4.199 — popover soạn ghi chú, card ghim trên diff, comment GitHub gắn lại trang PR — đọc trực tiếp từ code.Thu, 17 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-emulator-android/https://wakii.xyz/vi/blog/feature-emulator-android/Kiểm tra flow mobile không còn là cầm máy thật rồi gõ adb tay ngoài vòng agent: skill orca-emulator-android để agent tự boot AVD, tap, swipe, gõ chữ, cài app, đọc logcat ngay trong phiên làm việc.Thu, 17 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-design-mode/https://wakii.xyz/blog/feature-design-mode/Flip the Design Mode toggle in Wakii's browser, click the broken UI element, and its DOM, computed CSS, screenshot — even the source file/line when a source map exists — land in the agent chat as one attachment.Wed, 16 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-ssh-worktrees/https://wakii.xyz/blog/feature-ssh-worktrees/Import SSH targets straight from ~/.ssh/config and keep isolation for repos on internal servers or remote dev boxes — and when a clone fails, the error says where it ran.Wed, 16 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-design-mode/https://wakii.xyz/vi/blog/feature-design-mode/Bật Design Mode trong browser của Wakii, click đúng element UI đang lỗi, và DOM, computed CSS, screenshot — kể cả dòng file nguồn nếu có source map — đổ thẳng vào chat của agent.Wed, 16 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-ssh-worktrees/https://wakii.xyz/vi/blog/feature-ssh-worktrees/Nhập SSH target thẳng từ ~/.ssh/config, giữ isolate cho repo nằm trên server nội bộ hay máy dev từ xa — và khi clone lỗi, lỗi tự nói rõ mình chạy ở đâu.Wed, 16 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/feature-terminal-splits/https://wakii.xyz/blog/feature-terminal-splits/Running several agent sessions with a single terminal means waiting your turn. This post dissects Wakii's terminal splits from the code side: split as a runtime operation, a layout that survives restarts, and an activation order worth benchmarking.Tue, 15 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-prompt-master/https://wakii.xyz/blog/skill-prompt-master/prompt-master turns a rough idea into one production-ready prompt: extract the intent first, identify the target tool, lock the output format up front — a single prompt that works on the first paste.Tue, 15 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/feature-terminal-splits/https://wakii.xyz/vi/blog/feature-terminal-splits/Chạy nhiều phiên agent mà chỉ có một terminal là lần lượt đợi từng phiên. Bài này mổ xẻ terminal splits của Wakii từ phía code: split là operation của runtime, layout split sống qua restart, và cả thứ tự kích hoạt cũng được đo bằng benchmark.Tue, 15 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-prompt-master/https://wakii.xyz/vi/blog/skill-prompt-master/prompt-master biến ý tưởng thô thành một prompt production-ready: rút intent trước, nhận diện tool đích, khóa format output từ đầu — một prompt duy nhất, dùng được ngay lần dán đầu tiên.Tue, 15 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-figma-orientation/https://wakii.xyz/blog/skill-figma-orientation/A router skill that reads your Figma intent before the agent calls a tool: the failure class it blocks, the decision tree it walks, and the cases where a project doesn't need it.Mon, 14 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-graph-engineering/https://wakii.xyz/blog/skill-graph-engineering/Graph engineering has two halves: knowledge graphs answer what an agent remembers, task graphs answer how agents coordinate — the 9-stage pipeline, the diamond pattern, and the kit's nine-agent team read as a running task graph.Mon, 14 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-figma-orientation/https://wakii.xyz/vi/blog/skill-figma-orientation/Router skill đọc ý định Figma trước khi agent gọi tool: lỗi kinh điển nó chặn, cây quyết định nó đi, và những trường hợp project không cần tới nó.Mon, 14 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-graph-engineering/https://wakii.xyz/vi/blog/skill-graph-engineering/Graph engineering gồm hai nửa: knowledge graph trả lời agent nhớ gì, task graph trả lời agent phối hợp thế nào — đi qua pipeline 9 stage, diamond pattern, và đọc đội 9 agent của kit như một task graph đang chạy thật.Mon, 14 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-mock-prototype/https://wakii.xyz/blog/skill-mock-prototype/Three self-contained HTML directions posted as links that open right in the browser; you pick one before any refinement — the mock never enters the codebase, what crosses over is a direction doc.Sun, 13 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-web-design-guidelines/https://wakii.xyz/blog/skill-web-design-guidelines/Review UI code against 105 concrete rules — focus, aria, forms, animation: the failures a screenshot can't show. Rules vendored from an MIT upstream, runs offline, output is a file:line list.Sun, 13 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-mock-prototype/https://wakii.xyz/vi/blog/skill-mock-prototype/Ba hướng HTML tự chứa, đăng thành link mở thẳng trong browser, bạn chọn một hướng rồi mới hoàn thiện — mock không vào codebase, thứ sang bên build là direction doc.Sun, 13 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-web-design-guidelines/https://wakii.xyz/vi/blog/skill-web-design-guidelines/Review UI code qua 105 quy tắc cụ thể — focus, aria, form, animation: những lỗi mà ảnh chụp không thấy được. Rules vendored từ upstream MIT, chạy offline, output là danh sách file:line.Sun, 13 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-design-taste-frontend/https://wakii.xyz/blog/skill-design-taste-frontend/An audit-first skill that only loads after the UI exists: read the brief to infer intent first, scan for named slop signals, then hold the page at a pre-flight gate before it ships.Sat, 12 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-image-to-code/https://wakii.xyz/blog/skill-image-to-code/Read a reference image like an art director: one large image per section, hierarchy – spacing – tokens extracted, then code checked against the image — plus the boundary of when not to use this skill.Sat, 12 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-design-taste-frontend/https://wakii.xyz/vi/blog/skill-design-taste-frontend/Skill audit-first chỉ load sau khi UI đã build: đọc brief suy ý định trước, soi các dấu hiệu slop bằng danh mục có tên, rồi chặn ở pre-flight trước khi ship.Sat, 12 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-image-to-code/https://wakii.xyz/vi/blog/skill-image-to-code/Đọc ảnh tham chiếu như art director: một ảnh lớn cho một section, trích hierarchy – spacing – tokens, rồi code bám ảnh làm chuẩn đối chiếu — kèm biên khi nào không dùng skill này.Sat, 12 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-gpt-taste/https://wakii.xyz/blog/skill-gpt-taste/Why AI-built UIs all look alike: six-line headings, repeated left/right layouts, cheap meta labels. Skill /gpt-taste breaks those statistical defaults with scripted randomization and enforceable hard rules.Fri, 11 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-frontend-design/https://wakii.xyz/blog/skill-frontend-design/The /frontend-design skill turns taste into a chain of justified decisions: ground the design in the subject's own world, pick typography and palette for this brief, and allow exactly one aesthetic risk — as long as you can defend it.Fri, 11 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-frontend-design/https://wakii.xyz/vi/blog/skill-frontend-design/Skill /frontend-design biến thẩm mỹ thành chuỗi quyết định có lý do: bám vào thế giới của chủ đề, chọn typography và bảng màu theo brief, và cho phép đúng một rủi ro thẩm mỹ — miễn giải thích được.Fri, 11 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-gpt-taste/https://wakii.xyz/vi/blog/skill-gpt-taste/Vì sao UI do AI dựng nhìn như nhau: heading 6 dòng, layout trái-phải lặp, meta-label rẻ tiền. Skill /gpt-taste phá các mặc định thống kê đó bằng randomization có script và bộ luật cứng kiểm được.Fri, 11 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-orca-superpowers-workflow/https://wakii.xyz/blog/skill-orca-superpowers-workflow/One command wraps the full six-phase pipeline from idea to Linear Done — and at each transition point, the skill fires a bridge into Linear, worktrees, the task DAG and gates. This post reads the skill source to unpack the mechanism.Thu, 10 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-story-workflow/https://wakii.xyz/blog/skill-story-workflow/Type /story-workflow and a large feature runs as a story: one Linear epic, many sub-features in parallel, one destination branch. This post reads the skill's actual source — the entry rubric, the bracket file format, context packs, and the three-layer watchdog.Thu, 10 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-orca-superpowers-workflow/https://wakii.xyz/vi/blog/skill-orca-superpowers-workflow/Một lệnh bọc trọn pipeline sáu phase, từ ý tưởng đến Linear Done — và tại các điểm chuyển tiếp, skill tự gọi bridge nối sang Linear, worktree, task DAG và gates. Bài đọc source skill để mổ xẻ cơ chế đó.Thu, 10 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-story-workflow/https://wakii.xyz/vi/blog/skill-story-workflow/Gõ /story-workflow là một feature lớn chạy thành story: một epic, nhiều sub-feature song song, một nhánh đích. Bài này đọc source skill thật — rubric vào cửa, định dạng bracket, context pack kế thừa phân tích, watchdog ba tầng.Thu, 10 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-brainstorm/https://wakii.xyz/blog/skill-brainstorm//brainstorm interrogates an idea with questions before it lets any code be written: one question at a time, a six-section spec committed to the repo, two or three approaches with trade-offs — inside the mechanism, with a real example.Wed, 09 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skill-writing-plans-linear/https://wakii.xyz/blog/skill-writing-plans-linear/Turn a spec into a plan written for someone with zero context: bite-sized tasks, a silent Write mode and a Publish mode that puts the plan on Linear for whoever comes next.Wed, 09 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-brainstorm/https://wakii.xyz/vi/blog/skill-brainstorm//brainstorm khai thác một ý tưởng bằng câu hỏi trước khi cho phép viết code: một câu hỏi một lần, spec sáu section sống trong repo, hai ba hướng tiếp cận kèm trade-off — mổ xẻ cơ chế bên trong kèm ví dụ thật.Wed, 09 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skill-writing-plans-linear/https://wakii.xyz/vi/blog/skill-writing-plans-linear/Biến spec thành kế hoạch viết cho người không có ngữ cảnh: task nhỏ vừa một lần ngồi, hai mode Write và Publish, bản plan nằm trên Linear để ai đến sau cũng đọc được.Wed, 09 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/agentic-landscape-50-projects/https://wakii.xyz/blog/agentic-landscape-50-projects/A map of 50 open-source projects around agentic coding: harnesses, multi-agent frameworks, MCP, editors, local inference, terminal — star counts pulled straight from the GitHub API on 2026-09-08.Tue, 08 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/agentic-landscape-50-projects/https://wakii.xyz/vi/blog/agentic-landscape-50-projects/Bản đồ 50 project mã nguồn mở quanh agentic coding: harness, framework multi-agent, MCP, editor, local inference, terminal — số sao lấy trực tiếp từ GitHub API ngày 08-09-2026.Tue, 08 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/building-wakii-in-the-open-log-1/https://wakii.xyz/blog/building-wakii-in-the-open-log-1/The first log of building Wakii: FI-305 ships story view and gates to mobile, release 1.4.199 is out, and the blog you're reading is itself a running story.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/building-wakii-in-the-open-log-2/https://wakii.xyz/blog/building-wakii-in-the-open-log-2/The second log of building Wakii in the open: the blog grows from 10 to 30 posts through two stories sharing one parity gate, plus the numbers as of the writing date — releases, skills, story CLIs — every number sourced so you can rerun it.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/skills-catalog-tour/https://wakii.xyz/blog/skills-catalog-tour/Walk the /skills/ page and this site's own skills.ts: the public skills catalog in three groups, each card carrying its command, description, and how it works — with real grep transcripts so you can recount the numbers at reading time.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/building-wakii-in-the-open-log-1/https://wakii.xyz/vi/blog/building-wakii-in-the-open-log-1/Log đầu tiên của hành trình xây Wakii: FI-305 mang story view và gates lên điện thoại, release 1.4.199 ra mắt, và chính blog bạn đang đọc là một story đang chạy.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/building-wakii-in-the-open-log-2/https://wakii.xyz/vi/blog/building-wakii-in-the-open-log-2/Log thứ hai của chuỗi xây Wakii công khai: blog lớn từ 10 lên 30 bài qua hai story chạy chung một parity gate, cùng bảng số liệu tại ngày viết — release, skill, story CLI — mỗi con số kèm nguồn để bạn tự chạy lại.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/skills-catalog-tour/https://wakii.xyz/vi/blog/skills-catalog-tour/Đi qua trang /skills/ và file skills.ts của chính site này: catalog kỹ năng public chia ba nhóm, mỗi card có command, mô tả và cách hoạt động — kèm transcript grep thật để bạn tự đếm lại số lúc đọc.Mon, 07 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/review-ai-agents-from-your-phone/https://wakii.xyz/blog/review-ai-agents-from-your-phone/Pair your phone with your desktop over a QR code, read story progress in the Stories tab, and resolve decision gates right from your phone — agents never wait for you to come back to the keyboard.Sun, 06 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/rss-bilingual-feed-anatomy/https://wakii.xyz/blog/rss-bilingual-feed-anatomy/This post dissects the blog's rss.xml.js: one feed for both locales, no <language> tag, and every item carries a guid that is an absolute permalink — with a grep transcript from the built feed so you can verify it yourself.Sun, 06 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/review-ai-agents-from-your-phone/https://wakii.xyz/vi/blog/review-ai-agents-from-your-phone/Pair điện thoại với desktop qua mã QR, đọc tiến độ story trong tab Stories và resolve decision gates ngay trên điện thoại — agent không phải đứng chờ bạn quay lại bàn phím.Sun, 06 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/rss-bilingual-feed-anatomy/https://wakii.xyz/vi/blog/rss-bilingual-feed-anatomy/Bài này mổ file rss.xml.js của blog: một feed gom bài cả hai locale, bỏ thẻ <language>, và mỗi item tự mang guid là permalink tuyệt đối — kèm transcript grep trên feed đã build để bạn tự kiểm.Sun, 06 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/og-article-contract-anatomy/https://wakii.xyz/blog/og-article-contract-anatomy/This post dissects the blog's Open Graph contract straight from the repo's source: absolute og:image, og:type article, article:published_time — with a grep transcript from a real build so you can verify it yourself.Sat, 05 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/og-article-contract-anatomy/https://wakii.xyz/vi/blog/og-article-contract-anatomy/Bài này mổ hợp đồng Open Graph của blog bằng chính code trong repo: og:image tuyệt đối, og:type article, article:published_time — kèm transcript grep trên bản build thật để bạn tự kiểm.Sat, 05 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/story-workflow-idea-to-release/https://wakii.xyz/blog/story-workflow-idea-to-release/The anatomy of the Wakii story workflow: brackets split into tiers, a DAG schedules parallel SF agents, decision gates keep humans in the loop, and everything converges on one PR.Fri, 04 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/wakii-in-production-hub-store/https://wakii.xyz/blog/wakii-in-production-hub-store/hub-store, a warehouse-operations platform, is built end to end with Wakii's story workflow — and every process trace (brackets, specs, plans) is public on GitHub. This post walks the project's seven-bracket journey; each GitHub link carries a verbatim quote so you can diff the words against the real files.Fri, 04 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/story-workflow-idea-to-release/https://wakii.xyz/vi/blog/story-workflow-idea-to-release/Giải phẫu story workflow của Wakii: bracket chia tier, DAG điều phối các SF agents chạy song song, decision gates giữ nhịp con người, merge về story branch rồi mở một PR duy nhất.Fri, 04 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/wakii-in-production-hub-store/https://wakii.xyz/vi/blog/wakii-in-production-hub-store/hub-store — nền tảng vận hành kho — được dựng bằng story workflow của Wakii, và toàn bộ dấu vết quy trình (bracket, spec, plan) nằm công khai trên GitHub. Bài này đi qua hành trình 7 bracket của dự án, mỗi link GitHub kèm trích dẫn nguyên văn để bạn tự đối chiếu với file thật.Fri, 04 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/decision-gates-safe-ai-agents/https://wakii.xyz/blog/decision-gates-safe-ai-agents/Inside decision gates: pending guards reject bad resolves with explicit error codes, notifications announce gate-open and gate-closed, and why supervised still beats autonomous.Thu, 03 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/blog-story-case-study/https://wakii.xyz/blog/blog-story-case-study/The blog you are reading was built with the same story workflow its posts describe — and the evidence sits in a public repo. This post opens the machinery up: a parity gate wired into the build, an OG contract pinned as a comment on the code, and a single PR closing the first story.Thu, 03 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/blog-story-case-study/https://wakii.xyz/vi/blog/blog-story-case-study/Blog bạn đang đọc được dựng bằng chính quy trình story workflow mà các bài trong này giới thiệu — và bằng chứng nằm công khai trong repo. Bài này tháo máy ra xem: parity gate chạy ngay trong build, contract OG ghim bằng comment tại dòng code, và một PR duy nhất khép story đầu tiên.Thu, 03 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/decision-gates-safe-ai-agents/https://wakii.xyz/vi/blog/decision-gates-safe-ai-agents/Bên trong decision gates: pending guard chặn resolve sai với mã lỗi rõ ràng, notification báo gate-open và gate-closed, và vì sao supervised vẫn thắng autonomous.Thu, 03 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/forking-an-ide-keeping-current-with-upstream/https://wakii.xyz/blog/forking-an-ide-keeping-current-with-upstream/Wakii forks Orca: main is the release line, fork-synced ff-only every day, while story branches run parallel to upstream — and the strategy when conflicts erupt.Wed, 02 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/shipping-cadence-two-releases-one-day/https://wakii.xyz/blog/shipping-cadence-two-releases-one-day/On September 5, Wakii's public release history recorded two releases and one Android pre-release in a single day. This post reads the real transcript to explain why shipping cadence falls out of the process, and what version-named assets change when you download the app.Wed, 02 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/forking-an-ide-keeping-current-with-upstream/https://wakii.xyz/vi/blog/forking-an-ide-keeping-current-with-upstream/Wakii fork từ Orca: main là dòng release được fork-sync ff-only mỗi ngày, các story branch chạy song song upstream — và chiến lược khi xung đột nổ ra.Wed, 02 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/shipping-cadence-two-releases-one-day/https://wakii.xyz/vi/blog/shipping-cadence-two-releases-one-day/Ngày 5/9, lịch release công khai của Wakii ghi hai release và một pre-release Android trong cùng một ngày. Bài này đọc transcript thật để giải thích vì sao nhịp ship là hệ quả của quy trình, và assets version-named thay đổi gì khi bạn tải app.Wed, 02 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/convergence-qa-last-tier/https://wakii.xyz/blog/convergence-qa-last-tier/The last tier of a story adds no features — it proves that everything already built still holds. This post dissects a real convergence QA: assemble on frozen contracts, measure regression against a tag-grouped baseline, and require every diff to trace back to a source.Tue, 01 Sep 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/convergence-qa-last-tier/https://wakii.xyz/vi/blog/convergence-qa-last-tier/Tier cuối của một story không thêm tính năng — nó chứng minh mọi thứ đã xây vẫn đứng vững. Bài này mổ xẻ một convergence QA thật: lắp trên vùng đóng băng, đo regression theo baseline nhóm tag, và yêu cầu mọi diff phải truy được nguồn.Tue, 01 Sep 2026 00:00:00 GMThttps://wakii.xyz/blog/done-means-evidence/https://wakii.xyz/blog/done-means-evidence/An agent saying done is convincing — until it breaks on first use. This post redefines done: self-reports don't count; an independent verifier reruns the acceptance criteria against a written rubric before any verdict lands.Mon, 31 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/one-branch-one-pr/https://wakii.xyz/blog/one-branch-one-pr/A long story leaves dozens of commits scattered across branches — what do you review, and where? This post walks through the convergence discipline of the story workflow: every sub-feature merges into one destination branch, story/<epic>-<slug>, the story closes with a single PR, and the merge commit is a milestone you can trace backward.Mon, 31 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/done-means-evidence/https://wakii.xyz/vi/blog/done-means-evidence/Agent báo done nghe rất thuyết phục — và vẫn vỡ ngay lần dùng đầu. Bài này định nghĩa lại chữ done: self-report không counts, một vai verifier độc lập chạy lại từ đầu với rubric đo được rồi mới ra verdict.Mon, 31 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/one-branch-one-pr/https://wakii.xyz/vi/blog/one-branch-one-pr/Story dài để lại hàng chục commit rải rác trên nhiều nhánh — duyệt cái gì, và duyệt ở đâu? Bài này đi vào kỷ luật hội tụ của story workflow: mọi sub-feature về một nhánh đích story/<epic>-<slug>, cả story khép lại bằng một PR, và merge commit là mốc tra ngược được.Mon, 31 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/linear-as-external-memory/https://wakii.xyz/blog/linear-as-external-memory/A chat log is a timeline, not a state — once the context window runs out, the agent loses everything. This post walks through the mechanism that makes Linear the team's external memory: sub-issue bodies written in a standard field frame, state written to be reproduced, and an audit trail that marks instead of deletes.Sat, 29 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/linear-as-external-memory/https://wakii.xyz/vi/blog/linear-as-external-memory/Chat log là dòng thời gian, không phải trạng thái — hết context là agent mất hết. Bài này đi vào cơ chế khiến Linear đóng vai bộ nhớ ngoài của đội agent: body sub-issue theo một khung field chuẩn, state viết ra để tái tạo được, và audit trail đánh dấu chứ không xoá.Sat, 29 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/parallel-worktrees-isolation/https://wakii.xyz/blog/parallel-worktrees-isolation/Running several agents on one repo while sharing a directory means fighting over files and polluting each other's history. This post dissects Wakii's isolation mechanism — one worktree per SF, one branch per worktree — with live git transcripts, and shows why the atomic commit is the unit of rollback.Fri, 28 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/parallel-worktrees-isolation/https://wakii.xyz/vi/blog/parallel-worktrees-isolation/Chạy nhiều agent trên một repo mà chung thư mục là giành file và ghi đè lịch sử commit. Bài này mổ xẻ cơ chế isolation của Wakii — mỗi SF một worktree, mỗi worktree một branch — kèm transcript git thật, và chỉ ra vì sao commit atomic là đơn vị rollback.Fri, 28 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/long-tasks-bracket-tiers/https://wakii.xyz/blog/long-tasks-bracket-tiers/Long projects rarely die from a shortage of work — they die from losing the map. This post puts two real brackets side by side — 3 SFs and 28 SFs — to show the same skeleton at both scales: epic on top, tiers below, dependency edges between.Thu, 27 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/long-tasks-bracket-tiers/https://wakii.xyz/vi/blog/long-tasks-bracket-tiers/Dự án dài không chết vì thiếu việc — nó chết vì mất bản đồ. Bài này đặt hai bracket thật cạnh nhau — 3 SF và 28 SF — để thấy cùng một dạng khung: epic ở đỉnh, tier bên dưới, cạnh phụ thuộc nối chúng.Thu, 27 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/controlled-rework-rollback/https://wakii.xyz/blog/controlled-rework-rollback/Specs changing mid-story is normal; patching on top of patches is the real danger. This post covers controlled rework: revert to the last green commit, re-execute as one reviewable unit — through the real case of the landing switching from direction v1 Terminal Mono to v2 Bento Premium.Wed, 26 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/controlled-rework-rollback/https://wakii.xyz/vi/blog/controlled-rework-rollback/Spec đổi giữa chừng là chuyện bình thường; vá chồng vá mới là điều đáng sợ. Bài này kể cơ chế rework có kiểm soát: revert về commit xanh cuối rồi re-execute như một đơn vị review được — qua case thật khi landing đổi hướng v1 Terminal Mono sang v2 Bento Premium.Wed, 26 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/defensive-by-design/https://wakii.xyz/blog/defensive-by-design/Wakii's workflow assumes the agent itself will make mistakes — so it makes mistakes cheap and visible: nothing deleted, unknowns flagged instead of guessed, new commands dry-tested first. This post covers those three habits and the merge conflict resolved by keeping both sides.Tue, 25 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/defensive-by-design/https://wakii.xyz/vi/blog/defensive-by-design/Workflow của Wakii giả định chính agent sẽ mắc lỗi — nên nó làm cho việc sai trở nên rẻ và dễ quan sát: không xoá gì, điều chưa biết cờ lên thay vì bịa, lệnh mới phải dry-test. Bài này kể ba thói quen đó và case merge conflict giữ cả hai bên.Tue, 25 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/story-memory-learning-loop/https://wakii.xyz/blog/story-memory-learning-loop/The next story should know what the first story paid to learn. This post walks Wakii's learning loop: the three-question post-task ritual, story memory that keeps its provenance, and how one note about a renamed CLI flag saved every later story from tripping on it.Mon, 24 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/story-memory-learning-loop/https://wakii.xyz/vi/blog/story-memory-learning-loop/Story sau nên biết điều mà story đầu từng trả giá để học. Bài này đi qua vòng lặp học của Wakii: post-task ritual ba câu hỏi, story memory ghi kèm nguồn gốc, và cách một ghi chú về lệnh CLI đổi tên đã cứu mọi story sau khỏi vấp lại.Mon, 24 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/watchdog-idle-is-not-dead/https://wakii.xyz/blog/watchdog-idle-is-not-dead/A silent agent is not necessarily stuck — it might be running a long build. The watchdog checks three layers (commits, terminal, Linear) before declaring a stall: healthy silence is left alone, real wedges resume from the last green commit. This post tells both real cases and the resume mechanism that loses no work.Sun, 23 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/watchdog-idle-is-not-dead/https://wakii.xyz/vi/blog/watchdog-idle-is-not-dead/Một agent im lặng chưa chắc đã kẹt — có thể nó đang chạy build dài. Watchdog kiểm ba tầng (commit, terminal, Linear) trước khi kết luận stall: im-lành thì để yên, im-hỏng thì resume từ commit xanh cuối. Bài này kể cả hai case thật và cơ chế resume không mất công.Sun, 23 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/gates-not-trust-rule-zero/https://wakii.xyz/blog/gates-not-trust-rule-zero/Every sub-feature passes five tool-enforced gates and the B0–B5 checks before it counts as done — and Rule 0 demands opening the browser and seeing the result. This post walks the mechanism: what each gate checks, which verdicts decide a story, and the real case where a flow check caught a stale preview server.Sat, 22 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/gates-not-trust-rule-zero/https://wakii.xyz/vi/blog/gates-not-trust-rule-zero/Mỗi sub-feature phải vượt năm gates tool-enforced và sáu cổng B0–B5 trước khi được tính Done — và Rule 0 đòi mở browser nhìn thấy kết quả. Bài này đi vào cơ chế: từng gate kiểm gì, verdict nào quyết định story, và case thật khi flow-check bắt preview server phục vụ nội dung cũ.Sat, 22 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/nine-agents-separated-powers/https://wakii.xyz/blog/nine-agents-separated-powers/A Wakii story run is staffed by nine agents — the analyst doesn't code, the writer doesn't approve its own work, the tester doesn't fix. This post dissects that separation of powers: the full role table, how information flows between roles, and a real case where a reviewer caught what the executor had signed off on.Fri, 21 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/nine-agents-separated-powers/https://wakii.xyz/vi/blog/nine-agents-separated-powers/Một story run của Wakii được phủ bởi chín agent — người phân tích không code, người viết không tự duyệt, người kiểm không fix. Bài này mổ xẻ cơ chế tách quyền đó: bảng vai trò đầy đủ, đường thông tin giữa các vai, và một case thật khi reviewer bắt được lỗi mà executor đã sign-off.Fri, 21 Aug 2026 00:00:00 GMThttps://wakii.xyz/blog/zero-setup-agent-team/https://wakii.xyz/blog/zero-setup-agent-team/Open Wakii for the first time and the superpowers kit installs itself into ~/.claude/ — skills, nine agents, and the story-* command-line tools — without touching your existing config. This post takes the zero-setup mechanism apart: what ships in the kit, why re-running never breaks anything, and how to verify every claim with real commands.Thu, 20 Aug 2026 00:00:00 GMThttps://wakii.xyz/vi/blog/zero-setup-agent-team/https://wakii.xyz/vi/blog/zero-setup-agent-team/Mở Wakii lần đầu, kit superpowers tự cài vào ~/.claude/ — skills, chín agent, và các công cụ story-* — không đụng đến config sẵn có. Bài này mổ xẻ cơ chế zero-setup đó: có gì bên trong kit, vì sao chạy lại không hỏng gì, và cách tự kiểm chứng bằng lệnh thật.Thu, 20 Aug 2026 00:00:00 GMT