# THE BAKER — Visual Concepts for Flux.2 LoRA Training **Date:** 2026-05-13 **Purpose:** Define visual concepts for training a custom Flux.2 LoRA model to generate deck and pitch assets. --- ## Visual Identity Summary **Core Aesthetic:** Grandeur with decay **Lighting:** Chiaroscuro locations, moral pressure through light **Color Palette:** Deep blacks (#121212), warm gold (#B78A3C), muted grays (#E6E6E6, #A8A8A8) **Textures:** Baroque Catholic weight, Phoenician memory, Lebanese stone, aged wealth --- ## Training Concept Categories ### Category 1: Estate Interiors (8-10 images) **Concept:** The Barakat estate as monument to exile, command, and decline. **Visual Elements:** - Ornate rooms with visible wear - Photographs, pills, guns on surfaces - Heavy curtains, aged wood, marble - Light shafts cutting through dust - Catholic iconography mixed with Lebanese artifacts **Sample Captions:** ``` the baker film style, barakat estate interior, baroque catholic weight with phoenician memory, grand room showing decay and wealth, chiaroscuro lighting, dust motes in light shafts, aged marble floors, heavy velvet curtains, family photographs on walls, pills and guns on ornate table, cinematic, grandeur with decay, lebanese diaspora wealth, sydney estate, morally compromised luxury ``` ``` the baker film style, patriarch study room, dim chiaroscuro lighting, leather armchair with pills bottle, crucifix on wall, photographs of family, gun in drawer partially visible, baroque architectural details, phoenician decorative elements, grandeur with decay, cinematic composition ``` --- ### Category 2: Church and Ritual (6-8 images) **Visual Elements:** - Maronite Catholic church interiors - Holy Communion ceremony - Candles, incense, religious iconography - Family in formal attire - Public reverence, private tension **Sample Captions:** ``` the baker film style, maronite catholic church interior, holy communion ceremony, family in formal attire, candles and incense, religious iconography, chiaroscuro lighting, public reverence private tension, white dress communion girl, cinematic, grandeur with decay, lebanese australian community ``` ``` the baker film style, church altar close-up, golden crucifix, candlelight, incense smoke, baroque catholic ornamentation, phoenician influences, moral pressure through light, cinematic composition, the baker aesthetic ``` --- ### Category 3: Nightclub and Violence (6-8 images) **Visual Elements:** - Billy's club: opulence with basement - Pleasure masking danger - Neon and shadow - Violence hidden behind luxury **Sample Captions:** ``` the baker film style, nightclub interior, opulence with emptiness, neon lighting and deep shadows, pleasure with basement beneath, violence hidden behind luxury, grandeur with decay, cinematic, the baker aesthetic, sydney underworld ``` ``` the baker film style, club vip area, leather seating, champagne bottles, dim red lighting, basement door visible, moral decay visible in luxury, chiaroscuro, cinematic composition ``` --- ### Category 4: Lebanon and Memory (6-8 images) **Visual Elements:** - Port of Byblos at dawn - Lebanese Civil War flashbacks - Fishing caique Eleftheria - Mountains, hash, territory - Cemetery with two caskets **Sample Captions:** ``` the baker film style, port of byblos at dawn, fishing caique eleftheria leaving, lebanon burning in background, blood and exile, crucifix sinking into sea, cinematic, the baker aesthetic, opening wound sequence, grandeur with decay ``` ``` the baker film style, lebanese cemetery on slopes, two elaborate caskets descending, matriarch in black brocade silk, bishop blessing, village baker pulling bell rope, israeli fighter jet in sky, never-ending war, cinematic, grandeur with decay, the baker ending ``` --- ### Category 5: Family and Food (4-6 images) **Visual Elements:** - Holy Communion reception - Tables with food, children, music - Immersive family realism - Tension beneath celebration **Sample Captions:** ``` the baker film style, holy communion reception, crowded family gathering, tables with food and children, music and duty, immersive family realism, tension beneath celebration, cinematic, grandeur with decay, lebanese australian family, the baker aesthetic ``` ``` the baker film style, family dinner table, multiple generations, food abundance, underlying tension, chiaroscuro lighting, baroque setting, cinematic composition, the baker aesthetic ``` --- ### Category 6: Character Portraits (8-10 images) **Visual Elements:** - Fredric: aging patriarch, diminished, surrounded by ghosts - Magda: second spine, care as authority, grief as power - Billy: reckless son, violence as identity - Vincent: educated, grateful, hidden bloodline - Aida: legitimate future **Sample Captions:** ``` the baker film style, fredric barakat portrait, aging drug lord patriarch, physically diminished, surrounded by photographs pills guns priests and ghosts, chiaroscuro lighting, baroque interior, grandeur with decay, cinematic, the baker aesthetic, maronite catholic lebanese australian ``` ``` the baker film style, magda barakat portrait, second wife matriarch, care as authority grief as power, black clothing, judging expression, chiaroscuro lighting, cinematic, the baker aesthetic, grandeur with decay ``` ``` the baker film style, billy barakat portrait, reckless son, violence as identity, demanding empire, remote contempt, dim lighting, club background, cinematic, the baker aesthetic, grandeur with decay ``` --- ### Category 7: Symbolic Objects (6-8 images) **Visual Elements:** - Crucifix sinking in sea - Gold Beretta (gratitude receives weapon) - White dress and white powder - Bullet casing and communion wafer - Family crest half in shadow - Bread and blood **Sample Captions:** ``` the baker film style, golden crucifix sinking beneath sea surface, blood and faith and exile, opening wound sequence, underwater light rays, cinematic, the baker aesthetic, grandeur with decay, symbolic ``` ``` the baker film style, gold beretta pistol on ornate table, gratitude receives weapon, fredric's memento to vincent, chiaroscuro lighting, baroque interior, cinematic, the baker aesthetic, grandeur with decay, symbolic object ``` ``` the baker film style, bullet casing and communion wafer side by side on marble, carved wooden family crest half in shadow, symbolic, the baker aesthetic, grandeur with decay, cinematic composition, moral pressure ``` --- ### Category 8: Title and Text Cards (4-6 images) **Visual Elements:** - Title card: THE BAKER - Tagline: NO LEGACY STAINED BY BLOOD IS WORTH HONOURING - Quote: "Almost all great men are bad men." - Section dividers with gold accents **Sample Captions:** ``` the baker film style, title card THE BAKER, deep black background #121212, gold accent #B78A3C, elegant typography, grandeur with decay, cinematic, deck visual, pitch deck title slide ``` ``` the baker film style, text card background, deep black with subtle texture, gold line accent, chiaroscuro, grandeur with decay, deck visual, pitch deck divider, the baker aesthetic ``` --- ## Training Parameters **Total Target Images:** 50-60 images across 8 categories **Image Size:** 1024x1024 (Flux.2 native) **Caption Format:** Plain text .txt files, one per image **Trigger Word:** "the baker film style" (prepended to all captions) **LoRA Configuration:** - Rank: 16 (balanced for style capture) - Alpha: 8 (half of rank for stability) - Training Steps: 2000 - Batch Size: 1 (VRAM constrained) - Learning Rate: 1e-4 - Mixed Precision: fp16 --- ## Next Steps 1. Generate 50-60 base images using captions above 2. Review and refine captions based on output quality 3. Train LoRA on generated dataset 4. Test LoRA with new prompts 5. Iterate: regenerate weak concepts, retrain --- ## Style Keywords (always include) - `the baker film style` - `grandeur with decay` - `chiaroscuro lighting` - `cinematic` - `baroque catholic weight` - `phoenician memory` - `lebanese diaspora` - `morally compromised luxury`