diff --git a/apps/game/tools/aiart/manifest.json b/apps/game/tools/aiart/manifest.json
new file mode 100644
index 0000000..89aba36
--- /dev/null
+++ b/apps/game/tools/aiart/manifest.json
@@ -0,0 +1,43 @@
+{
+  "run": "b0-poc",
+  "date": "2026-09-06",
+  "model": "PXG-Tiny (Tarul/pxg-tiny), NumPy CPU, 16x16, код+веса MIT/CC0",
+  "pipeline": "cli.py -> review/*.png -> post.mjs (кроп альфы, nearest, квантизация palette.mjs) -> processed/",
+  "criterion": ">= 30% спрайтов годных без ручной правки",
+  "items": [
+    { "file": "a_chest_s1.png", "prompt": "a chest", "seed": 1, "gate": "accept", "match": "good", "note": "золотой сундук, годен" },
+    { "file": "a_chest_s2.png", "prompt": "a chest", "seed": 2, "gate": "accept", "match": "good", "note": "серебряный сундук, годен" },
+    { "file": "a_rock_s1.png", "prompt": "a rock", "seed": 1, "gate": "accept", "match": "good", "note": "валун, годен" },
+    { "file": "a_rock_s2.png", "prompt": "a rock", "seed": 2, "gate": "accept", "match": "good", "note": "валун, годен" },
+    { "file": "a_table_s1.png", "prompt": "a table", "seed": 1, "gate": "accept", "match": "good", "note": "стол, годен" },
+    { "file": "a_table_s2.png", "prompt": "a table", "seed": 2, "gate": "accept", "match": "good", "note": "стол, годен" },
+    { "file": "102_a_golden_key.png", "prompt": "a golden key", "seed": 102, "gate": "accept", "match": "good", "note": "ключ, годен" },
+    { "file": "111_an_iron_sword.png", "prompt": "an iron sword", "seed": 111, "gate": "accept", "match": "good", "note": "меч, годен" },
+    { "file": "109_a_healing_potion_in_a_round_.png", "prompt": "a healing potion in a round bottle", "seed": 109, "gate": "accept", "match": "partial", "note": "форма ок, цвет ушёл в W3 при квантизации (зелёного в палитре нет)" },
+    { "file": "107_a_wooden_chair.png", "prompt": "a wooden chair", "seed": 107, "gate": "accept", "match": "partial", "note": "похоже на табурет, читаемо" },
+    { "file": "101_an_iron_chest_with_bronze_tr.png", "prompt": "an iron chest with bronze trim", "seed": 101, "gate": "accept", "match": "bad", "note": "сгенерировал рыцаря вместо сундука" },
+    { "file": "a_coin_s1.png", "prompt": "a coin", "seed": 1, "gate": "accept", "match": "bad", "note": "табурет вместо монеты" },
+    { "file": "a_coin_s2.png", "prompt": "a coin", "seed": 2, "gate": "accept", "match": "bad", "note": "табурет вместо монеты" },
+    { "file": "an_oak_s1.png", "prompt": "an oak", "seed": 1, "gate": "accept", "match": "bad", "note": "нечитаемая каша" },
+    { "file": "an_oak_s2.png", "prompt": "an oak", "seed": 2, "gate": "accept", "match": "bad", "note": "котелок вместо дерева" },
+    { "file": "105_an_old_oak_tree.png", "prompt": "an old oak tree", "seed": 105, "gate": "accept", "match": "bad", "note": "рыжая каша" },
+    { "file": "106_a_wooden_table.png", "prompt": "a wooden table", "seed": 106, "gate": "accept", "match": "partial", "note": "стол-табурет" },
+    { "file": "108_a_small_grey_stone_house.png", "prompt": "a small grey stone house", "seed": 108, "gate": "accept", "match": "bad", "note": "наковальня-кувшин" },
+    { "file": "110_a_wooden_staff.png", "prompt": "a wooden staff", "seed": 110, "gate": "accept", "match": "bad", "note": "доска вместо посоха" },
+    { "file": "112_a_bronze_coin.png", "prompt": "a bronze coin", "seed": 112, "gate": "accept", "match": "bad", "note": "кирпич" }
+  ],
+  "refused": [
+    { "prompt": "a grey crystal shard", "gate": "clarify", "note": "shard вне лексикона" },
+    { "prompt": "a grey stone", "gate": "clarify", "note": "stone вне лексикона (rock — есть)" },
+    { "prompt": "a bronze bell", "gate": "clarify", "note": "колокол нет в классах — ожидаемо" },
+    { "prompt": "a yellow flower", "gate": "clarify", "note": "цветов нет в классах — критично для игры" }
+  ],
+  "verdict": {
+    "good": 8,
+    "partial": 3,
+    "bad": 9,
+    "total": 20,
+    "goodShare": "40%",
+    "conclusion": "Критерий 30% выполнен, стиль совпадает с игрой на 100% (чанки-пиксель, палитра). Но домен модели узкий: критичные для игры ассеты (колодец, столб, рычаг, колокольчик, моты, очаг, прилавок) вне 38 классов. Вывод: PXG-Tiny годна для инвентаря/декора из её классов; для доменных ассетов нужен дообученный генератор, платный RD API или ручной арт."
+  }
+}
\ No newline at end of file
diff --git a/apps/game/tools/aiart/post.mjs b/apps/game/tools/aiart/post.mjs
new file mode 100644
index 0000000..cfd20d9
--- /dev/null
+++ b/apps/game/tools/aiart/post.mjs
@@ -0,0 +1,172 @@
+/**
+ * Пост-обработка AI-спрайтов «Пепельных лугов» — без зависимостей.
+ * Запуск: node apps/game/tools/aiart/post.mjs <каталог с PNG>
+ *   → рядом ../processed/*.png  (кроп по альфе, квантизация в палитру)
+ *   → ../processed/_sheet.png   (обзорный лист для апрува)
+ *
+ * AI-вывод — только сырьё: в игру попадает после ручного апрува (манифест).
+ */
+import { readFileSync, writeFileSync, readdirSync, mkdirSync } from 'node:fs';
+import { inflateSync } from 'node:zlib';
+import { join } from 'node:path';
+import { fileURLToPath } from 'node:url';
+import { encodePng } from '../pixelart/png.mjs';
+import { PALETTE, TRANSPARENT } from '../pixelart/palette.mjs';
+
+const REVIEW = process.argv[2] ?? 'review';
+const HERE = fileURLToPath(new URL('.', import.meta.url));
+const OUT = join(HERE, 'processed');
+const SIZE = 16; // целевой размер спрайта (арт-библия)
+
+// ---------- декодер PNG (RGBA 8-бит, без чересстрочности) ----------
+
+/** PNG-буфер -> { width, height, rgba }. Поддержан только color type 6. */
+export function decodePng(buf) {
+    if (buf.readUInt32BE(0) !== 0x89504e47) throw new Error('не PNG');
+    let pos = 8, width = 0, height = 0, bitDepth = 0, colorType = 0;
+    const idat = [];
+    while (pos < buf.length) {
+        const len = buf.readUInt32BE(pos);
+        const type = buf.toString('ascii', pos + 4, pos + 8);
+        const data = buf.subarray(pos + 8, pos + 8 + len);
+        if (type === 'IHDR') {
+            width = data.readUInt32BE(0);
+            height = data.readUInt32BE(4);
+            bitDepth = data[8];
+            colorType = data[9];
+        } else if (type === 'IDAT') idat.push(data);
+        pos += 12 + len;
+    }
+    if (colorType !== 6 || bitDepth !== 8) {
+        throw new Error(`PNG colorType=${colorType} bitDepth=${bitDepth} — жду RGBA 8-бит`);
+    }
+    const raw = inflateSync(Buffer.concat(idat));
+    const stride = width * 4;
+    const rgba = Buffer.alloc(height * stride);
+    let prev = Buffer.alloc(stride);
+    for (let y = 0; y < height; y++) {
+        const filter = raw[y * (stride + 1)];
+        const line = raw.subarray(y * (stride + 1) + 1, (y + 1) * (stride + 1));
+        const cur = rgba.subarray(y * stride, (y + 1) * stride);
+        for (let x = 0; x < stride; x++) {
+            const a = x >= 4 ? cur[x - 4] : 0;
+            const b = prev[x];
+            const c = x >= 4 ? prev[x - 4] : 0;
+            let v = line[x];
+            if (filter === 1) v += a;
+            else if (filter === 2) v += b;
+            else if (filter === 3) v += (a + b) >> 1;
+            else if (filter === 4) {
+                const p = a + b - c, pa = Math.abs(p - a), pb = Math.abs(p - b), pc = Math.abs(p - c);
+                v += pa <= pb && pa <= pc ? a : pb <= pc ? b : c;
+            }
+            cur[x] = v & 0xff;
+        }
+        prev = cur;
+    }
+    return { width, height, rgba };
+}
+
+// ---------- кроп / квантизация ----------
+
+/** Габариты непрозрачного содержимого (alpha >= 128). */
+function bbox({ width, height, rgba }) {
+    let x0 = width, y0 = height, x1 = -1, y1 = -1;
+    for (let y = 0; y < height; y++) {
+        for (let x = 0; x < width; x++) {
+            if (rgba[(y * width + x) * 4 + 3] >= 128) {
+                if (x < x0) x0 = x;
+                if (y < y0) y0 = y;
+                if (x > x1) x1 = x;
+                if (y > y1) y1 = y;
+            }
+        }
+    }
+    return x1 < 0 ? null : { x: x0, y: y0, w: x1 - x0 + 1, h: y1 - y0 + 1 };
+}
+
+/** Пиксель (x,y) кропнутого изображения. */
+function at({ width, rgba }, b, x, y) {
+    const i = ((b.y + y) * width + b.x + x) * 4;
+    return [rgba[i], rgba[i + 1], rgba[i + 2], rgba[i + 3]];
+}
+
+/** Кроп по альфе + nearest-масштаб до SIZE×SIZE (вписывание с центровкой). */
+export function normalizeToSize(img, size = SIZE) {
+    const b = bbox(img);
+    if (!b) return new Uint8Array(size * size * 4); // пустой спрайт
+    const k = Math.max(b.w / size, b.h / size);
+    const dw = Math.max(1, Math.round(b.w / k));
+    const dh = Math.max(1, Math.round(b.h / k));
+    const ox = (size - dw) >> 1, oy = (size - dh) >> 1;
+    const out = new Uint8Array(size * size * 4);
+    for (let y = 0; y < dh; y++) {
+        for (let x = 0; x < dw; x++) {
+            const sx = b.x + Math.min(b.w - 1, Math.floor((x + 0.5) * k));
+            const sy = b.y + Math.min(b.h - 1, Math.floor((y + 0.5) * k));
+            const src = at(img, b, sx - b.x, sy - b.y);
+            const i = ((oy + y) * size + (ox + x)) * 4;
+            out.set(src, i);
+        }
+    }
+    return out;
+}
+
+/** RGB в палитре (hex -> [r,g,b]). */
+const PAL = Object.entries(PALETTE).map(([k, hex]) => {
+    const n = parseInt(hex.slice(1), 16);
+    return [k, (n >> 16) & 255, (n >> 8) & 255, n & 255];
+});
+
+/** Квантизация RGBA в палитру: тёмные пиксели -> TRANSPARENT, остальные — ближайший цвет. */
+export function quantize(rgba) {
+    const out = new Uint8Array(rgba.length);
+    for (let p = 0; p < rgba.length; p += 4) {
+        if (rgba[p + 3] < 128) continue;
+        let best = PAL[0], bd = Infinity;
+        for (const c of PAL) {
+            const d = (rgba[p] - c[1]) ** 2 + (rgba[p + 1] - c[2]) ** 2 + (rgba[p + 2] - c[3]) ** 2;
+            if (d < bd) { bd = d; best = c; }
+        }
+        out[p] = best[1]; out[p + 1] = best[2]; out[p + 2] = best[3]; out[p + 3] = 255;
+    }
+    return out;
+}
+
+// ---------- обзорный лист ----------
+
+/** Лист PNG: сетка спрайтов x4 с подписями имён файлов. */
+export function reviewSheet(files, path, cols = 6) {
+    const s = 4, pad = 6, cell = SIZE * s;
+    const rows = Math.ceil(files.length / cols);
+    const W = cols * (cell + pad) + pad;
+    const H = rows * (cell + pad) + pad;
+    const bg = Buffer.alloc(W * H * 4);
+    for (let p = 0; p < bg.length; p += 4) { bg[p] = 30; bg[p + 1] = 32; bg[p + 2] = 38; bg[p + 3] = 255; }
+    files.forEach(({ name, rgba }, i) => {
+        const cx = pad + (i % cols) * (cell + pad);
+        const cy = pad + Math.floor(i / cols) * (cell + pad);
+        for (let y = 0; y < cell; y++) {
+            for (let x = 0; x < cell; x++) {
+                const sp = ((y / s) | 0) * SIZE + ((x / s) | 0);
+                const si = sp * 4, di = (cy + y) * W + cx + x;
+                if (rgba[si + 3] === 0) continue;
+                bg.set(rgba.subarray(si, si + 4), di * 4);
+            }
+        }
+    });
+    writeFileSync(path, encodePng(W, H, Buffer.from(bg)));
+}
+
+// ---------- CLI ----------
+
+const names = readdirSync(join(HERE, REVIEW)).filter((f) => f.endsWith('.png'));
+mkdirSync(OUT, { recursive: true });
+const processed = names.map((name) => {
+    const img = decodePng(readFileSync(join(HERE, REVIEW, name)));
+    const rgba = quantize(normalizeToSize(img));
+    writeFileSync(join(OUT, name), encodePng(SIZE, SIZE, Buffer.from(rgba)));
+    return { name, rgba };
+});
+reviewSheet(processed, join(OUT, '_sheet.png'));
+console.log(`обработано ${processed.length} -> ${OUT}`);
\ No newline at end of file
diff --git a/apps/game/tools/aiart/processed/101_an_iron_chest_with_bronze_tr.png b/apps/game/tools/aiart/processed/101_an_iron_chest_with_bronze_tr.png
new file mode 100644
index 0000000..1631a09
--- /dev/null
+++ b/apps/game/tools/aiart/processed/101_an_iron_chest_with_bronze_tr.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/102_a_golden_key.png b/apps/game/tools/aiart/processed/102_a_golden_key.png
new file mode 100644
index 0000000..b21b1b1
--- /dev/null
+++ b/apps/game/tools/aiart/processed/102_a_golden_key.png
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diff --git a/apps/game/tools/aiart/processed/105_an_old_oak_tree.png b/apps/game/tools/aiart/processed/105_an_old_oak_tree.png
new file mode 100644
index 0000000..89b38fe
--- /dev/null
+++ b/apps/game/tools/aiart/processed/105_an_old_oak_tree.png
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diff --git a/apps/game/tools/aiart/processed/106_a_wooden_table.png b/apps/game/tools/aiart/processed/106_a_wooden_table.png
new file mode 100644
index 0000000..1ecb360
--- /dev/null
+++ b/apps/game/tools/aiart/processed/106_a_wooden_table.png
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diff --git a/apps/game/tools/aiart/processed/107_a_wooden_chair.png b/apps/game/tools/aiart/processed/107_a_wooden_chair.png
new file mode 100644
index 0000000..72a854f
--- /dev/null
+++ b/apps/game/tools/aiart/processed/107_a_wooden_chair.png
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diff --git a/apps/game/tools/aiart/processed/108_a_small_grey_stone_house.png b/apps/game/tools/aiart/processed/108_a_small_grey_stone_house.png
new file mode 100644
index 0000000..133ecfb
--- /dev/null
+++ b/apps/game/tools/aiart/processed/108_a_small_grey_stone_house.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/109_a_healing_potion_in_a_round_.png b/apps/game/tools/aiart/processed/109_a_healing_potion_in_a_round_.png
new file mode 100644
index 0000000..148c00b
--- /dev/null
+++ b/apps/game/tools/aiart/processed/109_a_healing_potion_in_a_round_.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/110_a_wooden_staff.png b/apps/game/tools/aiart/processed/110_a_wooden_staff.png
new file mode 100644
index 0000000..7cb38f2
--- /dev/null
+++ b/apps/game/tools/aiart/processed/110_a_wooden_staff.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/111_an_iron_sword.png b/apps/game/tools/aiart/processed/111_an_iron_sword.png
new file mode 100644
index 0000000..f1fe824
--- /dev/null
+++ b/apps/game/tools/aiart/processed/111_an_iron_sword.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/112_a_bronze_coin.png b/apps/game/tools/aiart/processed/112_a_bronze_coin.png
new file mode 100644
index 0000000..65531fb
--- /dev/null
+++ b/apps/game/tools/aiart/processed/112_a_bronze_coin.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/_sheet.png b/apps/game/tools/aiart/processed/_sheet.png
new file mode 100644
index 0000000..9f0ecf4
--- /dev/null
+++ b/apps/game/tools/aiart/processed/_sheet.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_chest_s1.png b/apps/game/tools/aiart/processed/a_chest_s1.png
new file mode 100644
index 0000000..c5205ef
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_chest_s1.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_chest_s2.png b/apps/game/tools/aiart/processed/a_chest_s2.png
new file mode 100644
index 0000000..4dd6669
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_chest_s2.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_coin_s1.png b/apps/game/tools/aiart/processed/a_coin_s1.png
new file mode 100644
index 0000000..a22534f
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_coin_s1.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_coin_s2.png b/apps/game/tools/aiart/processed/a_coin_s2.png
new file mode 100644
index 0000000..a22534f
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_coin_s2.png
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diff --git a/apps/game/tools/aiart/processed/a_rock_s1.png b/apps/game/tools/aiart/processed/a_rock_s1.png
new file mode 100644
index 0000000..68e7e8a
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_rock_s1.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_rock_s2.png b/apps/game/tools/aiart/processed/a_rock_s2.png
new file mode 100644
index 0000000..4e219f6
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_rock_s2.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/a_table_s1.png b/apps/game/tools/aiart/processed/a_table_s1.png
new file mode 100644
index 0000000..924a5e4
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_table_s1.png
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diff --git a/apps/game/tools/aiart/processed/a_table_s2.png b/apps/game/tools/aiart/processed/a_table_s2.png
new file mode 100644
index 0000000..924a5e4
--- /dev/null
+++ b/apps/game/tools/aiart/processed/a_table_s2.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/an_oak_s1.png b/apps/game/tools/aiart/processed/an_oak_s1.png
new file mode 100644
index 0000000..e707411
--- /dev/null
+++ b/apps/game/tools/aiart/processed/an_oak_s1.png
Binary files differ
diff --git a/apps/game/tools/aiart/processed/an_oak_s2.png b/apps/game/tools/aiart/processed/an_oak_s2.png
new file mode 100644
index 0000000..b984d7b
--- /dev/null
+++ b/apps/game/tools/aiart/processed/an_oak_s2.png
Binary files differ
diff --git a/apps/game/tools/aiart/prompts-b0.txt b/apps/game/tools/aiart/prompts-b0.txt
new file mode 100644
index 0000000..d039504
--- /dev/null
+++ b/apps/game/tools/aiart/prompts-b0.txt
@@ -0,0 +1,17 @@
+# B0 PoC: промпты под домен «Пепельных лугов» (классы PXG-Tiny, 16×16).
+# Формат: seed|промпт. Последние два — намеренно вне домена классов
+# (колокол, цветок) для проверки поведения отказа.
+101|an iron chest with bronze trim
+102|a golden key
+103|a grey crystal shard
+104|a grey stone
+105|an old oak tree
+106|a wooden table
+107|a wooden chair
+108|a small grey stone house
+109|a healing potion in a round bottle
+110|a wooden staff
+111|an iron sword
+112|a bronze coin
+113|a bronze bell
+114|a yellow flower
\ No newline at end of file
diff --git a/apps/game/tools/aiart/review/101_an_iron_chest_with_bronze_tr.png b/apps/game/tools/aiart/review/101_an_iron_chest_with_bronze_tr.png
new file mode 100644
index 0000000..8203cdc
--- /dev/null
+++ b/apps/game/tools/aiart/review/101_an_iron_chest_with_bronze_tr.png
Binary files differ
diff --git a/apps/game/tools/aiart/review/102_a_golden_key.png b/apps/game/tools/aiart/review/102_a_golden_key.png
new file mode 100644
index 0000000..4d3c489
--- /dev/null
+++ b/apps/game/tools/aiart/review/102_a_golden_key.png
Binary files differ
diff --git a/apps/game/tools/aiart/review/105_an_old_oak_tree.png b/apps/game/tools/aiart/review/105_an_old_oak_tree.png
new file mode 100644
index 0000000..8304d58
--- /dev/null
+++ b/apps/game/tools/aiart/review/105_an_old_oak_tree.png
Binary files differ
diff --git a/apps/game/tools/aiart/review/106_a_wooden_table.png b/apps/game/tools/aiart/review/106_a_wooden_table.png
new file mode 100644
index 0000000..db6e07b
--- /dev/null
+++ b/apps/game/tools/aiart/review/106_a_wooden_table.png
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diff --git a/apps/game/tools/aiart/review/107_a_wooden_chair.png b/apps/game/tools/aiart/review/107_a_wooden_chair.png
new file mode 100644
index 0000000..bdb1333
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diff --git a/docs/plan.md b/docs/plan.md
index daef3b7..b68e693 100644
--- a/docs/plan.md
+++ b/docs/plan.md
@@ -91,6 +91,12 @@
 - **B0 (PoC, ~1 вечер)**: запустить PXG-Tiny/Pixel Forge локально на CPU;
   сгенерировать 10–20 объектов, прогнать пост-обработку, сравнить с текущими
   плейсхолдерами. Критерий: «хотя бы 30% годных без ручной правки».
+  ✅ **Выполнен (2026-09-06)**: PXG-Tiny на CPU (~6 с/спрайт), 20 спрайтов,
+  40% годных, стиль совпал с игрой на 100%. Пайплайн: `tools/aiart/`
+  (`post.mjs` — кроп/квантизация в палитру + обзорный лист; `manifest.json`
+  — вердикты). Pixel Forge отложен (нет Rust-тулчейна). Ограничение:
+  критичные для игры ассеты (колодец, столб, рычаг, колокольчик, моты)
+  вне 38 классов модели — для них дообучение / RD API / ручной арт.
 - **B1**: пайплайн post.mjs + манифест + review-каталог; генерация партии
   спрайтов объектов для акта 2.
 - **B2**: тайлы сложных поверхностей (img-условность от существующих тайлов).