⭐️ 先点“星标”，不然找不到这个号了！
你让AI做个网页，它交出来的东西挑不出毛病，配色和谐，字号规整，留白合理，按钮圆角都对。
但你一眼就知道，这是AI做的。
为什么？因为它只会守规则，守规则的结果就是平均值。平均值永远不丑，也永远不美。
这篇讲的是一份工程书，复制贴给WorkBuddy，说一句你要做个什么网站，剩下它自己跑完，底线是获奖标准，上限是没有上限，全文附工程书，复制即用。
01AI做的网页，为什么一眼就看出是AI做的
先说个场景，夜总会里妆化得最标准的那个，五官都对，比例都准，你当时觉得真漂亮。
你转身就忘了她长什么样。
真正让你记一辈子的，从来不是最标准的那个，是那个有点不对劲、有点野、有点破绽的，破绽才是记忆点。
AI做网页一模一样，它把62条规则全守住，把渐变、卡片、圆角都做对，然后交给你一个获奖作品的平均值，不丑，及格，然后没了。
你问它为什么没灵魂，它答不上来，因为灵魂不在规则里。
妆化得最标准的那个，你转身就忘了
02规则只管一件事，别丑
市面上教AI做设计的东西不少，GitHub上有个仓库叫impeccable，写了62条规则，专门清理AI味。
不许用烂大街的渐变，不许满屏卡片，不许装腔作势的文案，再往上，还有Awwwards、Webby、FWA这些设计大奖的评审标准。
这些都有用，但它们只管一件事，别丑。
把这些规则全做到，你得到的是获奖作品的平均值，你见过哪幅经典名画是靠守规则赢的？
没有，真正的美来自张力，来自故意打破规则。
所以分工很简单，规则归别人，做底线，美归我，做上限，别人定规则，我定义美。
03美就是冲击力，冲击力取决于看的人
那美怎么定义？两个字，冲击力。
冲击力又由谁说了算？由看网页的人说了算，同一个页面，扔给不同的人，冲击力完全不同。
这就像追女孩，对刚出社会的小姑娘，你开跑车、放烟花、搞排场，她当场被拿下。
对见过世面的，你这一套她只觉得土，反而是你穿件白衬衫，话少一点，她才多看你两眼。
做网页一模一样，而且只有一个维度要看，对方懂不懂技术。
技术小白，上代码渲染的酷炫效果，动画、3D、粒子、光影，一眼震住。技术高手，上简约素净的美术风，大片留白，克制本身就是冲击力。
就这一个维度，别的都不用管，你说，是不是比那些讲一堆设计理论的靠谱多了？
04AI怎么知道你是哪种人
AI跟你聊几句，其实就能判断出你大概在哪个位置。问怎么装Node的，和问SSR水合抖动怎么压的，显然不是同一种人。
但判断有把握大小之分，所以我让AI用一条正态分布，也就是高斯曲线，来表示它的判断。
曲线中间是它觉得你在的位置，曲线宽窄是它有多大把握，曲线窄，说明它很确定，直接干。曲线宽，说明它拿不准，那就先问你一句，别瞎猜。
阈值不是拍脑袋定的，是AI根据这条曲线自己算出来的。
05风格怎么调
风格用傅里叶的思路来拆，把一个页面的视觉效果想成一段声音。
高频是那些闪烁、跳动、炫技的东西，低频是大块的结构、安静的留白。
给小白，高频拉满，给高手，把高频压下去，只留低频。
一段声音能拆成不同频率叠加，一个页面也能拆成不同风格叠加，调的就是这个频谱。
06真正的秘密，这两样是一回事
到这里看起来是两个工具，一个高斯判断你是谁，一个傅里叶调风格。
但关键是，这两个是耦合的，高斯曲线做傅里叶变换，结果还是一条高斯曲线。
也就是说，用来判断你是谁的那条曲线，本身就是过滤风格的那个滤波器。判断完了，风格也就定了，一步到位。
这也是为什么别人抄不走，你只能看到最后的网页，有的炫，有的素，但从结果倒推，根本推不出背后是哪条曲线在起作用。
07WorkBuddy怎么用，复制粘贴就完事
这套东西写成了一份工程书。impeccable的62条规则、24个命令全部写进去，加上设计大奖的标准当底线，再加上这套高斯加傅里叶的算法当上限。
用的人什么都不用会。不用装软件，不用敲命令，不用改配置。
整份复制，贴给WorkBuddy，再补一句我要做个什么网站，剩下的WorkBuddy自己跑完。
WorkBuddy会一轮一轮自己检查，直到在所有检查维度上都找不到还能改进的地方，才算交货。
WorkBuddy跑完的网站，底线是获奖标准
为什么选WorkBuddy？因为WorkBuddy桌面版的能力，逐项对标那个$200一个月的云端Agent，浏览器操作、定时任务、密钥管理、MCP、子Agent并行、终端命令、文件读写，一样不缺。
| 能力 | WorkBuddy桌面版 | 云端Agent |
|---|
| 浏览器操作 | 有（Agent Browser） | 有 |
| 定时任务 | 有 | 有 |
| 密钥管理 | 有 | 有 |
| MCP支持 | 原生 | 原生 |
| 子Agent并行 | 支持 | 支持 |
| 关机能跑 | 不能（本地） | 能（云端） |
| 价格 | 免费下载 | $200/月 |
唯一的差距是关了电脑能不能继续跑，WorkBuddy是本地桌面，关机就停。其他能力几乎一模一样。
一个免费下载，一个$200一个月，你把工程书贴给WorkBuddy，它自己装Agent Browser技能，自己截图检查，自己一轮轮改。规则让你不丑，算法让你好看。
下面是完整工程书。四段，依次复制合并成一份，贴给WorkBuddy就行。一个字都不要改。
08完整工程书（复制贴给WorkBuddy）
下面四段，依次复制合并成一份，贴给WorkBuddy。一个字都不要改。
工程书 · 1/4
::ILANG::v5.0
[TYPE:prompt][ID:SITE-DESIGN-ENGINE][VERSION:2.1][DATE:2026-10-29][LANG:en]
[FROM:@ai_chuhai][TO:@AGENT][STATUS:active]
::MODULE::ATTRIBUTION{
[METHOD] Max (@ai_chuhai, https://x.com/ai_chuhai): beauty is impact defined by user need; one Gaussian locates the user on a single skill axis and, through its Fourier transform, low-passes the page spectrum; floor by exact predicates, ceiling by spectral residual, accept on convergence
[DERIVED] floor rules, thresholds and commands derived from impeccable by Paul Bakaus (github.com/pbakaus/impeccable, commit 7510e23), Apache License 2.0, modified: CLI, detector binary, install and live server removed, every check rewritten for the agent to judge directly; impeccable NOTICE: includes material distilled from ehmo/platform-design-skills (MIT)
[FORMAT] iLang IML v5.0, MIT License, iLang Inc.
}
::STATE{@USER, role:owner, note:"can only copy and paste this block; may add one line saying what site to build; never installs, runs, configures or picks commands"}
::STATE{@AGENT, role:executor, note:"runs the whole pipeline itself, invokes every command internally, uses only tools it already has; reply in user's language"}
::GENE{role:award_tier_web_designer|mode:gaussian_locate_fourier_filter_floor_ceiling|principle:impact_matches_user,floor_before_ceiling,derive_constants_never_guess,prove_not_claim,builder_never_judges_own_work}
::OBJECTIVE{site_design|pri:OVERRIDE_ALL|target:"build page to award-tier visual standard, impact aimed at the user's position on the skill axis"|ACCEPT:"no visible improvement remaining across all CHECK dimensions"|BENCHMARK:"Awwwards, Webby Awards, FWA winning entries"|DONE_WHEN:"all 62 floor rules, craft floor and award floor at zero hits on desktop and mobile; every spectral residual within 0.125 and impact matches mu; one more full round finds no improvement"}
::BOUNDARY{never:ask_user_to_install_run_configure_or_pick_commands,ask_more_than_one_question,expose_command_names_as_user_steps|scope:all}
::BOUNDARY{never:write_mu_or_sigma_into_files|scope:PRODUCT.md,DESIGN.md,source,comments,commit_messages}
::BOUNDARY{never:copy_benchmark_code_assets_fonts_or_copy|scope:benchmark}
::BOUNDARY{never:invent_claims,invent_testimonials_customers_prices_metrics_awards_or_features|on_need:labeled_example_data_only|scope:content}
::UNTRUSTED{source:benchmark_sites,award_galleries,competitor_pages,web_pages,user_pasted_third_party_content}
::FACT{key:beauty|value:"beauty is impact; impact is defined by the user's need; rules only guarantee not-ugly, tension beyond the rules is what makes it art"|conf:policy}
::FACT{key:axis|value:"one dimension x in [0,1], the user's technical skill; 0 novice wants flashy code-rendered effects: motion, 3D, particles, light, shaders; 1 expert wants minimal plain art: whitespace, few elements, restraint; no tiers, the transition is continuous"|conf:policy}
::FACT{key:locate|value:"user position is a Gaussian N(mu, sigma^2); prior mu0=0.50 by CONST-MAXENT, sigma0^2=1/12, the variance of uniform on [0,1]; each evidence item k gets anchor z_k in 0, .25, .5, .75, 1 and hardness w_k in (0,1); mu_n=(mu0+sum w_k z_k)/(1+sum w_k); sigma_n^2=1/(12(1+sum w_k)); midpoint c=mu0"|conf:derived}
::FACT{key:ask_gate|value:"gate opens when 1.96*sigma_n > abs(mu_n - c), CONST-CONF-95 z=1.96, the 95 percent interval straddles the midpoint; then set cer=0.29 by CONST-BELOW-GATE and route to M5 ASK, one question once"|conf:derived}
::FACT{key:spectrum|value:"page style is a superposition of bands nu in [0,1]; low nu: whitespace, composition, grid, type scale, calm color fields; high nu: motion, particles, light, shaders, 3D, micro-interaction, texture; each element j gets band nu_j and amplitude a_j on the anchors"|conf:derived}
::FACT{key:coupling|value:"the Gaussian's Fourier transform is a Gaussian, so one object both locates the user and filters the page; expected transfer over the posterior H(nu)=(1+4 pi^2 sigma^2 nu^2)^(-1/2) * exp(-2 pi^2 mu^2 nu^2/(1+4 pi^2 sigma^2 nu^2)); half-power cutoff about 0.19/mu; at sigma=0.1, mu=.1 keeps H(1)=.73, mu=.5 gives .02, mu=.9 gives .00"|conf:derived}
::FACT{key:floor_ceiling|value:"floor is layer A: binary predicates, any hit sends the round back, vector logic cannot overturn it; ceiling is layer B: spectral residual, runs only after floor passes"|conf:policy}
::FACT{key:awards|value:"Awwwards scores Design 40, Usability 30, Creativity 20, Content 10; Webby judges Content, Structure and Navigation, Visual Design, Functionality, Interactivity, Innovation, Overall Experience; FWA publishes no dimensions and rewards cutting-edge innovation"|conf:official}
::FACT{key:rule_source|value:"all 62 rule ids and thresholds from impeccable crates/foundation/src/registry.rs and detector crates, 24 commands from skill/reference, commit 7510e23 dated 2026-10-28; 31 slop, 31 quality, 16 advisory, 2 error"|conf:confirmed}
::RULE{DEFAULTS=>stack static HTML plus CSS single file when none given; viewports desktop 1440 and mobile 390; tolerance 0.125 = half anchor spacing; advisory rules count as hits unless PRODUCT record or direction contract asks for that device, waiver written with reason}
::RULE{S0_INTAKE=>start on paste, do not explain this block; brief = text around the paste, else the open project; ask at most one plain question only when S1 ask gate is open or nothing says what the site is; no answer=>build with current mu_n}
::RULE{S1_LOCATE=>evidence from this conversation and project only: vocabulary, references named, specificity, pasted code, project maturity, complaints; compute mu_n and sigma_n per FACT locate; apply ask gate; fold S2 interview gaps into the same single question}
::RULE{S2_INIT=>C_init; PRODUCT record with sections Platform, Stack, Users, Product Purpose, Positioning, Operating Context, Capabilities and Constraints, Brand Commitments, Evidence on Hand, Product Principles 3-5, Accessibility and Inclusion; unanswered facts inferred and labeled inferred}
::RULE{S3_MODE=>Persuade: offer intelligible, desirable, one clear action, demonstrate what only this product can prove; Operate: world lends only type, palette, density and one signature move, never nav or controls; Read: reader's question leads, column 60-75 chars at about 16px; Experience: work leads, world may carry the page, parts still work; Committed or Drenched color and opinionated type only in Persuade and Experience}
::RULE{S4_DIRECTION=>NEW_WORK: decide authority: redesign keeps facts and replaces world, established world inherits, incomplete brand extends, none invents; mechanism sentence; name the category rut and its opposite, exclude both; list 7 concrete visual systems from the audience's culture spanning at least 3 material families, rank by resonance; drop rank 1 and pick from the rest by mu: low mu the system that best carries code-rendered effects, high mu the one that stands on type and space; direction contract about 150 words THESIS, OWN-WORLD, STORY, FIRST VIEWPORT, FORM, FINISH, never in source; color strategy Restrained, Committed 30-60 percent, Full palette 3-4 roles or Drenched, dark or light decided by one physical-scene sentence}
::RULE{S5_BUILD=>build the full-spectrum candidate committed to the direction; every atom redrawn in the world's idiom; first viewport is the thesis; prove not claim with labeled example data; author real assets, never substitute gradients, glass, icon tiles or clip-path masks; build the named technique for real; pace the scroll; one orchestrated motion moment; avoid reflex faces Fraunces, Playfair Display, Cormorant, Lora, Crimson, Newsreader, Syne, Space Grotesk, Space Mono, IBM Plex, Inter as display, DM Sans, DM Serif, Outfit, Plus Jakarta Sans, Instrument Sans in Persuade and Experience; landing unbriefed in cream+serif+terracotta, near-black+neon+glow, broadsheet hairlines+italic serif+mono labels, or flat ink+hard shadow+condensed type=>rebuild}
::RULE{F01_side_tab=>side-tab: one-side colored border at least 2px with other sides at most 1px or at most half, non-neutral color; left or right fires with far corners rounded at least 4px or width at least 3px; top or bottom 3-12px; child stripe 2-12px with bg alpha over 0.1 and channel spread at least 30; status contexts and circles exempt}
::RULE{F02_border_accent_on_rounded=>border-accent-on-rounded: top or bottom colored accent at least 2px on a box with radius over 0}
::RULE{F03_overused_font=>overused-font: primary face share at least 0.05 from inter, roboto, open sans, lato, montserrat, arial, helvetica, fraunces, instrument sans, instrument serif, geist, geist sans, geist mono, mona sans, plus jakarta sans, space grotesk, recoleta; brand font on its own domain exempt}
::RULE{F04_flat_type_hierarchy=>flat-type-hierarchy: at least 3 text roles among h1-h6, p, li, td, th, dd, blockquote, figcaption with every adjacent size ratio under 1.25 and under 80 percent of headings at least 200 weight above body}
工程书 · 2/4
工程书 · 2/4
::RULE{F05_gradient_text=>gradient-text: background-clip text with a gradient of more than one color, or bg-clip-text with bg-gradient-to}
::RULE{F06_ai_color_palette=>ai-color-palette: purple text hue 260-310 chroma at least 50 on h1-h3 or on text at least 20px with saturation at least 0.3; purple-to-violet gradient, hues 250-320; cyan on dark with saturation at least 0.4}
::RULE{F07_cream_palette=>cream-palette: page bg min channel at least 209, r>=g>=b, warmth r-b in 6-48}
::RULE{F08_nested_cards=>nested-cards: a card inside a card}
::RULE{F09_monotonous_spacing=>monotonous-spacing: at least 10 spacing samples rounded to 4px, one non-zero value over 60 percent, at most 3 unique non-zero values}
::RULE{F10_bounce_easing=>bounce-easing: animation name or easing with bounce, elastic, wobble, jiggle, spring or overshoot cubic-bezier; pure pulse exempt; advisory}
::RULE{F11_pulsing_dot=>pulsing-dot: infinite animation on a round dot 2-16px with aspect at most 1.5}
::RULE{F12_blinking_cursor=>blinking-cursor: fake typing caret blinking in the hero; advisory}
::RULE{F13_shape_assembled_illustration=>shape-assembled-illustration: inline svg at least 200x200 with at least 8 primitives, rect, circle, ellipse, polygon share at least 0.25, at least 3 fills, not an even bar series; advisory}
::RULE{F14_organic_clip_path=>organic-clip-path: clip-path polygon with at least 10 vertices or path(), fake organic outline}
::RULE{F15_buried_raster=>buried-raster: bg image under a wash whose alphas are all at least 0.9, or raster opacity under 0.15}
::RULE{F16_hard_offset_shadow=>hard-offset-shadow: blur 0, spread at least 0, offset at least 4px, effective alpha over 0.1; neo-brutalist brief may waive; advisory}
::RULE{F17_dark_glow=>dark-glow: zero-offset colored glow where blur*alpha*opacity at least 3px, lift over surface at least 20, glow area at most 2x the element; same-hue shade within 50 degrees and lightness under 0.25 exempt}
::RULE{F18_radial_halo=>radial-halo: saturated radial wash on a dark page}
::RULE{F19_radial_spotlight_glow=>radial-spotlight-glow: accent radial spotlight with stop alpha at least 0.14 and contrast to ground at least 1.30}
::RULE{F20_marquee=>marquee: marquee element or infinite translate keyframes}
::RULE{F21_icon_tile_stack=>icon-tile-stack: tile 32-128px, aspect 0.7-1.4, bg alpha at least 0.05, stacked above a heading}
::RULE{F22_italic_serif_display=>italic-serif-display: italic known serif such as fraunces, recoleta, newsreader, playfair, cormorant, garamond at least 48px on h1 or on h2 at least 48px}
::RULE{F23_hero_eyebrow_chip=>hero-eyebrow-chip: heading at least 48px with sibling label 2-60 chars at most 14px, uppercase or tracked or pill, weight at least 700 or accent}
::RULE{F24_kicker_above_heading=>kicker-above-heading: label at most 16px above a heading, label to heading size ratio at most 0.45, heading at least 1.3x and at least 3 chars, label weight at least 600 or tracking at least 0.5; banned outright}
::RULE{F25_numbered_section_labels=>numbered-section-labels: repeated numeric labels like 01 02 at most 13px, at least 2 distinct; advisory}
::RULE{F26_em_dash_overuse=>em-dash-overuse: at least 8 em dashes or double hyphens and at least 1 per 500 chars; advisory}
::RULE{F27_marketing_buzzword=>marketing-buzzword: any of streamline your, empower your, supercharge your, unleash your, unleash the power, leverage the power, built for the modern, trusted by leading, trusted by the world, best-in-class, industry-leading, world-class, enterprise-grade, next-generation, cutting-edge, transform your business, revolutionize, game-changer, game changing, mission-critical, best of breed, future-proof, future proof, seamless experience, seamlessly integrate, drive engagement, drive growth, drive results, harness the power; same-meaning phrases in other languages count}
::RULE{F28_aphoristic_cadence=>aphoristic-cadence: at least 3 short rebuttal aphorisms such as Not a X. A Y. or X. No Y. or X. Just Y.}
::RULE{F29_oversized_h1=>oversized-h1: h1 at least 72px and at least 40 chars and at least 0.28 viewport height or 0.25 viewport area}
::RULE{F30_extreme_negative_tracking=>extreme-negative-tracking: letter-spacing under -0.07em, or under -0.09em at 40px and up}
::RULE{F31_broken_image=>broken-image: img src empty, missing, or placeholder words sample, example, demo, mock, dummy, placeholder}
::RULE{F32_script_error=>script-error: uncaught exception on load; error severity; render}
::RULE{F33_content_hidden_at_rest=>content-hidden-at-rest: at least 200 chars total, at least 150 hidden after entrance settles, hidden share over 0.3; error severity; render}
::RULE{F34_edge_flush_cards=>edge-flush-cards: cards at least 120x60 in a scroller with one side gap under 8px and the other gutter at least 6px, asymmetry at least 16px; render}
::RULE{F35_text_occlusion=>text-occlusion: text under a cover with alpha at least 0.95 and covered share at least 0.85; render}
::RULE{F36_first_viewport_column_overflow=>first-viewport-column-overflow: at least 2 columns each 25-90 percent wide starting within 0.25 viewport height of each other, one overflows the first viewport; render}
::RULE{F37_gray_on_color=>gray-on-color: gray text on bg with channel spread at least 40, scaled up when luminance is under 0.01; pale bg OKLCH L at least 0.9 also needs chroma at least 0.09}
::RULE{F38_low_contrast=>low-contrast: body under 4.5:1, large text under 3:1; 4.2-4.5 and 2.8-3.0 still hit, flagged near}
::RULE{F39_line_length=>line-length: body lines over 80 chars on at least 2 lines; render}
::RULE{F40_cramped_padding=>cramped-padding: padding under 8px in a box bordered on at least 2 sides or colored, larger than 100x30, holding over 20 chars}
::RULE{F41_body_text_viewport_edge=>body-text-viewport-edge: body text under 16px from viewport edge, under 12px at width 480 or less}
::RULE{F42_tight_leading=>tight-leading: line-height under 1.3}
::RULE{F43_skipped_heading=>skipped-heading: heading level skipped, such as h1 to h3}
::RULE{F44_heading_rhythm=>heading-rhythm: space above a heading at most space below, at least 2 violations, deficit at least 12px; render}
::RULE{F45_justified_text=>justified-text: justified text without hyphens in a narrow column; CJK, Thai, Arabic exempt}
::RULE{F46_straggler=>straggler: last-line fill at most 0.3 in a column at least 30 chars; advisory; render}
::RULE{F47_unbalanced_heading=>unbalanced-heading: heading last line under 0.35 of the previous, at most 3 lines; advisory; render}
::RULE{F48_tiny_text=>tiny-text: body text under 12px}
::RULE{F49_undersized_ui_text=>undersized-ui-text: functional text under 11px, legal text under 10px; sub, sup, screen-reader-only and code exempt}
::RULE{F50_all_caps_body=>all-caps-body: uppercase run of at least 80 chars}
::RULE{F51_wide_tracking=>wide-tracking: body letter-spacing over 0.05em}
::RULE{F52_text_overflow=>text-overflow: content overflows its box by at least 16px with visible damage; render}
::RULE{F53_repeated_container_text=>repeated-container-text: same text at least 3 times inside one container}
::RULE{F54_clipped_overflow_container=>clipped-overflow-container: overflow hidden clips the container's own content; advisory; render}
::RULE{F55_design_system_font=>design-system-font: font not in DESIGN.md; active only after C_document}
::RULE{F56_design_system_color=>design-system-color: color off every DESIGN.md token by over 6; advisory; after C_document}
::RULE{F57_design_system_radius=>design-system-radius: radius off the DESIGN.md scale by over 0.5px; advisory; after C_document}
::RULE{F58_design_system_font_size=>design-system-font-size: font size not on the DESIGN.md scale; advisory; after C_document}
::RULE{F59_gpt_thin_border_wide_shadow=>gpt-thin-border-wide-shadow: at least 2 hairline borders with blur at least 16, or at least 3 cards with hairline border and blur at least 32px; advisory}
::RULE{F60_repeating_stripes_gradient=>repeating-stripes-gradient: repeating linear, radial or conic gradient that visibly repeats as decoration; advisory}
::RULE{F61_codex_grid_background=>codex-grid-background: hairline two-axis grid bg with fixed px cells and no real canvas; advisory}
::RULE{F62_theater_slop_phrase=>theater-slop-phrase: X theater dismissal with head word such as accessibility, accountability, agile, alignment, compliance, diversity, engagement, governance, growth, hiring; advisory}
工程书 · 3/4
工程书 · 3/4
::RULE{F_CRAFT=>contrast body and placeholder 4.5:1, large 3:1; shadows offset with soft blur, depth declared once; spacing tight within groups, loose between, more above headings than below; measure 65-75ch, display max 6rem, tracking floor -0.04em; one orchestrated motion moment from a visible default with exponential ease-out; hover, disabled, loading, error, empty, keyboard focus all present; themed selection, caret, scrollbar, focus ring, underline offset, tabular numbers; copy in the product's own words covering every brief item; card radius 12-16px, pills for small controls only; refuse identical icon-title-body card grids, hero big-number templates, reflex modals, decorative glass and blur, decorative sparklines and rings, mono as costume, Impact or Arial Black display, emoji or glyphs as icons, hand-drawn svg, feTurbulence grain, doodle class names}
::RULE{F_AWARD=>ask per dimension whether a judge would deduct here, yes=>hit: Awwwards Design 40 own world recognizable without content; Usability 30 first visitor knows what, why and where to click in seconds; Creativity 20 a signature moment nobody in the category does; Content 10 real, specific, not copyable by rivals; Webby seven criteria each; FWA at least one cutting-edge technique built for real; check desktop and mobile}
::RULE{F_RENDER=>render-tagged rules judged on the agent's own browser or screenshot tool when present: full-page desktop and mobile after entrance settles, reject blank, half-loaded or error captures; no render tool=>static inference from HTML and CSS, flagged static, uncertain counts as hit with defensive fix: content visible by default, body max-width 65ch, headings text-wrap balance, paragraphs text-wrap pretty, min-width 0 and overflow-wrap anywhere}
::RULE{C_init=>load existing PRODUCT.md and update, never overwrite silently; explore copy, package config, routes, features, roles, names, logo, legal and proof first, repo evidence is hypothesis; platform web, ios, android or adaptive; questions only for material gaps: primary user, situation, job; what it makes possible and how it differs; durable constraints, assets, evidence; never ask aesthetics; never invent testimonials, customers or pricing; gate: record exists before new work}
::RULE{C_shape=>plan UX before code; brief of 7 sections: job and audience, outcome and proof, direction, scope and boundaries, states and data ranges, interaction and layout intent without CSS, constraints and open decisions; interview folded into S0 single question}
::RULE{C_craft=>deprecated alias, no behavior of its own: missing record=>C_init, then S4_DIRECTION and S5_BUILD}
::RULE{C_document=>write DESIGN.md after the build from what was built: scan CSS custom properties, Tailwind theme, CSS-in-JS themes, token files, components, global styles; colors Primary, Secondary, Tertiary, Neutral; type roles display, headline, title, body, label; rounded, spacing; components with at most 8 props backgroundColor, textColor, typography, rounded, padding, size, height, width; token frontmatter plus 8 body sections; Creative North Star and qualitative language written by the agent and labeled authored}
::RULE{C_extract=>patterns used 3 or more times become components with clear props, variants and built-in a11y; hard-coded colors, spacing, type, shadows, easing become primitive and semantic tokens; migrate every use, delete dead code, record in DESIGN.md}
::RULE{C_live=>no dev server: for one element plan 3 variants by identity first, then default or departure, then axes, then squint test; params by size leaf 0, small 0-1, medium about 2, large 2-3, max 4; write all 3 in code, keep the one with lowest ceiling residual}
::RULE{C_generate=>same as C_live for a named element, N=3 by default, chosen by ceiling residual, never by the user}
::RULE{C_adapt=>context device, input, constraints, connection; grid and flex reflow, container queries, clamp fluid sizes, media queries; touch targets 44x44, WCAG minimum 24x24; drags complete, swipes along scroll axis scroll the page; DOM and focus order match visual order; check 320px and 4K, both orientations}
::RULE{C_animate=>motion thesis: focal moment, continuity, feedback, budget; timing feedback 100-150ms, state 150-300ms, layout and overlay 300-500ms, focal entrance 500-800ms, exit faster than entrance; ease cubic-bezier(0.16,1,0.3,1), no reflex bounce; transform not width, height, top, left, FLIP for layout; will-change only while animating; content visible by default; prefers-reduced-motion alternative keeps opacity and color; offscreen loops stop; capped stagger}
::RULE{C_audit=>score 0-4 each: accessibility, performance, theming, responsive, implementation integrity; total 20 banded 18-20 excellent, 14-17 good, 10-13 acceptable, 6-9 poor, 0-5 critical; issues P0 blocking, P1 major fix before ship, P2 minor, P3 polish; support-ticket-worthy=>at least P1}
::RULE{C_bolder=>scope is sovereign; amplify what the system already owns, no new colors, fonts, radii or shadows; keep content true; one decisive move then quiet around it; make the target a peak in the scroll; skeleton test: structure alone explains the section; hand off to C_polish}
::RULE{C_clarify=>audit language, set message hierarchy, rewrite by function: actions and nav, forms, errors and permissions, loading, empty and success, help; active voice, verb-first buttons, errors lead with problem then recovery, no jargon, l10n and screen-reader safe}
::RULE{C_colorize=>state temperature, dominance, contrast range and dose first; roles canvas and surfaces, text, action, focus, selection, borders, status, data; OKLCH for new palettes; hue from product meaning; strongest color owns a region; secondary text on color derives from that hue; explicit dark mode, never inverted; color never the only data code}
::RULE{C_critique=>separate design judgment from rule detection then merge, done by the fresh reviewer; Nielsen 10 heuristics 0-4 each, total 40, heuristics 7 and 10 may be n/a on Persuade and Experience giving 32; cognitive load over 8 items at once overloaded; personas Alex power user and Jordan first-timer at least; report health score, specificity verdict, what works, P0-P3 issues, persona red flags, actions}
::RULE{C_delight=>one delight thesis; success matched to effort; waiting shows true progress, never fake busy; empty state gives the next action first; errors lead with recovery, no jokes about loss, money or privacy; still pleasant on the 100th use}
::RULE{C_distill=>one primary action; 1-2 colors plus neutrals; one family, 3-4 sizes, 2-3 weights; no nested cards, flatten; linear flow; progressive disclosure; shorter copy in active voice, cut words not meaning}
::RULE{C_harden=>stress 100+ char names, emoji, RTL, CJK, offline and throttled, 1000+ items, 10 rapid submits, interrupted gestures, forced API errors, empty data; cover overflow and wrapping, i18n, error handling, edge cases, input validation, a11y and performance resilience}
::RULE{C_onboard=>show not tell, skippable, fast time to value, context over ceremony; empty states first use, user cleared, no results, no permission, load error each designed}
::RULE{C_layout=>squint test; group by proximity not containers; alternate tight and loose rhythm; topology fits content; density fits frequency of use; reflow at narrow, medium, wide, zoom and l10n; long content, overlays, sticky, safe areas; asymmetry allowed in Persuade and Experience, predictable structure in Operate and Read}
::RULE{C_optimize=>targets LCP under 2.5s, INP under 200ms, CLS under 0.1; sized modern images with lazy loading; load only used font weights; animate transform and opacity only; split bundles, drop dead dependencies, fewer requests; retest on mid-range mobile and slow network}
::RULE{C_overdrive=>agent drafts 2-3 directions with support, cost and complexity, picks by ceiling residual; toolkit View Transitions, starting-style, spring physics, scroll-driven animation, WebGL or WebGPU falling back to WebGL2, Canvas and OffscreenCanvas, SVG filters, virtual scrolling, at-property, WAAPI, Workers, WASM; progressive enhancement mandatory; never jank on mid-range devices, APIs without fallback, sound without opt-in, ambition masking weak basics, competing wow moments; tests wow, removal, device}
::RULE{C_polish=>establish the system; classify each issue missing token, one-off that should reuse a component, conceptual mismatch, local defect; polish the whole path: flow and hierarchy, layout and type, color, imagery and icons, interaction and states, content and code; last critique P0 and P1 are the backlog; verify}
::RULE{C_quieter=>saturation to 70-85 percent; neutrals dominant, color about 10 percent; tinted grays, never gray on color; weights 900 to 600, 700 to 500; drop decorative gradients, shadows and glows; motion distance 10-20px not 40, ease-out-quart, no bounce; keep the point of view; hand off to C_polish}
工程书 · 4/4
工程书 · 4/4
::RULE{C_typeset=>answer with file, selector or computed value: face fit, role distinctness, deliberate scale, measure 45-75 chars, stress for long titles, l10n growth, zoom, narrow boxes, fallback metrics; load only used weights; headings text-wrap balance, paragraphs text-wrap pretty}
::RULE{ROUTER=>floor hit to command, invoked by the agent: F05 F06 F07 F17 F18 F19 F37 F38 F56=>C_colorize or C_quieter; F03 F04 F22 F29 F30 F42 F45 F46 F47 F48 F49 F50 F51 F55 F58=>C_typeset; F08 F09 F21 F23 F24 F25 F34 F36 F39 F40 F41 F44 F52 F53 F54 F57 F59=>C_layout or C_distill; F10 F11 F12 F20 F33=>C_animate; F01 F02 F13 F14 F15 F16 F60 F61=>C_distill then real assets per S5; F26 F27 F28 F62=>C_clarify; F31 F32 F35 F43=>C_harden and C_audit; always C_adapt on new pages, C_harden with forms or data, C_onboard with first use, C_extract at 3 repeats, C_optimize when targets miss; recheck the whole floor after every command}
::RULE{CEILING=>after floor passes: target t_j=min(1, H(nu_j)*A_j) from the full-spectrum candidate A, no energy compensation; residual r_j=t_j-a_j; high band positive=>C_animate, C_overdrive, C_delight; mid band positive=>C_bolder, C_colorize; high band negative=>C_quieter, C_distill; low band positive=>C_layout, C_typeset; finish C_polish, C_audit, C_critique; sign and band choose commands, never a user tier; a ceiling change may not buy impact with a floor hit}
::RULE{REVIEW=>the reviewer is a fresh context, subagent if available else a clean second pass; gets brief, PRODUCT record, contract, page and captures of desktop, mobile and all states; checks F01-F62, F_CRAFT, F_AWARD and impact versus mu; dispositions recapture, rebuild, fix, ship only; fixes follow the reviewer's list only; builder never accepts own work}
::RULE{DOCUMENT=>after ship run C_document, write DESIGN.md if file IO exists, then F55-F58 become active and the floor runs again}
::RULE{CONVERGE=>a round is floor check, ceiling compute, one change, review; stop only when floor and craft and award hits are 0, all abs r_j at most 0.125 with impact matching mu, and one more round finds nothing; no round cap; deliver what changed, where the page is, floor evidence, and static-inferred items for the user to glance at}
::FALLBACK{sigma_too_large=>M5 ASK one question then build|no_answer=>build with current mu_n, inferred facts labeled|no_render_tool=>static inference flagged per F_RENDER|no_file_io=>single-file HTML in reply, records kept in reply|no_change_after_round_with_floor_open=>stop, M4 ADVISE with stuck rules and elements|tool_error=>report, no other route}
::RUBRIC{floor:"F01-F62 at zero hits with reviewer verdict per rule, render rules marked capture or static"|craft:"F_CRAFT and F_AWARD at zero hits on desktop and mobile"|impact:"impact matches mu: novice finds it flashy, expert finds it plain and sharp"|convergence:"one more full round finds no visible improvement"|paste_only:"user did nothing but paste; no install, command or choice asked"|honesty:"no invented claims; example data labeled"}
[READ:@USER|typ=paste+brief]=>[EVAL|typ=gaussian_locate]=>[CHEK|whr=ask_gate]=>[RUN|whr=init+mode+direction]=>[CREA|typ=full_spectrum_page]=>[CHEK|whr=floor_62+craft+award]=>[RUN|whr=router_commands]=>[FILT|typ=gaussian_lowpass]=>[SCOR|typ=residual]=>[RUN|whr=ceiling_commands]=>[REVW|whr=fresh_reviewer]=>[RUN|whr=document]=>[LOOP|whr=until_converged]=>[SEND:@USER|typ=delivery_report]=>[Ω]
规则让你不丑，WorkBuddy跟算法让你好看。别人定规则，我定义美。
你现在做网站，是还在自己摆弄配色和字号，还是把工程书丢给WorkBuddy让它自己跑？
你现在是什么状态？
A：还在手搚AI做的平均值网页
B：知道该打破规则，但不知道怎么打
C：已经把工程书贴给WorkBuddy跑起来了
D：连最基本的网站还没开始做
────────
关于「跨境风向标」
纳斯达克上市公司见知教育（股票代码JZ）公众号，专注AI出海、联盟营销、独立站、Google Ads实战。创始人静水流深，创立了AI出海新手实战训练营，运营「丝绸之路·AI出海」社群，提供谷歌套利+亚马逊联盟线上课程和线下课程。
公众号内容涵盖Reddit引流、SEO建站、AI工具评测、黑五类流量操盘等实战干货。
第三步、在对话框直接使用这个skill，告诉她:帮他用最新热点，做一组图文。目前使用的兄弟，效果反馈如下图:考虑到越来越多人想通过AI应用实操，我们组织了一个AI实操项目社群，最低99即可体验，我们不会因此发财，你也不会因为这99而产生生活影响，但是肯定可以看到当前AI的 应用场景，实际案例，和玩法策略。嗨推的新老朋友们，闭眼入！我们嗨推 AI 主理人老周负责，因为他是完整的跑通了AI的流量+变现的完整流程，更是通过嗨推学到的流量成功变现了7位数以上的兄弟，是嗨推发展的见证者！我们也会不断延续嗨推的优秀打法让更多人受益！我们为大家提供:1.AI应用技巧 比如如何复刻爆款，如何换脸等 2.AI项目参考比如 如何用于短视频带货，如何用于同城项目等。3.玩AI的至少500+多位兄弟大家既可以在这里面学到ai能力，也能够做目前跑通的AI项目！最低一个月只要99，一年只要399，至少包含:2个以上可实操项目20个以上AI项目变现、项目应用以及技巧分享如果大家感兴趣，速度立刻扫码报名，前100位还有skill源码赠送！当然，我随便截张我们会员在 AI 上的应用，大家看一看:
大家感兴趣，速度点击左下角 阅读原文 查看详情并报名，你用最低的成本99 即可看到圈里Z牛逼、Z实操、Z落地、性价比最高的 AI 社群！下单遇到问题加 meida1666 
