Peta Ilmu Tobi

🗂 curriculum (3)

📚 creative-curriculum 150 topik

01 — Creative Thinking (8)

• 1. Idea Generation [V]
• 2. Brainstorming [V]
• 3. Lateral Thinking [V]
• 4. Concept Development [V]
• 5. Problem Solving [V]
• 6. Creative Strategy [V]
• 7. Hubungan Antara Konsep
• Bukti faham (checklist)

02 — Design (9)

• 1. Design: dua muka — Graphic vs Visual [V]
• 2. Layout & Composition [V]
• 3. Typography [V]
• 4. Color Theory [V]
• 5. Illustration [V]
• 6. Iconography [V]
• 7. Design Systems [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

03 — Brand Creative (10)

• 1. Brand Identity [V]
• 2. Logo Design [V]
• 3. Visual Identity [V]
• 4. Brand Guidelines [V]
• 5. Art Direction [V]
• 6. Brand Personality [V]
• 7. Brand Storytelling [V]
• Perangkap umum (ringkasan)
• Rujuk silang
• Bukti faham (checklist)

04 — Advertising Creative (11)

• 1. Creative Strategy [V]
• 2. Ad Concept [V]
• 3. Creative Angle [V]
• 4. Hook Development [V]
• 5. Ad Copywriting [V]
• 6. Visual Ads [V]
• 7. Video Ads [V]
• 8. UGC Creative [V]
• 9. Direct Response Creative [V]
• 10. Creative Testing [V]
• Bukti faham (checklist)

05 — Copy & Writing (12)

• 1. Copywriting vs Creative Writing [V]
• 2. Copywriting [V]
• 3. Brand Voice [V]
• 4. Headlines [V]
• 5. Hooks [V]
• 6. CTA Writing [V]
• 7. Storytelling [V]
• 8. Scriptwriting [V]
• 9. Creative Writing [V]
• 10. Aliran kerja & hubungan
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

06 — Content Creation (11)

• Apa modul ini
• Konsep 1 — Content Strategy
• Konsep 2 — Social Media Content
• Konsep 3 — Short-form Content
• Konsep 4 — Long-form Content
• Konsep 5 — Content Ideation
• Konsep 6 — Content Pillars
• Konsep 7 — Content Repurposing
• Aliran kerja ringkas (workflow)
• Sumber belajar lanjutan (cadangan)
• Bukti faham (checklist)

07 — Photography (9)

• 1. Composition (Komposisi)
• 2. Lighting (Pencahayaan)
• 3. Product Photography (Fotografi Produk)
• 4. Portrait (Potret)
• 5. Commercial Photography (Fotografi Komersial)
• 6. Photo Editing (Editing Foto)
• 7. Retouching (Retouching)
• Projek Mini (Gabungan)
• Bukti faham (checklist)

08 — Video (10)

• 1. Videography & Cinematography [V]
• 2. Storyboarding [V]
• 3. Shot Composition [V]
• 4. Lighting [V]
• 5. Video Editing [V]
• 6. Color Grading [V]
• 7. Sound Design [V]
• 8. Workflow & Delivery [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

09 — Motion & Animation (10)

• Sub-topik teras
▪ Motion Graphics
▪ 2D Animation
▪ 3D Animation
▪ Kinetic Typography
▪ VFX (Visual Effects)
▪ CGI (Computer-Generated Imagery)
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

10 — Digital Product Creative (10)

• 1. Digital Product Creative — peta konsep [V]
• 2. UI Design (User Interface) [V]
• 3. UX Design (User Experience) [V]
• 4. Interaction Design (IxD) [V]
• 5. Web Design [V]
• 6. App Design [V]
• 7. Prototyping [V]
• 8. Aliran kerja & alat (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

100 — Creative Intellectual Property (9)

• 1. Original Concepts [V]
• 2. Characters [V]
• 3. Formats [V]
• 4. Franchises [V]
• 5. Brand Worlds [V]
• 6. Licensing [V]
• 7. IP Expansion [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

101 — Art History (11)

• 1. Apa itu art history [V]
• 2. Classical Art [V]
• 3. Renaissance [V]
• 4. Modernism [V]
• 5. Postmodernism [V]
• 6. Contemporary Art [V]
• 7. Visual Movements — peta pantas [V]
• Kronologi pantas (cheat-sheet) [V]
• Perangkap merentas zaman (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

102 — Design History (8)

• 1. Kenapa sejarah design penting [V]
• 2. Modern Design (Modernism) — akar [V]
• 3. Bauhaus [V]
• 4. Art Deco [V]
• 5. Swiss Style (International Typographic Style) [V]
• 6. Digital Design Evolution [V]
• 7. Ringkasan mental model
• Bukti faham (checklist)

103 — Visual Culture (9)

• 1. Apa itu Visual Culture? [V]
• 2. Image Interpretation (mentafsir imej) [V]
• 3. Popular Culture (budaya popular) [V]
• 4. Media Representation (representasi media) [V]
• 5. Symbol Systems (sistem simbol) [V]
• 6. Visual Ideology (ideologi visual) [V]
• 7. Aliran kerja — membaca & membina imej secara budaya
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

104 — Media Studies (7)

• 1. Mass Media [V]
• 2. Digital Media [V]
• 3. Platform Culture [V]
• 4. Audience Studies [V]
• 5. Media Effects [V]
• 6. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

105 — Communication Design (8)

• 1. Communication Design: definisi & skop [V]
• 2. Message Design [V]
• 3. Visual Communication [V]
• 4. Information Flow [V]
• 5. Audience Interpretation [V]
• 6. Communication Systems [V]
• 7. Ringkasan Mental Model
• Bukti faham (checklist)

106 — Design Principles (10)

• 1. Design Principles: apa & kenapa [V]
• 2. Balance — imbangan [V]
• 3. Contrast — kontras [V]
• 4. Emphasis — penekanan [V]
• 5. Proportion — perkadaran [V]
• 6. Unity — kesatuan [V]
• 7. Rhythm — ritma [V]
• 8. Movement — pergerakan [V]
• 9. Prinsip bekerja bersama [V]
• Bukti faham (checklist)

107 — Gestalt Principles (10)

• 1. Asal usul & idea teras [V]
• 2. Proximity (kedekatan) [V]
• 3. Similarity (persamaan) [V]
• 4. Closure (penutupan) [V]
• 5. Continuity (kesinambungan) [V]
• 6. Figure-Ground (latar depan-belakang) [V]
• 7. Common Region (kawasan bersama) [V]
• 8. Prinsip tambahan & konflik antara prinsip [V]
• 9. Ringkasan Mental Model
• Bukti faham (checklist)

108 — Composition Theory (10)

• 1. Apa itu Composition [V]
• 2. Rule of Thirds [V]
• 3. Golden Ratio & Proportion [V]
• 4. Visual Weight [V]
• 5. Focal Point [V]
• 6. Negative Space [V]
• 7. Spatial Balance [V]
• 8. Ringkasan Mental Model
• Latihan (praktikal)
• Bukti faham (checklist)

109 — Symbolism (11)

• 1. Apa itu Symbolism [V]
• 2. Symbol vs Sign [V]
• 3. Visual Symbols [V]
• 4. Metaphor [V]
• 5. Allegory [V]
• 6. Archetypes [V]
• 7. Iconography [V]
• 8. Cultural Meaning [V]
• 9. Ringkasan Mental Model
• Latihan (praktikal)
• Bukti faham (checklist)

11 — Art Direction (9)

• 1. Visual Concept [V]
• 2. Moodboard [V]
• 3. Styling [V]
• 4. Set Direction [V]
• 5. Photography Direction [V]
• 6. Video Direction [V]
• 7. Creative Consistency [V]
• 8. Workflow & Hubungan topik lain [V]
• Bukti faham (checklist)

110 — Narrative Psychology (10)

• 1. Apa itu Narrative Psychology [V]
• 2. Identification (Identifikasi) [V]
• 3. Empathy (Empati) [V]
• 4. Suspense (Ketegangan) [V]
• 5. Emotional Arc (Lengkung Emosi) [V]
• 6. Narrative Transportation (Pengangkutan Naratif) [V]
• 7. Memory (Ingatan Naratif) [V]
• 8. Hubungan antara konsep & aliran kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

111 — Humor Creative (10)

• 1. Asas: kenapa sesuatu itu lawak [V]
• 2. Timing [V]
• 3. Irony [V]
• 4. Satire [V]
• 5. Absurdity [V]
• 6. Parody [V]
• 7. Comedic Writing [V]
• 8. Humor sebagai alat kreatif & pemasaran [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

112 — Meme Design (9)

• 1. Apa itu Meme & Meme Design [V]
• 2. Meme Formats [V]
• 3. Remix Culture [V]
• 4. Internet Language [V]
• 5. Cultural Timing [V]
• 6. Shareability [V]
• 7. Aliran kerja — reka meme untuk jenama/kreatif
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

113 — Viral Creative (10)

• Sub-topik teras
▪ Share Triggers
▪ Novelty
▪ Emotion
▪ Social Currency
▪ Participation
▪ Network Effects
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

114 — Attention Design (10)

• 1. Perhatian: sumber terhad [V]
• 2. Pattern Interrupt (Gangguan Corak) [V]
• 3. Salience (Keterjelasan) [V]
• 4. Novelty (Kebaharuan) [V]
• 5. Motion (Pergerakan) [V]
• 6. Contrast (Kontras) [V]
• 7. Cognitive Load (Beban Kognitif) [V]
• 8. Guna dalam kerja kreatif Fai [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

115 — Cognitive Design (10)

• 1. Peta konsep [V]
• 2. Mental Models [V]
• 3. Processing Fluency [V]
• 4. Memory & Beban Kognitif [V]
• 5. Recognition vs Recall [V]
• 6. Cognitive Bias [V]
• 7. Decision Friction [V]
• 8. Bagaimana konsep bersatu [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

116 — Neuroaesthetics (9)

• 1. Apa itu neuroaesthetics [V]
• 2. Perception of Beauty (Persepsi Kecantikan) [V]
• 3. Visual Preference (Pilihan Visual) [V]
• 4. Pattern Recognition (Pengecaman Corak) [V]
• 5. Emotion (Emosi) [V]
• 6. Sensory Response (Respons Deria) [V]
• 7. Guna dalam kerja kreatif Fai [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

117 — Human-Centered Design (10)

• 1. Peta konsep [V]
• 2. Empathy (Empati) [V]
• 3. User Needs (Keperluan Pengguna) [V]
• 4. Ideation (Penjanaan Idea) [V]
• 5. Prototype (Prototaip) [V]
• 6. Testing (Pengujian) [V]
• 7. Iteration (Pengulangan) [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

118 — Inclusive Design (8)

• 1. Accessibility (Aksesibiliti) [V]
• 2. Universal Design (Reka Bentuk Sejagat) [V]
• 3. Diverse Users (Pengguna Pelbagai) [V]
• 4. Cultural Inclusion (Kemasukan Budaya) [V]
• 5. Design Equity (Ekuiti Reka Bentuk) [V]
• 6. Aliran kerja — inclusive design dalam proses kreatif
• 7. Ringkasan Mental Model
• Bukti faham (checklist)

119 — Accessible Creative (9)

• 1. Accessibility: apa & kenapa [V]
• 2. Color Contrast — kontras warna [V]
• 3. Readability — kebolehbacaan [V]
• 4. Captions — sarikata [V]
• 5. Alt Text — teks gantian [V]
• 6. Audio Description — penerangan audio [V]
• 7. Cognitive Accessibility — akses kognitif [V]
• 8. Prinsip bekerja bersama [V]
• Bukti faham (checklist)

12 — Creative Psychology (11)

• 1. Peranan psikologi dalam kerja kreatif [V]
• 2. Attention (Perhatian) [V]
• 3. Perception (Persepsi) [V]
• 4. Emotion (Emosi) [V]
• 5. Curiosity (Rasa ingin tahu) [V]
• 6. Memory (Ingatan) [V]
• 7. Visual Hierarchy (Hierarki Visual) [V]
• 8. Persuasion (Pujukan) [V]
• 9. Hubungan antara konsep & aliran kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

120 — Sustainable Design (9)

• 1. Sustainable Design: definisi & skop [V]
• 2. Circular Design [V]
• 3. Material Impact [V]
• 4. Waste Reduction [V]
• 5. Lifecycle Thinking [V]
• 6. Sustainable Production [V]
• 7. Hubungan dengan topik lain [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

121 — Eco-Design (9)

• 1. Eco-design — peta konsep [V]
• 2. Environmental Footprint [V]
• 3. Low-impact Materials [V]
• 4. Reusability [V]
• 5. Repairability [V]
• 6. Recycling [V]
• 7. Eco-design & ekonomi bulat dalam konteks kreatif [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

122 — Social Design (10)

• 1. Peta konsep [V]
• 2. Social Problems [V]
• 3. Community Solutions [V]
• 4. Public Interest Design [V]
• 5. Behavioral Change [V]
• 6. Civic Engagement [V]
• 7. Design Methods & Tools [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

123 — Community-Led Design (10)

• 1. Apa itu Community-Led Design [V]
• 2. Participatory Research [V]
• 3. Co-design dalam konteks komuniti [V]
• 4. Local Knowledge [V]
• 5. Community Ownership [V]
• 6. Social Impact [V]
• 7. Menjalankan projek community-led — aliran kerja [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

124 — Public Interest Creative (8)

• 1. Public Communication [V]
• 2. Social Campaigns [V]
• 3. Awareness Campaigns [V]
• 4. Behavior Change [V]
• 5. Educational Design [V]
• 6. Prinsip kerja & etika [V]
• 7. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

125 — Educational Creative (9)

• 1. Learning Design: definisi & skop [V]
• 2. Prinsip kognitif & multimedia [V]
• 3. Educational Visuals [V]
• 4. Explainer Content [V]
• 5. Instructional Media [V]
• 6. Interactive Learning [V]
• 7. Edu-marketing & aplikasi untuk Fai [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

126 — Explainer Design (9)

• 1. Explainer design: definisi & skop [V]
• 2. Simplification [V]
• 3. Visual Metaphor [V]
• 4. Diagramming [V]
• 5. Animation [V]
• 6. Information Sequencing [V]
• 7. Ringkasan mental model
• Rujuk silang
• Bukti faham (checklist)

127 — Data Storytelling (7)

• 1. Narrative with Data: definisi & skop [V]
• 2. Chart Selection [V]
• 3. Insight Framing [V]
• 4. Annotation [V]
• 5. Story Arc [V]
• 6. Ringkasan Mental Model
• Bukti faham (checklist)

128 — Dashboard Design (8)

• 1. Apa itu Dashboard Design — bingkai [V]
• 2. KPI Hierarchy [V]
• 3. Data Density [V]
• 4. Visual Prioritization [V]
• 5. Interaction [V]
• 6. Decision Support [V]
• 7. Ringkasan Mental Model
• Bukti faham (checklist)

129 — Presentation Design (9)

• 1. Presentation Design — apa & kenapa [V]
• 2. Slide Structure [V]
• 3. Visual Hierarchy [V]
• 4. Narrative Pacing [V]
• 5. Delivery Skills [V]
• 6. Audience Engagement [V]
• 7. Presentation Tools [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

13 — Creative Research (10)

• 1. Apa itu Creative Research [V]
• 2. Trend Research [V]
• 3. Competitor Research [V]
• 4. Audience Research [V]
• 5. Cultural Research [V]
• 6. Reference Research [V]
• 7. Creative Analysis [V]
• 8. Aliran kerja & hubungan
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

130 — Motion Language (10)

• 1. Apa itu Motion Language?
• 2. Motion Vocabulary (kosa kata gerakan)
• 3. Motion Grammar (tatabahasa gerakan)
• 4. Motion Principles (prinsip gerakan)
• 5. Choreography (koreografi gerakan)
• 6. Temporal Design (reka bentuk masa)
• 7. Brand Motion (gerakan jenama)
• Ringkasan mental model
• Rujuk silang
• Bukti faham (checklist)

131 — Microinteractions (11)

• 1. Peta konsep [V]
• 2. Trigger [V]
• 3. Rules [V]
• 4. Feedback [V]
• 5. Loops & Modes [V]
• 6. Micro-copy [V]
• 7. State Communication [V]
• 8. Delight [V]
• 9. Hubungan dengan topik lain [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

132 — Interaction Choreography (10)

• Sub-topik teras
▪ Sequencing
▪ Transition Design
▪ Multi-element Sync
▪ Continuity
▪ Timing
▪ Spatial Layout Motion
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

133 — Gameful Design (9)

• 1. Play — apa itu bermain & "gameful" [V]
• 2. Motivation — mengapa orang mahu terlibat [V]
• 3. Challenge — cabaran seimbang kemahiran [V]
• 4. Reward — ganjaran yang menyokong, bukan menggantikan [V]
• 5. Feedback Loops — gelung maklum balas [V]
• 6. Engagement — penglibatan yang bertahan [V]
• 7. Mental model ringkas & aplikasi untuk Fai
• Rujuk silang
• Bukti faham (checklist)

134 — Gamification (12)

• 1. Definisi & skop [V]
• 2. Game Mechanics dalam konteks bukan game [V]
• 3. Points [V]
• 4. Badges [V]
• 5. Leaderboards [V]
• 6. PBL Critique — "pointsification" [V]
• 7. Motivation: intrinsik vs ekstrinsik [V]
• 8. Etika & dark patterns [V]
• 9. Aplikasi & reka bentuk untuk Fai [V]
• 10. Ringkasan mental model
• Rujuk silang
• Bukti faham (checklist)

135 — World Design (9)

• 1. Apa itu Worldbuilding [V]
• 2. Setting Rules (Peraturan Dunia) [V]
• 3. Geography (Geografi) [V]
• 4. Culture (Budaya) [V]
• 5. Lore (Sejarah & Mitos) [V]
• 6. Believable Worlds (Dunia yang Dipercayai) [V]
• 7. Hubungan antara konsep & aliran kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

136 — Character Development (10)

• Sub-topik teras
▪ Character Arc
▪ Motivation
▪ Flaws
▪ Voice
▪ Relationships
▪ Growth
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

137 — Creature Design (10)

• Sub-topik teras
▪ Anatomy
▪ Silhouette
▪ Function
▪ Habitat
▪ Believable Creatures
▪ Creature Narrative
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

138 — Prop Design (9)

• 1. Apa itu Prop Design [V]
• 2. Function — prop mesti boleh dipakai [V]
• 3. Silhouette — bentuk mesti terbaca [V]
• 4. Storytelling — prop bercerita [V]
• 5. Era & Setting — prop mesti ikut dunia [V]
• 6. Materials — bahan, tekstur & usia [V]
• 7. Consistency — prop sama di setiap babak [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

139 — Environment Concept Art (11)

• Apa itu Environment Concept Art
• Sub-topik teras
▪ Composition
▪ Lighting
▪ Mood
▪ Storytelling
▪ Architecture
▪ Color Script
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

14 — Creative Production (8)

• 1. Pre-production [V]
• 2. Production Planning [V]
• 3. Talent/Model Direction [V]
• 4. Location & Props [V]
• 5. Post-production [V]
• 6. Asset Management [V]
• 7. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

140 — Matte Painting (11)

• Peta Konsep (Concept Map)
• 1. Apa itu Matte Painting [V]
• 2. Digital Painting [V]
• 3. Perspective [V]
• 4. Camera Projection [V]
• 5. Set Extension [V]
• 6. Lighting Match [V]
• 7. Alat & Amalan Industri [V]
• 8. Aliran Kerja Ringkas (Mini Workflow)
• 9. Rujuk silang
• Bukti faham (checklist)

141 — Stop-Motion (11)

• Sub-topik teras
▪ Frame-by-frame Animation
▪ Puppet Making
▪ Set Rigging
▪ Animation Timing
▪ Materials
▪ Cinematography
• Workflow ringkas (pra ke pasca)
• Perangkap lintas-bahagian (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

142 — Practical Effects (11)

• Peta Konsep (Concept Map)
• 1. Miniatures
• 2. Animatronics
• 3. Pyrotechnics
• 4. Mechanical Effects
• 5. Makeup FX (Prosthetic Makeup)
• 6. On-set Integration
• Perangkap Umum (Whole-Craft Traps)
• Aliran Kerja Ringkas (Mini Workflow)
• Rujuk silang (Cross-references)
• Bukti faham (checklist)

143 — Title Design (9)

• 1. Title Design — bingkai [V]
• 2. Opening Sequence [V]
• 3. Kinetic Type [V]
• 4. Typography dalam Title [V]
• 5. Mood [V]
• 6. Motion Branding [V]
• 7. Ringkasan mental model
• Rujuk silang
• Bukti faham (checklist)

144 — Broadcast Design (10)

• 1. Apa itu Broadcast Design [V]
• 2. On-air Graphics [V]
• 3. Lower Thirds [V]
• 4. Show Package [V]
• 5. Idents [V]
• 6. Live Graphics [V]
• 7. Brand Consistency [V]
• 8. Perangkap utama (jangan buat)
• 9. Rujuk silang
• Bukti faham (checklist)

145 — Sonic Identity (9)

• 1. Apa itu Sonic Identity [V]
• 2. Brand Sound [V]
• 3. Audio Logo [V]
• 4. Sound Palette [V]
• 5. Sonic Guidelines [V]
• 6. Consistency [V]
• 7. Cross-platform [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

146 — Voice Design (9)

• 1. Voice UX & VUI [V]
• 2. Conversational Design [V]
• 3. Voice Persona [V]
• 4. Dialogue Flow [V]
• 5. VUI Principles [V]
• 6. Multimodal [V]
• 7. Prototaip, ujian & metrik [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

147 — Podcast Creative (8)

• 1. Show Concept [V]
• 2. Format [V]
• 3. Story Arc [V]
• 4. Audio Storytelling [V]
• 5. Editing [V]
• 6. Audience Building [V]
• 7. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

148 — Live Content Creative (10)

• Sub-topik teras
▪ Live Streaming
▪ Format Design
▪ Audience Interaction
▪ Real-time Engagement
▪ Live Production
▪ Content Pillars
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

149 — Creative Automation (10)

• Sub-topik teras
▪ Templating
▪ Asset Pipelines
▪ AI-assisted Workflows
▪ Batch Processing
▪ Automation Strategy
▪ Human Oversight
• Perangkap umum (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

15 — Creative Management (9)

• 1. Creative Management — peta konsep [V]
• 2. Creative Brief [V]
• 3. Creative Operations [V]
• 4. Creative Workflow [V]
• 5. Feedback & Critique [V]
• 6. Quality Control (QC) [V]
• 7. Creative Team Management [V]
• 8. Creative Performance Analysis [V]
• Bukti faham (checklist)

150 — Creative Knowledge Management (9)

• 1. Creative Knowledge Management — apa & kenapa [V]
• 2. Knowledge Base [V]
• 3. Tagging & Taxonomy [V]
• 4. Retrieval [V]
• 5. Idea Management [V]
• 6. Team Memory [V]
• 7. KM Tools [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

16 — Illustration & Art (11)

• Sub-topik teras
▪ Drawing
▪ Digital Painting
▪ Concept Art
▪ Character Design
▪ Environment Design
▪ Editorial Illustration
▪ Visual Development (VisDev)
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

17 — Packaging Design (9)

• 1. Packaging Structure [V]
• 2. Label Design [V]
• 3. Shelf Impact [V]
• 4. Unboxing Experience [V]
• 5. Material Selection [V]
• 6. Packaging Branding [V]
• Perangkap umum (ringkasan)
• Rujuk silang
• Bukti faham (checklist)

18 — Editorial Design (9)

• 1. Editorial Design: definisi & skop [V]
• 2. Publication Layout & Grid [V]
• 3. Magazine Design [V]
• 4. Book Design [V]
• 5. Information Hierarchy [V]
• 6. Cover Design [V]
• 7. Print Design & Production [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

19 — Fashion Creative (11)

• 1. Fashion Design [V]
• 2. Textile Design [V]
• 3. Pattern Design [V]
• 4. Styling [V]
• 5. Fashion Direction [V]
• 6. Lookbook [V]
• 7. Fashion Campaign [V]
• Projek Mini (Gabungan)
• Perangkap umum (ringkasan)
• Rujuk silang
• Bukti faham (checklist)

20 — Spatial Creative (10)

• 1. Spatial Creative — peta konsep [V]
• 2. Interior Styling [V]
• 3. Exhibition Design [V]
• 4. Retail Experience [V]
• 5. Set Design [V]
• 6. Spatial Storytelling [V]
• 7. Environmental Graphics (EGD) [V]
• 8. Aliran kerja & alat (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

21 — Event & Experience Design (10)

• 1. Peta konsep [V]
• 2. Event Concept [V]
• 3. Experiential Marketing [V]
• 4. Activation Design [V]
• 5. Installation [V]
• 6. Pop-up Experience [V]
• 7. Immersive Experience [V]
• 8. Aliran kerja & pengukuran (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

22 — Audio Creative (9)

• 1. Music Production [V]
• 2. Sound Design [V]
• 3. Voice Direction [V]
• 4. Sonic Branding [V]
• 5. Podcast Production [V]
• 6. Jingle [V]
• 7. Audio Storytelling [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

23 — Film & Entertainment Creative (9)

• 1. Screenwriting [V]
• 2. Film Direction [V]
• 3. Casting [V]
• 4. Production Design [V]
• 5. Editing (Narrative) [V]
• 6. Documentary [V]
• 7. Entertainment Development [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

24 — Game Creative (11)

• Sub-topik teras
▪ Game Design
▪ Game Art
▪ Narrative Design
▪ Character Design
▪ Level Design
▪ Worldbuilding
▪ Interactive Storytelling
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

25 — 3D & CGI (11)

• Sub-topik teras
▪ 3D Modeling
▪ Texturing
▪ Rigging
▪ Rendering
▪ Product Visualization
▪ Architectural Visualization
▪ CGI Advertising
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

26 — Immersive Media (10)

• 1. Immersive Media — peta konsep [V]
• 2. Augmented Reality (AR) [V]
• 3. Virtual Reality (VR) [V]
• 4. Mixed Reality (MR) [V]
• 5. Interactive Installation [V]
• 6. Virtual Production (VP) [V]
• 7. Spatial Computing [V]
• 8. Pilih medium & aliran kerja (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

27 — Creative Technology (11)

• 1. Creative Technology — peta konsep [V]
• 2. Creative Coding [V]
• 3. Generative Art [V]
• 4. Interactive Media [V]
• 5. WebGL [V]
• 6. Physical Computing [V]
• 7. Projection Mapping [V]
• 8. Digital Installation [V]
• 9. Aliran kerja & alat (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

28 — AI Creative (12)

• Sub-topik teras
▪ AI Image Generation
▪ AI Video Generation
▪ AI Music
▪ AI Copy
▪ Prompt Design
▪ AI Creative Workflow
▪ Synthetic Media
▪ Human-AI Creative Direction
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

29 — Information Design (9)

• 1. Information Design: definisi & skop [V]
• 2. Infographics [V]
• 3. Data Visualization [V]
• 4. Diagram Design [V]
• 5. Information Architecture (IA) [V]
• 6. Wayfinding [V]
• 7. Visual Explanation [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

30 — Culture & Semiotics (11)

• 1. Culture — asas untuk creative [V]
• 2. Semiotics — sains tanda & makna [V]
• 3. Cultural Codes [V]
• 4. Symbols [V]
• 5. Trends [V]
• 6. Subcultures [V]
• 7. Meme Culture [V]
• 8. Cultural Relevance [V]
• 9. Aliran kerja — budaya dalam proses kreatif
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

31 — Creative Innovation (9)

• 1. Apa itu Innovation [V]
• 2. Design Thinking [V]
• 3. Ideation Frameworks [V]
• 4. Creative Problem Solving (CPS) [V]
• 5. Concept Testing [V]
• 6. Rapid Prototyping [V]
• 7. Innovation Strategy [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

32 — Creative Performance (11)

• Sub-topik teras
▪ Creative Analytics
▪ A/B Testing
▪ Hook Analysis
▪ Retention Analysis
▪ Conversion Analysis
▪ Creative Fatigue
▪ Iteration Strategy
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

33 — Creative Operations (10)

• 1. Creative Operations — apa & kenapa [V]
• 2. Asset Library (DAM) [V]
• 3. Version Control [V]
• 4. Approval Workflow [V]
• 5. Production Pipeline [V]
• 6. Resource Planning & Capacity [V]
• 7. Creative QA (Quality Assurance) [V]
• 8. Scaling Production [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

34 — Creative Leadership (10)

• 1. Creative Leadership — peta konsep [V]
• 2. Creative Vision [V]
• 3. Creative Direction [V]
• 4. Team Direction [V]
• 5. Critique (sebagai amalan kepimpinan) [V]
• 6. Talent Development [V]
• 7. Creative Culture [V]
• 8. Decision Making (keputusan kreatif) [V]
• Rujuk silang
• Bukti faham (checklist)

35 — Story Development (10)

• Sub-topik teras
▪ Narrative Structure
▪ Character Arc
▪ Conflict
▪ Pacing
▪ Theme
▪ Worldbuilding
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

36 — Visual Storytelling (10)

• 1. Apa itu Visual Storytelling [V]
• 2. Visual Sequence [V]
• 3. Framing [V]
• 4. Symbolism [V]
• 5. Visual Metaphor [V]
• 6. Scene Progression [V]
• 7. Emotional Visuals [V]
• 8. Prinsip kerja & etika [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

37 — Concept Development (10)

• 1. Idea vs konsep [V]
• 2. Big Idea [V]
• 3. Core Concept [V]
• 4. Concept Territories [V]
• 5. Concept Expansion [V]
• 6. Concept Validation [V]
• 7. Concept Refinement [V]
• 8. Hubungan antara konsep & aliran kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

38 — Creative Ideation Methods (9)

• 1. Divergent Thinking sebagai Asas [V]
• 2. SCAMPER [V]
• 3. Mind Mapping [V]
• 4. Reverse Thinking [V]
• 5. Random Association [V]
• 6. Analogy [V]
• 7. Constraint-based Ideation [V]
• 8. Menggabungkan Kaedah dalam Satu Sesi
• Bukti faham (checklist)

39 — Visual Language (10)

• 1. Apa itu Visual Language? [V]
• 2. Shape Language (bahasa bentuk) [V]
• 3. Form (rupa / volume) [V]
• 4. Scale (skala) [V]
• 5. Balance (imbangan) [V]
• 6. Contrast (kontras) [V]
• 7. Rhythm (irama) [V]
• 8. Visual Grammar (tatabahasa visual) [V]
• 9. Ringkasan Mental Model
• Bukti faham (checklist)

40 — Aesthetics (10)

• 1. Apa itu aesthetic style [V]
• 2. Minimalism [V]
• 3. Maximalism [V]
• 4. Brutalism [V]
• 5. Retro [V]
• 6. Futurism [V]
• 7. Luxury Aesthetic [V]
• 8. Contemporary Style [V]
• 9. Aesthetics sebagai alat kerja kreatif [V]
• Bukti faham (checklist)

41 — Color Psychology (8)

• 1. Emotional Association [V]
• 2. Cultural Meaning [V]
• 3. Color Harmony [V]
• 4. Contrast [V]
• 5. Accessibility [V]
• 6. Brand Color Strategy [V]
• 7. Mental model ringkas
• Bukti faham (checklist)

42 — Typographic Systems (10)

• 1. Typographic Systems: definisi & skop [V]
• 2. Type Anatomy & Klasifikasi Font [V]
• 3. Font Pairing [V]
• 4. Type Hierarchy [V]
• 5. Kerning, Tracking & Leading [V]
• 6. Readability & Legibility [V]
• 7. Type Personality & Psikologi Font [V]
• 8. Tipografi Digital & Web Font [V]
• 9. Ringkasan Mental Model
• Bukti faham (checklist)

43 — Persuasive Creative (10)

• 1. Tiga Mode Persuasi Aristotle [V]
• 2. Emotional Appeal (Pathos) [V]
• 3. Rational Appeal (Logos) [V]
• 4. Social Proof [V]
• 5. Urgency & Scarcity [V]
• 6. Curiosity [V]
• 7. Desire Creation [V]
• 8. Objection Handling [V]
• 9. Menyatukan Semua dalam Satu Kreatif [V]
• Bukti faham (checklist)

44 — Direct Response Creative (11)

• 1. Apa itu DR Creative [V]
• 2. Enjin DR: Attention → Offer → Proof → CTA [V]
• 3. Problem–Solution [V]
• 4. Before–After [V]
• 5. Demonstration [V]
• 6. Testimonial [V]
• 7. Offer-led Creative [V]
• 8. Proof-led Creative [V]
• 9. CTA Structure [V]
• 10. Gabung & uji mekanik [V]
• Bukti faham (checklist)

45 — Social-First Creative (13)

• Sub-topik teras
▪ Prinsip Social-First Creative
▪ Native Content
▪ TikTok Creative
▪ Reels Creative
▪ Shorts Creative
▪ Meme Creative
▪ Creator-led Content
▪ Trend Adaptation
▪ Proses Kreatif Social-First
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

46 — UGC Creative (11)

• Apa modul ini
• Konsep 1 — UGC Creative: Asas
• Konsep 2 — UGC Scripting
• Konsep 3 — Creator Brief
• Konsep 4 — Testimonial Format
• Konsep 5 — Product Demo
• Konsep 6 — POV Content
• Konsep 7 — Authenticity & Creator Direction
• Aliran kerja ringkas (workflow)
• Sumber belajar lanjutan (cadangan)
• Bukti faham (checklist)

47 — E-Commerce Creative (11)

• 1. E-Commerce Creative — peta konsep [V]
• 2. Product Image [V]
• 3. Product Video [V]
• 4. Lifestyle Creative [V]
• 5. Benefit Visualization [V]
• 6. Comparison Creative [V]
• 7. Offer Creative [V]
• 8. PDP Creative (Product Detail Page) [V]
• 9. Aliran kerja & hubungan topik
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

48 — Landing Page Creative (10)

• 1. Apa itu Landing Page & Conversion Design [V]
• 2. Hero Section [V]
• 3. Visual Hierarchy [V]
• 4. Offer Presentation [V]
• 5. Social Proof Layout [V]
• 6. CTA Placement [V]
• 7. Section Flow [V]
• 8. Conversion Design: ukur & uji [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

49 — Campaign Creative (10)

• 1. Campaign Idea [V]
• 2. Key Visual [V]
• 3. Campaign Narrative [V]
• 4. Multi-channel Adaptation [V]
• 5. Launch Creative [V]
• 6. Retargeting Creative [V]
• 7. Campaign Consistency [V]
• 8. Prinsip kerja & etika [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

50 — Creative Systems (10)

• 1. Creative Systems — apa & kenapa [V]
• 2. Modular Creative [V]
• 3. Template Systems [V]
• 4. Content Frameworks [V]
• 5. Asset Variations [V]
• 6. Localization [V]
• 7. Dynamic Creative [V]
• 8. Scalable Production [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

51 — Creative Experimentation (10)

• 1. Creative Experimentation — apa & kenapa [V]
• 2. Hypothesis — jantung eksperimen [V]
• 3. Variable Isolation — uji satu perkara pada satu masa [V]
• 4. Variant Creation — bina versi untuk diuji [V]
• 5. Testing Matrix — organisasi & disiplin ujian [V]
• 6. Learning Agenda — ujian sebagai program, bukan projek [V]
• 7. Iterative Improvement — kitaran uji → belajar → ulang [V]
• 8. Amalan eksperimen dalam konteks kreatif Fai [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

52 — Creative Diagnostics (10)

• 1. Why Creative Failed — bingkai diagnosis [V]
• 2. Why Creative Won — baca punca kemenangan [V]
• 3. Hook Failure [V]
• 4. Message Failure [V]
• 5. Visual Failure [V]
• 6. Offer Failure [V]
• 7. Fatigue Diagnosis [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap (jangan buat)
• Bukti faham (checklist)

53 — Creative Ethics (9)

• 1. Etika kreatif — apa & kenapa [V]
• 2. Truthfulness [V]
• 3. Manipulation Boundaries [V]
• 4. Representation [V]
• 5. Accessibility [V]
• 6. Cultural Sensitivity [V]
• 7. Responsible AI [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

54 — Creative Rights (9)

• 1. Copyright (Hak Cipta) [V]
• 2. Trademark [V]
• 3. Licensing [V]
• 4. Usage Rights [V]
• 5. Model Release [V]
• 6. Music Rights [V]
• 7. Stock Asset Licensing [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

55 — Creative Business (10)

• 1. Creative Business — peta konsep [V]
• 2. Creative Pricing [V]
• 3. Freelance Creative [V]
• 4. Agency Model [V]
• 5. Creative Proposal [V]
• 6. Production Budgeting [V]
• 7. Client Management [V]
• 8. Portfolio Strategy [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

56 — Creative Presentation (9)

• 1. Creative Presentation — apa & kenapa [V]
• 2. Pitch Deck [V]
• 3. Concept Presentation [V]
• 4. Visual Rationale [V]
• 5. Storyboarding a Pitch [V]
• 6. Selling an Idea [V]
• 7. Client Presentation [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

57 — Creative Critique (8)

• Apa modul ini
• Konsep 1 — Creative Evaluation: Asas
• Konsep 2 — Objective Feedback
• Konsep 3 — Design Critique
• Konsep 4 — Copy Critique
• Konsep 5 — Film Critique
• Konsep 6 — Revision Logic
• Bukti faham (checklist)

58 — Creative Taste (9)

• 1. Apa itu creative taste [V]
• 2. Reference Building [V]
• 3. Visual Literacy [V]
• 4. Pattern Recognition [V]
• 5. Style Recognition [V]
• 6. Cultural Awareness [V]
• 7. Taste Development [V]
• 8. Taste dalam aliran kerja [V]
• Bukti faham (checklist)

59 — Creative Archiving (9)

• 1. Creative Archiving — apa & kenapa [V]
• 2. Swipe Files [V]
• 3. Moodboard Library [V]
• 4. Reference Database [V]
• 5. Asset Taxonomy [V]
• 6. Version History [V]
• 7. Inspiration Archive [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

60 — Creative R&D (10)

• 1. Apa itu Creative R&D [V]
• 2. Emerging Formats [V]
• 3. New Tools [V]
• 4. New Media [V]
• 5. Experimental Design [V]
• 6. Prototype Content [V]
• 7. Future Trends [V]
• 8. Creative Innovation Lab [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

61 — Industrial Design (13)

• Idea utama (Big Ideas)
• Konsep wajib
▪ 1. Product Form (Bentuk Produk)
▪ 2. Ergonomics (Ergonomik)
▪ 3. Materials (Bahan)
▪ 4. Manufacturing Awareness (Kesedaran Pembuatan)
▪ 5. Product Aesthetics (Estetika Produk)
▪ 6. Physical Prototyping (Prototaip Fizikal)
• Proses ringkas (dari idea ke kilang)
• Perangkap (Pitfalls / Traps)
• Bukti faham (checklist)
• Projek mini (cadangan)
• Kaitannya dengan topik lain

62 — Product Design (9)

• 1. Apa itu Product Design [V]
• 2. User Needs — keperluan pengguna dulu [V]
• 3. Form & Function — bentuk dan fungsi [V]
• 4. Product Experience — pengalaman guna produk [V]
• 5. Prototyping — buat cepat, uji cepat [V]
• 6. Usability — kebolehgunaan [V]
• 7. Design Validation — sahkan sebelum komit [V]
• 8. Ringkasan Mental Model
• Bukti faham (checklist)

63 — Service Design (10)

• 1. Peta konsep [V]
• 2. Customer Journey [V]
• 3. Touchpoint Design [V]
• 4. Frontstage & Backstage [V]
• 5. Service Blueprint [V]
• 6. Experience Flow & Orchestration [V]
• 7. Service Innovation [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

64 — Architectural Creative (9)

• 1. Spatial Concept [V]
• 2. Form [V]
• 3. Massing [V]
• 4. Material Expression [V]
• 5. Light & Space [V]
• 6. Architectural Visualization [V]
• 7. Proses kreatif seni bina (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

65 — Interior Design (9)

• 1. Interior Design: definisi & skop [V]
• 2. Space Planning [V]
• 3. Furniture Layout [V]
• 4. Material Selection [V]
• 5. Lighting Design [V]
• 6. Interior Styling & Spatial Mood [V]
• 7. Proses & alat (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

66 — Furniture Design (8)

• 1. Form & Function [V]
• 2. Ergonomics [V]
• 3. Material [V]
• 4. Joinery [V]
• 5. Prototype Development [V]
• 6. Furniture Design dalam konteks kreatif & marketing Fai [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

67 — Environmental Design (10)

• 1. Environmental Design — peta konsep [V]
• 2. Public Space [V]
• 3. Wayfinding [V]
• 4. Signage [V]
• 5. Environmental Graphics (EGD) [V]
• 6. Place Identity [V]
• 7. Spatial Branding [V]
• 8. Aliran kerja ringkas [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

68 — Exhibition Design (10)

• 1. Peta konsep [V]
• 2. Visitor Flow [V]
• 3. Display Design [V]
• 4. Interpretation [V]
• 5. Spatial Narrative [V]
• 6. Interactive Exhibits [V]
• 7. Museum Experience [V]
• 8. Aliran kerja & pengukuran (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

69 — Theatre Creative (10)

• 1. Peta konsep [V]
• 2. Stage Direction [V]
• 3. Set Design [V]
• 4. Costume [V]
• 5. Lighting [V]
• 6. Dramaturgy [V]
• 7. Performance Design [V]
• 8. Aliran kerja produksi (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

70 — Performance Art (9)

• Sub-topik teras
▪ Performance Concept
▪ Body & Space
▪ Audience Interaction
▪ Live Art
▪ Experimental Performance
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

71 — Sculpture (8)

• 1. Form [V]
• 2. Volume [V]
• 3. Material [V]
• 4. Modeling [V]
• 5. Fabrication [V]
• 6. Installation [V]
• Proses kreatif skulptur (ringkasan) [V]
• Bukti faham (checklist)

72 — Printmaking (10)

• Sub-topik teras
▪ Printmaking Asas (Konsep Teras)
▪ Relief Printing: Linocut & Woodcut
▪ Intaglio: Etching
▪ Planographic: Lithography
▪ Stencil: Screen Printing
▪ Print Composition
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

73 — Craft Design (9)

• 1. Apa itu Craft Design [V]
• 2. Ceramics [V]
• 3. Textile Craft [V]
• 4. Woodcraft [V]
• 5. Metalwork [V]
• 6. Leatherwork [V]
• 7. Handmade Product Design — membawa kraf ke pasaran [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

74 — Textile Design (10)

• 1. Textile Design — skop & rantaian kerja [V]
• 2. Fabric & Fibres [V]
• 3. Pattern & Repeat [V]
• 4. Surface Design [V]
• 5. Weaving [V]
• 6. Printing [V]
• 7. Material Experimentation [V]
• Perangkap umum (ringkasan)
• Rujuk silang
• Bukti faham (checklist)

75 — Jewellery Design (8)

• 1. Concept [V]
• 2. Form [V]
• 3. Materials [V]
• 4. Wearability [V]
• 5. Craftsmanship [V]
• 6. Collection Development [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

76 — Food Creative (10)

• 1. Food Creative — apa & kenapa [V]
• 2. Food Styling [V]
• 3. Plating [V]
• 4. Culinary Presentation [V]
• 5. Menu Concept [V]
• 6. Food Photography [V]
• 7. Gastronomic Experience [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

77 — Transmedia Storytelling (8)

• Apa itu Transmedia Storytelling?
• [V] Multi-platform Narrative
• [V] Story Universe
• [V] Audience Participation
• [V] Cross-media Continuity
• [V] Narrative Expansion
• Perangkap (Pitfalls)
• Bukti faham (checklist)

78 — Interactive Storytelling (9)

• Sub-topik teras
▪ Branching Narrative
▪ User Choice
▪ Non-linear Story
▪ Interactive Characters
▪ Adaptive Narrative
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

79 — Experience Design (10)

• 1. Peta konsep [V]
• 2. Experience Journey [V]
• 3. Sensory Design [V]
• 4. Emotional Design [V]
• 5. Interaction [V]
• 6. Memory Creation [V]
• 7. Experience Measurement [V]
• 8. Aliran kerja (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

80 — Sensory Design (8)

• 1. Visual [V]
• 2. Sound [V]
• 3. Touch [V]
• 4. Smell [V]
• 5. Taste [V]
• 6. Multi-sensory Integration [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

81 — Behavioral Design (10)

• 1. Peta konsep [V]
• 2. Motivation [V]
• 3. Friction (Ability) [V]
• 4. Habit Formation [V]
• 5. Nudges [V]
• 6. Choice Architecture [V]
• 7. Behavioral Feedback [V]
• 8. Bagaimana konsep bersatu [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

82 — Emotional Design (10)

• 1. Peta konsep [V]
• 2. Emotional Triggers (Pencetus Emosi) [V]
• 3. Delight (Kegembiraan Melebihi Jangkaan) [V]
• 4. Trust (Kepercayaan) [V]
• 5. Attachment (Ikatan / Keterikatan) [V]
• 6. Empathy (Empati) [V]
• 7. Emotional Journey (Perjalanan Emosi) [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

83 — Speculative Design (8)

• 1. Speculative Design — apa & kenapa [V]
• 2. Future Scenarios — ruang kemungkinan [V]
• 3. Design Fiction [V]
• 4. Critical Design & Alternative Futures [V]
• 5. Provocation — tujuan sebenar [V]
• 6. Kaedah & alat praktikal [V]
• 7. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

84 — Futures Design (8)

• 1. Futures Design — peta konsep [V]
• 2. Foresight [V]
• 3. Scenario Planning [V]
• 4. Trend Signals [V]
• 5. Future Prototyping [V]
• 6. Strategic Imagination [V]
• 7. Aliran kerja ringkas (futures design sprint) [V]
• Bukti faham (checklist)

85 — Creative Facilitation (7)

• 1. Creative Facilitation — peta konsep [V]
• 2. Workshop Design [V]
• 3. Ideation Session [V]
• 4. Group Creativity [V]
• 5. Co-creation [V]
• 6. Decision Facilitation [V]
• Bukti faham (checklist)

86 — Co-Creation (10)

• 1. Peta konsep [V]
• 2. Tahap penyertaan — tokenisme vs perkongsian kuasa [V]
• 3. Participatory Design — kaedah & prinsip [V]
• 4. User Collaboration & Stakeholder Ideation [V]
• 5. Community Design [V]
• 6. Collaborative Prototyping [V]
• 7. Menjalankan projek co-creation — aliran kerja [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

87 — Creative Research Methods (9)

• 1. Observation (pemerhatian) [V]
• 2. Ethnography [V]
• 3. Interviews (temu bual) [V]
• 4. Cultural Probes [V]
• 5. Diary Studies (kajian diari) [V]
• 6. Visual Research [V]
• 7. Memilih kaedah & aliran kerja [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

88 — Design Research (9)

• 1. Apa itu Design Research [V]
• 2. Problem Framing [V]
• 3. User Research [V]
• 4. Insight Synthesis [V]
• 5. Opportunity Mapping [V]
• 6. Research-to-Concept [V]
• Aliran kerja ringkas
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

89 — Creative Strategy Advanced (9)

• 1. Positioning [V]
• 2. Creative Territory [V]
• 3. Communication Strategy [V]
• 4. Message Architecture [V]
• 5. Channel Expression [V]
• 6. Creative Platform [V]
• 7. Rantaian strategi — cara ia bersambung [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

90 — Creative Economics (9)

• 1. Creative Economics — peta konsep [V]
• 2. Production Cost [V]
• 3. Creative ROI [V]
• 4. Asset Efficiency [V]
• 5. Cost per Variant [V]
• 6. Scaling Economics [V]
• 7. Resource Allocation [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

91 — Creative Measurement (10)

• 1. Prinsip asas pengukuran [V]
• 2. Attention Metrics [V]
• 3. Engagement Metrics [V]
• 4. Recall [V]
• 5. Brand Lift [V]
• 6. Conversion Impact [V]
• 7. Incrementality [V]
• 8. Sistem pengukuran yang sihat [V]
• 9. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

92 — Creative Data Science (10)

• 1. Apa itu Creative Data Science — bingkai [V]
• 2. Asset Tagging (penandaan aset) [V]
• 3. Feature Analysis [V]
• 4. Performance Correlation [V]
• 5. Pattern Detection [V]
• 6. Predictive Creative Analysis [V]
• 7. Creative Intelligence [V]
• 8. Hubungan dengan topik lain [V]
• Perangkap (jangan buat)
• Bukti faham (checklist)

93 — Computational Creativity (9)

• Sub-topik teras
▪ Generative Systems
▪ Procedural Design
▪ Algorithmic Art
▪ AI-assisted Ideation
▪ Machine Creativity
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

94 — Generative Design (9)

• 1. Generative Design — peta konsep [V]
• 2. Rule-based Design — reka bentuk dari peraturan [V]
• 3. Parametric Design — bentuk dipacu parameter [V]
• 4. Procedural Variation — variasi tanpa kerja tangan [V]
• 5. Automated Exploration — biar sistem mencari [V]
• 6. Optimization — ke arah objektif, sedar trade-off [V]
• 7. Aliran kerja ringkas untuk Fai [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

95 — Parametric Design (8)

• 1. Parameters [V]
• 2. Relationships [V]
• 3. Geometry Systems [V]
• 4. Form Generation [V]
• 5. Computational Modeling [V]
• 6. Alat & aliran kerja (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

96 — Virtual Production (11)

• 1. Apa itu Virtual Production [V]
• 2. LED Volume [V]
• 3. Real-time Rendering [V]
• 4. Virtual Sets [V]
• 5. Camera Tracking [V]
• 6. Unreal-based Production [V]
• 7. Aliran kerja & ICVFX [V]
• 8. Kelebihan & kekangan [V]
• 9. Perangkap (jangan buat)
• 10. Rujuk silang
• Bukti faham (checklist)

97 — VFX Pipeline (10)

• Peta Konsep (Concept Map)
• 1. Compositing
• 2. Tracking
• 3. Rotoscoping
• 4. Simulation
• 5. Matte Painting
• 6. FX Integration
• Perangkap Umum (Whole-Pipeline Traps)
• Aliran Kerja Ringkas (Mini Workflow)
• Bukti faham (checklist)

98 — Creator Economy Creative (10)

• Sub-topik teras
▪ Personal Brand
▪ Creator Formats
▪ Audience Building
▪ Monetizable Content
▪ Creator Products
▪ Community-led Creative
• Perangkap (jangan buat)
• Rujuk silang
• Bukti faham (checklist)

99 — Creative Entrepreneurship (9)

• 1. Creative Entrepreneurship — peta konsep [V]
• 2. Creative Business Models [V]
• 3. IP Creation [V]
• 4. Licensing [V]
• 5. Productization [V]
• 6. Studio Building [V]
• 7. Creative Venture Development [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

⚙️ mass-curriculum-learning2 fail

📄 references/fact-check-audit

📚 software-curriculum 202 topik

01 — Programming Fundamentals (18)

• 1. Variable & Constant [V]
• 2. Data Types [V]
• 3. Operator & Expression [V]
• 4. Input / Output [V]
• 5. Condition — If/Else, Switch/Match [V]
• 6. Loop — For, While [V]
• 7. Function & Method [V]
• 8. Scope & Lifetime [V]
• 9. Collection Types [V]
• 10. Error & Exception Handling [V]
• 11. Recursion [V]
• 12. Debugging [V]
• 13. Modules, Packages, Imports [V]
• 14. File Handling [V]
• 15. Memory Basics, References, Pointers [V]
• 16. Mutable vs Immutable [V]
• 17. Type Conversion & Type Checking [V]
• Bukti faham (checklist)

02 — Computational Thinking (12)

• 1. Problem Decomposition [V]
• 2. Pattern Recognition [V]
• 3. Abstraction [V]
• 4. Algorithmic Thinking [V]
• 5. Logical Reasoning [V]
• 6. Step-by-Step Problem Solving [V]
• 7. State Thinking [V]
• 8. Data Flow Thinking [V]
• 9. Control Flow Thinking [V]
• Hubungan antara konsep [V]
• Kaitan dengan coding praktikal
• Bukti faham (checklist)

03 — Computer Science Fundamentals (18)

• 1. Computer Architecture [V]
• 2. CPU — Central Processing Unit [V]
• 3. Memory — konsep umum [V]
• 4. RAM — Random Access Memory [V]
• 5. Registers [V]
• 6. Cache [V]
• 7. Storage [V]
• 8. Binary & Hexadecimal [V]
• 9. Machine Instructions [V]
• 10. Compilation & Execution Model [V]
• 11. Execution Model — apa berlaku bila program jalan [V]
• 12. Processes [V]
• 13. Threads [V]
• 14. Operating Systems [V]
• 15. Filesystems [V]
• 16. Computer Networks [V]
• 17. Hubungan besar — peta konsep [V]
• Bukti faham (checklist)

04 — Mathematical Foundations (14)

• 1. Discrete Mathematics [V]
• 2. Mathematical Logic [V]
• 3. Boolean Logic [V]
• 4. Set Theory [V]
• 5. Graph Theory [V]
• 6. Combinatorics [V]
• 7. Probability [V]
• 8. Statistics [V]
• 9. Linear Algebra [V]
• 10. Calculus [V]
• 11. Numerical Methods [V]
• 12. Optimization [V]
• 13. Number Theory [V]
• Bukti faham (checklist)

05 — Theory of Computation (12)

• 1. Automata Theory [V]
• 2. Formal Languages [V]
• 3. Grammars [V]
• 4. Chomsky Hierarchy [V]
• 5. State Machines & Finite Automata [V]
• 6. Pushdown Automata & Context-Free Languages [V]
• 7. Turing Machines [V]
• 8. Computability [V]
• 9. Decidability & the Halting Problem [V]
• 10. Complexity Theory — P vs NP [V]
• 11. Kaitan dengan Kejuruteraan [V]
• Bukti faham (checklist)

06 — Data Structures (20)

• 1. Array (statik) [V]
• 2. Dynamic Array [V]
• 3. Linked List [V]
• 4. Stack [V]
• 5. Queue [V]
• 6. Deque [V]
• 7. Hash Table / Hash Map [V]
• 8. Set [V]
• 9. Heap [V]
• 10. Priority Queue [V]
• 11. Tree (umum) [V]
• 12. Binary Tree [V]
• 13. Binary Search Tree (BST) [V]
• 14. Trie [V]
• 15. Graph (directed / undirected / DAG) [V]
• 16. B-Tree [V]
• 17. B+ Tree [V]
• 18. LSM Tree (Log-Structured Merge Tree) [V]
• 19. Bloom Filter [V]
• Bukti faham (checklist)

07 — Algorithms (19)

• 1. Searching — Linear & Binary [V]
• 2. Sorting [V]
• 3. Traversal (Tree & Graph) [V]
• 4. BFS — Breadth-First Search
• 5. DFS — Depth-First Search
• 6. Dynamic Programming (DP) — Memoization & Tabulation
• 7. Greedy
• 8. Divide and Conquer
• 9. Backtracking
• 10. Recursion — Hubungan dengan DP [V]
• 11. Graph Algorithms (asas) [V]
• 12. Shortest Path — Dijkstra, Bellman-Ford, A*
• 13. Minimum Spanning Tree (MST)
• 14. String Algorithms [V]
• 15. Hashing Algorithms [V]
• 16. Compression
• 17. Scheduling
• 18. Optimization
• Bukti faham (checklist)

08 — Algorithm Complexity (13)

• 1. Time Complexity [V]
• 2. Big-O — Upper Bound (had atas) [V]
• 3. Big-Omega — Lower Bound (had bawah) [V]
• 4. Big-Theta — Tight Bound (terikat ketat) [V]
• 5. Worst / Average / Best Case [V]
• 6. Space Complexity [V]
• 7. Amortized Analysis [V]
• 8. Algorithm Tradeoffs [V]
• 9. Pengiraan Complexity — Contoh [V]
• 10. Kenapa Big-O Dominan [V]
• 11. Perangkap & Salah Faham [V]
• Jadual common complexities
• Bukti faham (checklist)

09 — Programming Paradigms (15)

• 1. Imperative [V]
• 2. Procedural [V]
• 3. Object-Oriented (OOP) [V]
• 4. Functional (FP) [V]
• 5. Declarative [V]
• 6. Event-Driven [V]
• 7. Reactive [V]
• 8. Concurrent [V]
• 9. Parallel [V]
• 10. Logic [V]
• 11. Data-Oriented (DOP) [V]
• 12. Aspect-Oriented (AOP) [V]
• Perbezaan & gabungan (multi-paradigm) [V]
• Perangkap [V]
• Bukti faham (checklist)

10 — Object-Oriented Programming (15)

• 1. Class [V]
• 2. Object [V]
• 3. Encapsulation [V]
• 4. Abstraction
• 5. Interface
• 6. Inheritance
• 7. Method Overriding
• 8. Method Overloading
• 9. Polymorphism [V]
• 10. Association
• 11. Composition [V]
• 12. Dependency
• 13. Composition over Inheritance (prinsip)
• 14. Masalah Deep Inheritance
• Bukti faham (checklist)

100 — Firmware Engineering (8)

• 1. Device Firmware [V]
• 2. Bootloaders [V]
• 3. Hardware Drivers [V]
• 4. Low-Level Memory [V]
• 5. Interrupts [V]
• 6. Embedded Networking [V]
• Hubungan antara konsep
• Bukti faham (checklist)

101 — Device Driver Engineering (7)

• 1. Device Drivers — Apa & Kenapa [V]
• 2. Kernel Modules (LKM) [V]
• 3. Hardware Interfaces — Bus & Device Model [V]
• 4. Interrupt Handling — IRQ [V]
• 5. Device Communication — Cara Data Bergerak [V]
• Perangkap rentas topik (ingat selalu)
• Bukti faham (checklist)

102 — FPGA & Hardware Programming (7)

• 1. Logic Circuits & Digital Design [V]
• 2. FPGA vs ASIC [V]
• 3. HDL: Verilog & VHDL [V]
• 4. Toolchain: Simulation, Synthesis, Place & Route [V]
• 5. Hardware Acceleration [V]
• Hubungan antara konsep
• Bukti faham (checklist)

103 — BIOS / UEFI Development (9)

• 1. Firmware [V]
• 2. Hardware Initialization (POST) [V]
• 3. BIOS (Legacy) [V]
• 4. UEFI [V]
• 5. UEFI vs BIOS — dan GPT [V]
• 6. Boot Process (PC penuh) [V]
• 7. Secure Boot [V]
• Hubungan antara konsep
• Bukti faham (checklist)

104 — IoT Engineering (9)

• 1. Sensors [V]
• 2. Devices [V]
• 3. Device Communication [V]
• 4. MQTT [V]
• 5. Edge Devices [V]
• 6. Telemetry [V]
• 7. Device Management [V]
• 8. IoT Security [V]
• Bukti faham (checklist)

105 — Robotics Programming (11)

• 1. ROS — Nodes & Topics [V]
• 2. Sensors [V]
• 3. Motors & Actuators [V]
• 4. Kinematics & Odometry [V]
• 5. Control Systems [V]
• 6. Localization & SLAM [V]
• 7. Mapping [V]
• 8. Navigation [V]
• 9. Motion Planning [V]
• 10. Sistem Penuh & Keselamatan [V]
• Bukti faham (checklist)

106 — Real-Time Systems (9)

• 1. Hard vs Soft Real-Time [V]
• 2. Deterministic Execution [V]
• 3. Deadlines & Task Timing Parameters [V]
• 4. Real-Time Scheduling: RMS & EDF [V]
• 5. Fixed-Priority: Priority Inversion & Inheritance [V]
• 6. Interrupt Handling [V]
• 7. RTOS — Real-Time Operating System [V]
• 8. Merancang Sistem Masa Nyata — Ringkasan [V]
• Bukti faham (checklist)

107 — Automotive Software (10)

• 1. ECU Programming [V]
• 2. CAN Bus (Controller Area Network) [V]
• 3. AUTOSAR (AUTomotive Open System ARchitecture) [V]
• 4. Vehicle Diagnostics — OBD-II & UDS [V]
• 5. ADAS (Advanced Driver-Assistance Systems) [V]
• 6. Autonomous Driving [V]
• 7. Real-Time Vehicle Systems [V]
• Perangkap Umum Automotive Software
• Hubungan dengan topik lain
• Bukti faham (checklist)

108 — Aerospace Software (8)

• 1. Avionics [V]
• 2. Flight Control [V]
• 3. Safety-Critical Systems & DO-178C [V]
• 4. Fault-Tolerant Systems [V]
• 5. Embedded Real-Time Systems [V]
• Perangkap Umum Aerospace Software
• Hubungan dengan topik lain
• Bukti faham (checklist)

109 — Telecommunication Software (10)

• 1. Telecom Landscape: Signal → Network [V]
• 2. 4G / LTE [V]
• 3. 5G [V]
• 4. SIP — Session Initiation Protocol [V]
• 5. VoIP — Voice over IP [V]
• 6. Telecom Protocols (Peta Am) [V]
• 7. Radio Systems & SDR [V]
• 8. Network Functions & vNF [V]
• 9. Software Challenges Khusus Telekom
• Bukti faham (checklist)

11 — Functional Programming (15)

• 1. Pure Functions [V]
• 2. Immutability [V]
• 3. Referential Transparency [V]
• 4. Higher-Order Functions [V]
• 5. Closures [V]
• 6. Function Composition [V]
• 7. Map [V]
• 8. Filter [V]
• 9. Reduce (Fold) [V]
• 10. Recursion [V]
• 11. Monads [V]
• 12. FP ↔ Concurrency [V]
• 13. FP ↔ Testing [V]
• 14. Ringkasan Mental Model
• Bukti faham (checklist)

110 — GIS & Spatial Computing (10)

• 1. GIS — Apa & Komponen [V]
• 2. Spatial Data & Coordinate Systems [V]
• 3. GPS & Positioning [V]
• 4. Mapping & Tile Rendering [V]
• 5. Spatial Databases — PostGIS [V]
• 6. Geospatial Analysis [V]
• 7. Geofencing [V]
• 8. Routing Algorithms [V]
• 9. Location Services & Privacy [V]
• Bukti faham (checklist)

111 — Audio Programming (8)

• 1. Digital Signal Processing (DSP) [V]
• 2. Audio Engines [V]
• 3. Audio Synthesis [V]
• 4. Audio Effects [V]
• 5. Audio Streaming [V]
• 6. Codecs & Audio Formats [V]
• 7. Rantaian Lengkap [V]
• Bukti faham (checklist)

112 — Video Engineering (10)

• 1. Video Processing (perwakilan & pemprosesan video) [V]
• 2. Video Compression [V]
• 3. Video Encoding [V]
• 4. Video Decoding [V]
• 5. Codec Video (H.264 / HEVC / VP9 / AV1) [V]
• 6. Transcoding [V]
• 7. Streaming & Penghantaran Video [V]
• 8. DRM — Perlindungan Kandungan [V]
• 9. Rantaian Lengkap Video [V]
• Bukti faham (checklist)

113 — Media Streaming (10)

• 1. Streaming vs Download; Live vs VOD [V]
• 2. Codec & Container (Asas) [V]
• 3. HLS (HTTP Live Streaming) [V]
• 4. MPEG-DASH (Dynamic Adaptive Streaming over HTTP) [V]
• 5. WebRTC (Web Real-Time Communication) [V]
• 6. Adaptive Bitrate (ABR) [V]
• 7. Live Streaming & Latency [V]
• 8. Media Servers [V]
• 9. CDN Delivery [V]
• Bukti faham (checklist)

114 — Email Infrastructure (12)

• 1. SMTP — Simple Mail Transfer Protocol [V]
• 2. IMAP — Internet Message Access Protocol [V]
• 3. POP3 — Post Office Protocol v3 [V]
• 4. Mail Servers (MTA, MDA, Mailbox) [V]
• 5. Email Queues (giliran & retry) [V]
• 6. Deliverability (sampai ke inbox) [V]
• 7. Spam Filtering [V]
• 8. DKIM — DomainKeys Identified Mail [V]
• 9. SPF — Sender Policy Framework [V]
• 10. DMARC — Domain-based Message Authentication, Reporting & Conformance [V]
• Hubungan dengan topik lain
• Bukti faham (checklist)

115 — Chat & Real-Time Communication (10)

• 1. Messaging Systems — Bentuk Asas [V]
• 2. WebSocket [V]
• 3. Presence — Kehadiran Pengguna [V]
• 4. Typing Indicators [V]
• 5. Read Receipts [V]
• 6. Message Delivery — Sampai dengan Betul [V]
• 7. Push Notifications [V]
• 8. Chat Storage — Menyimpan Perbualan [V]
• 9. Merancang Sistem Chat — Ringkasan [V]
• Bukti faham (checklist)

116 — Collaborative Software (8)

• 1. Collaborative Editing [V]
• 2. Real-Time Sync [V]
• 3. Operational Transformation (OT) [V]
• 4. CRDT — Conflict-free Replicated Data Types [V]
• 5. Conflict Resolution [V]
• 6. Presence Systems [V]
• 7. Memilih Seni Bina: OT vs CRDT vs Hanya Kunci [V]
• Bukti faham (checklist)

117 — Notification Systems (11)

• 1. Notification Landscape — Channels & Routing [V]
• 2. Push Notifications [V]
• 3. Email Notifications [V]
• 4. SMS [V]
• 5. In-App Notifications [V]
• 6. Notification Queues [V]
• 7. Delivery Tracking [V]
• 8. Retry Systems [V]
• 9. Preferences, Compliance & Best Practices [V]
• Hubungan antara sistem [V]
• Bukti faham (checklist)

118 — Data Engineering (12)

• 1. Data Pipelines [V]
• 2. ETL — Extract, Transform, Load [V]
• 3. ELT — Extract, Load, Transform [V]
• 4. Data Warehouses [V]
• 5. Data Lakes [V]
• 6. Data Modeling [V]
• 7. Data Integration [V]
• 8. Data Quality [V]
• 9. Batch Processing [V]
• 10. Stream Processing [V]
• Peta Ringkas [V]
• Bukti faham (checklist)

119 — Data Warehousing (10)

• 1. OLTP vs OLAP [V]
• 2. Fact Tables [V]
• 3. Dimension Tables [V]
• 4. Star Schema [V]
• 5. Snowflake Schema [V]
• 6. Star vs Snowflake — bila mana [V]
• 7. OLAP Operations [V]
• 8. Analytics Databases (ringkas) [V]
• 9. Gambaran Besar [V]
• Bukti faham (checklist)

12 — Programming Languages (26)

• 1. Markup & Style — HTML/CSS [V]
• 2. Web Dinamik — JavaScript & TypeScript [V]
• 3. Serbaguna — Python [V]
• 4. Enterprise — Java & C# [V]
• 5. Sistem & Dekat Mesin — C [V]
• 6. Performance + Abstraksi — C++ [V]
• 7. Memory Safety via Ownership — Rust [V]
• 8. Concurrency & Server — Go [V]
• 9. Mobile Native — Swift & Kotlin [V]
• 10. Cross-platform UI — Dart (Flutter) [V]
• 11. Web Server-side — PHP & Ruby [V]
• 12. JVM Fungsional — Scala [V]
• 13. Statistik & Data — R [V]
• 14. Saintifik & Numerik — Julia [V]
• 15. Embedding — Lua [V]
• 16. Scripting Shell — Bash & PowerShell [V]
• 17. Query Data — SQL [V]
• 18. Blockchain — Solidity [V]
• 19. Low-level — Assembly [V]
• 20. Legacy Mainframe — COBOL [V]
… +6 lagi

120 — Data Lakes (8)

• 1. Raw Data Storage [V]
• 2. Object Storage (S3) [V]
• 3. Structured Data [V]
• 4. Semi-Structured Data [V]
• 5. Unstructured Data [V]
• 6. Data Lakehouse (Delta) [V]
• 7. Hubungan & Peta Konsep [V]
• Bukti faham (checklist)

121 — Data Governance (10)

• 1. Metadata Management [V]
• 2. Data Lineage [V]
• 3. Data Quality [V]
• 4. Schema Governance [V]
• 5. Data Ownership [V]
• 6. Retention [V]
• 7. Access Governance [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

122 — Master Data Management (8)

• 1. Customer Master [V]
• 2. Product Master [V]
• 3. Entity Resolution [V]
• 4. Deduplication [V]
• 5. Data Consistency [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

123 — Data Visualization (9)

• 1. Mengapa Visualisasi [V]
• 2. Charts — Jenis & Bila Guna [V]
• 3. Dashboards [V]
• 4. Interactive Analytics [V]
• 5. Business Intelligence (BI) [V]
• 6. Reporting [V]
• 7. Visualization Libraries (D3, Chart.js, Plotly) [V]
• 8. Hubungan & Peta Konsep [V]
• Bukti faham (checklist)

124 — Scientific Computing (9)

• 1. Scientific Computing [V]
• 2. Numerical Computing — Floating Point [V]
• 3. Numerical Computing — Accuracy & Stability [V]
• 4. Mathematical Modeling [V]
• 5. Simulation [V]
• 6. Scientific Algorithms [V]
• 7. High-Performance Computing [V]
• 8. Reproducibility & Verification [V]
• Bukti faham (checklist)

125 — Simulation Engineering (9)

• 1. Simulation & Model [V]
• 2. System Modeling [V]
• 3. Physical Simulation [V]
• 4. Discrete Event Simulation [V]
• 5. Monte Carlo & Rawak [V]
• 6. Simulation Engines [V]
• 7. Verification, Validation & Calibration [V]
• 8. Amalan Projek Simulasi [V]
• Bukti faham (checklist)

126 — Digital Twin Engineering (7)

• 1. Physical System Models [V]
• 2. Sensor Integration [V]
• 3. Simulation [V]
• 4. Real-Time Data [V]
• 5. Predictive Models [V]
• 6. Jenis Twin & Seni Bina (ringkas) [V]
• Bukti faham (checklist)

127 — Bioinformatics (9)

• 1. Computational Biology & Bioinformatics [V]
• 2. Genome & Asas Biologi Molekul [V]
• 3. Biological Data — FASTA & FASTQ [V]
• 4. Format Data Biologi Lain [V]
• 5. Sequence Processing — Alignment [V]
• 6. Genome Assembly & Analisis Hiliran [V]
• 7. Ekosistem Tool & Amalan Kejuruteraan [V]
• 8. Perangkap Am (ringkasan) [V]
• Bukti faham (checklist)

128 — Computational Chemistry (9)

• 1. Chemical Modeling — Perwakilan Sistem Kimia [V]
• 2. Molecular Simulation — Molecular Dynamics (MD) [V]
• 3. Force Fields & Potensi [V]
• 4. Quantum Chemistry [V]
• 5. Numerical Analysis [V]
• 6. Aliran Kerja & Perisian [V]
• Perangkap Umum Computational Chemistry
• Hubungan dengan topik lain
• Bukti faham (checklist)

129 — Computational Physics (6)

• 1. Numerical Physics [V]
• 2. Physical Modeling [V]
• 3. Simulation — PDE, Finite Difference & Element [V]
• 4. Amalan & Alatan [V]
• 5. Projek Mini (cadangan)
• Bukti faham (checklist)

13 — Programming Language Design (14)

• 1. Syntax [V]
• 2. Semantics [V]
• 3. Type Systems [V]
• 4. Static vs Dynamic Typing [V]
• 5. Strong vs Weak Typing [V]
• 6. Type Inference [V]
• 7. Generics [V]
• 8. Memory Models [V]
• 9. Runtime Design [V]
• 10. Garbage Collection [V]
• 11. Language Tooling [V]
• 12. Trade-off reka bentuk — kajian kes [V]
• 13. Cara type system menangkap bug — contoh [V]
• Bukti faham (checklist)

130 — Computational Finance (6)

• 1. Financial Models — Asas [V]
• 2. Quantitative Analysis (Quant) [V]
• 3. Monte Carlo Simulation [V]
• 4. Risk Models — Value at Risk (VaR) [V]
• 5. Pricing Models — Black-Scholes (ringkas) [V]
• Bukti faham (checklist)

131 — Quantitative Development (9)

• 1. Market Data [V]
• 2. Trading Algorithms [V]
• 3. Risk Systems [V]
• 4. Execution Engines [V]
• 5. Backtesting [V]
• 6. Quant Models [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

132 — Machine Learning (12)

• 1. Supervised Learning [V]
• 2. Classification [V]
• 3. Regression [V]
• 4. Unsupervised Learning [V]
• 5. Clustering [V]
• 6. Reinforcement Learning [V]
• 7. Feature Engineering [V]
• 8. Model Evaluation (Metrics) [V]
• 9. Model Selection: Bias-Variance & Cross-Validation [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

133 — Deep Learning (13)

• 1. Gambaran keseluruhan [V]
• 2. Neural Network & MLP [V]
• 3. Activation Functions [V]
• 4. Backpropagation [V]
• 5. Training: Loss & Optimizers [V]
• 6. Embeddings [V]
• 7. CNN — Convolutional Neural Network [V]
• 8. RNN — Recurrent Neural Network [V]
• 9. LSTM & GRU [V]
• 10. Attention [V]
• 11. Transformers & Self-Attention [V]
• 12. Hubungan & peta konsep
• Bukti faham (checklist)

134 — NLP (11)

• 1. Text Processing [V]
• 2. Tokenization (Subword) [V]
• 3. Language Models [V]
• 4. Text Classification [V]
• 5. Sentiment Analysis [V]
• 6. Named Entity Recognition (NER) [V]
• 7. Translation (Seq2Seq) [V]
• 8. Summarization [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

135 — Computer Vision (13)

• 1. Image Representation & Pixels [V]
• 2. Image Processing [V]
• 3. Image Classification [V]
• 4. Object Detection [V]
• 5. Segmentation [V]
• 6. Object Tracking [V]
• 7. OCR — Optical Character Recognition [V]
• 8. Vision Models [V]
• 9. Metrik & Penilaian [V]
• 10. Pipeline Projek CV [V]
• 11. Perangkap Umum (ringkasan)
• Hubungan dengan topik lain
• Bukti faham (checklist)

136 — Speech Engineering (9)

• 1. Skop: Apa Itu Speech Engineering [V]
• 2. Asas Audio Digital untuk Pertuturan [V]
• 3. Speech-to-Text / ASR [V]
• 4. Text-to-Speech / TTS [V]
• 5. Voice Recognition — Istilah yang Keliru [V]
• 6. Speaker Identification, Verification & Diarization [V]
• 7. Audio Models — Keluarga & Pemilihan [V]
• 8. Rantaian Penuh & Kejuruteraan Aplikasi [V]
• Bukti faham (checklist)

137 — Recommendation Systems (13)

• 1. Recommendation Systems [V]
• 2. Personalization [V]
• 3. Candidate Retrieval [V]
• 4. Collaborative Filtering (User/Item) [V]
• 5. Content-Based Filtering [V]
• 6. Hybrid & Context-Aware [V]
• 7. Ranking [V]
• 8. Recommendation Models [V]
• 9. Evaluation [V]
• 10. Cold Start & Feedback Loop [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

138 — MLOps (11)

• 1. Gambaran MLOps [V]
• 2. Experiment Tracking [V]
• 3. Model Training Pipelines [V]
• 4. Model Versioning [V]
• 5. Model Registry [V]
• 6. Model Deployment [V]
• 7. Model Monitoring — Drift [V]
• 8. Feature Stores [V]
• 9. CI/CD untuk ML & Gelung Maklum Balas [V]
• Peta Ringkas [V]
• Bukti faham (checklist)

139 — LLM Engineering (11)

• 1. Large Language Models (Autoregressive) [V]
• 2. Tokenization [V]
• 3. Context Windows [V]
• 4. Prompting [V]
• 5. Embeddings [V]
• 6. Fine-Tuning [V]
• 7. Inference [V]
• 8. Evaluation [V]
• 9. Model Serving [V]
• 10. Hubungan Antara Konsep
• Bukti faham (checklist)

14 — Compiler Engineering (15)

• 1. Apa itu Compiler & Pipeline Penuh [V]
• 2. Lexer / Tokenizer [V]
• 3. Parser & Grammar [V]
• 4. AST (Abstract Syntax Tree) [V]
• 5. Semantic Analysis [V]
• 6. Intermediate Representation (IR) [V]
• 7. Code Generation [V]
• 8. Optimization [V]
• 9. Frontend vs Backend [V]
• 10. Interpreter vs Compiler vs JIT vs AOT [V]
• 11. Bytecode & Virtual Machine [V]
• 12. Toolchain Sebenar [V]
• 13. Hubungan Dengan Topik Lain [V]
• Perangkap Utama (ringkasan)
• Bukti faham (checklist)

140 — Prompt Engineering (12)

• 1. Bagaimana LLM "Baca" Prompt [V]
• 2. Prompt Design [V]
• 3. Instruction Design [V]
• 4. System Prompt & Context Window [V]
• 5. Few-Shot Prompting [V]
• 6. Structured Output [V]
• 7. Prompt Templates [V]
• 8. Prompt Evaluation [V]
• 9. Prompt Injection & Keselamatan [V]
• 10. Hubungan & Aliran Kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

141 — Context Engineering (13)

• 1. Context Window & Context Engineering [V]
• 2. Token & Tokenization [V]
• 3. Token Budget Management [V]
• 4. Context Selection [V]
• 5. Context Ordering [V]
• 6. Prompt Context [V]
• 7. Retrieval Context [V]
• 8. Memory Injection [V]
• 9. Context Compression [V]
• 10. Context Caching & Reuse [V]
• 11. Context Evaluation & Monitoring [V]
• 12. Context Engineering dalam Amalan — Agent & RAG [V]
• Bukti faham (checklist)

142 — RAG Engineering (13)

• 1. Retrieval-Augmented Generation (RAG) [V]
• 2. Embeddings [V]
• 3. Chunking [V]
• 4. Vector Databases [V]
• 5. Retrieval [V]
• 6. Reranking [V]
• 7. Hybrid Search [V]
• 8. Grounding [V]
• 9. Citation Systems [V]
• 10. Seni Bina RAG & Corak Lanjutan [V]
• 11. Penilaian & Pemantauan RAG [V]
• 12. RAG dalam Amalan — Pengeluaran [V]
• Bukti faham (checklist)

143 — Vector Databases (10)

• Konsep asas: embedding & similarity search [V]
• ANN & HNSW — enjin carian [V]
• Pinecone [V]
• Weaviate [V]
• Qdrant [V]
• Milvus [V]
• pgvector — vektor dalam PostgreSQL [V]
• Memilih antara mereka [v]
• Perangkap umum vektor DB [V]
• Bukti faham (checklist)

144 — AI Agent Engineering (13)

• 1. Agent Architecture [V]
• 2. Tool Calling [V]
• 3. Function Calling [V]
• 4. Planning [V]
• 5. Task Execution [V]
• 6. State [V]
• 7. Memory [V]
• 8. Tool Selection [V]
• 9. Agent Loops [V]
• 10. Human-in-the-Loop [V]
• 11. Guardrails [V]
• 12. Hubungan Antara Konsep
• Bukti faham (checklist)

145 — Multi-Agent Systems (13)

• 1. Agent-to-Agent Communication [V]
• 2. Delegation [V]
• 3. Coordination [V]
• 4. Orchestration [V]
• 5. Agent Hierarchy [V]
• 6. Shared Memory [V]
• 7. Shared State [V]
• 8. Task Routing [V]
• 9. Agent Discovery [V]
• 10. Agent Collaboration [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

146 — Agent Memory Architecture (12)

• 1. Mengapa Agent Perlukan Memori [V]
• 2. Short-Term Memory (STM) [V]
• 3. Working Memory [V]
• 4. Long-Term Memory (LTM) [V]
• 5. Episodic Memory [V]
• 6. Semantic Memory [V]
• 7. Vector Memory [V]
• 8. Structured Memory [V]
• 9. Kitaran Memori: Write, Retrieve, Consolidate [V]
• 10. Hubungan & Aliran Kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

147 — Agent Orchestration (11)

• 1. Task Delegation [V]
• 2. Agent Routing [V]
• 3. Workflow Coordination [V]
• 4. Dependency Management [V]
• 5. Scheduling [V]
• 6. Retry & Failure Handling [V]
• 7. Escalation [V]
• 8. Review Loops [V]
• 9. Hubungan & Aliran Kerja
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

148 — Agent Tooling (11)

• 1. Tool Calling [V]
• 2. APIs [V]
• 3. MCP (Model Context Protocol) [V]
• 4. A2A (Agent-to-Agent) [V]
• 5. Shell Tools [V]
• 6. Browser Tools [V]
• 7. Database Tools [V]
• 8. Custom Tools [V]
• 9. Tool Permissions [V]
• 10. Hubungan Antara Konsep
• Bukti faham (checklist)

149 — Agent Governance (9)

• 1. Authority (Kuasa) [V]
• 2. Permissions (Kebenaran) [V]
• 3. Approval Flows (Aliran Kelulusan) [V]
• 4. Human Oversight (Seliaan Manusia) [V]
• 5. Policies (Polisi) [V]
• 6. Role Boundaries (Sempadan Peranan) [V]
• 7. Audit Trails (Jejak Audit) [V]
• Hubungan dengan topik lain
• Bukti faham (checklist)

15 — Runtime Engineering (13)

• 1. Language Runtime [V]
• 2. Virtual Machines [V]
• 3. Bytecode Interpreters [V]
• 4. Execution Engines [V]
• 5. JIT Runtime [V]
• 6. Garbage Collectors — Tracing vs Reference Counting [V]
• 7. Garbage Collectors — Mark-Sweep & Generational [V]
• 8. Memory Allocators [V]
• 9. Stack Management [V]
• 10. Heap Management [V]
• 11. Contoh Runtime — Ringkas [V]
• 12. Ringkasan Mental Model
• Bukti faham (checklist)

150 — Agent Security (10)

• 1. Sandboxing [V]
• 2. Tool Permissions [V]
• 3. Least Privilege [V]
• 4. Secret Management [V]
• 5. Prompt Injection Defense [V]
• 6. Data Isolation [V]
• 7. Execution Policies [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

151 — AI Evaluation Engineering (12)

• 1. Kenapa Evaluation Sukar (Berbeza dari Testing Klasik) [V]
• 2. Benchmarks [V]
• 3. Evals (Evaluation Suite Produk Sendiri) [V]
• 4. Regression Tests [V]
• 5. LLM-as-Judge [V]
• 6. Human Evaluation [V]
• 7. Agent Evaluation [V]
• 8. Reliability Testing [V]
• 9. Metrik & Statistik Asas [V]
• 10. Hallucination Evaluation [V]
• 11. Hubungan Antara Konsep
• Bukti faham (checklist)

152 — AI Observability (11)

• 1. Kenapa Observability AI Berbeza [V]
• 2. Traces (Span & Trace) [V]
• 3. Tool Calls (Keputusan Agent) [V]
• 4. Token Usage & Costs [V]
• 5. Latency [V]
• 6. Agent Logs [V]
• 7. Model Logs [V]
• 8. Failure Analysis [V]
• 9. Alat & Amalan (Tahap Vendor) [V]
• 10. Hubungan Antara Konsep
• Bukti faham (checklist)

153 — Model Routing (10)

• 1. Model Routing & Model Gateway [V]
• 2. Model Selection [V]
• 3. Complexity Routing [V]
• 4. Cost Routing [V]
• 5. Latency Routing [V]
• 6. Quality Routing [V]
• 7. Multi-Provider Routing [V]
• 8. Fallback Models [V]
• 9. Hubungan Antara Konsep
• Bukti faham (checklist)

154 — Inference Engineering (9)

• 1. Model Inference (Autoregressive) [V]
• 2. GPU Serving [V]
• 3. Batch Inference [V]
• 4. Quantization (Ringkas) [V]
• 5. KV Cache [V]
• 6. Inference Optimization [V]
• 7. Latency Optimization [V]
• 8. Hubungan Antara Konsep
• Bukti faham (checklist)

155 — Model Serving (10)

• 1. AI APIs [V]
• 2. Inference Servers [V]
• 3. GPU & Memori [V]
• 4. Model Endpoints [V]
• 5. Load Balancing [V]
• 6. Scaling [V]
• 7. GPU Scheduling [V]
• 8. Streaming Responses [V]
• 9. Hubungan Antara Konsep
• Bukti faham (checklist)

156 — Model Optimization (11)

• 1. Kenapa Model Perlu Dioptimumkan [V]
• 2. Quantization (FP16/INT8) [V]
• 3. Distillation [V]
• 4. Pruning [V]
• 5. Compression (Konsep Payung) [V]
• 6. Fine-Tuning [V]
• 7. LoRA [V]
• 8. QLoRA [V]
• 9. Aliran Kerja Gabungan [V]
• 10. Hubungan Antara Konsep
• Bukti faham (checklist)

157 — Distributed AI Training (9)

• 1. Mengapa Multi-GPU? [V]
• 2. Komunikasi: collective operations [V]
• 3. Data Parallelism & DDP [V]
• 4. Model Parallelism (sharding model) [V]
• 5. Pipeline Parallelism [V]
• 6. ZeRO & FSDP (sharded data parallelism) [V]
• 7. Distributed Checkpoints [V]
• 8. Hubungan & peta konsep
• Bukti faham (checklist)

158 — Edge AI (8)

• 1. Edge AI vs Cloud AI [V]
• 2. On-Device Models [V]
• 3. Mobile AI — CoreML & TensorFlow Lite [V]
• 4. Embedded AI [V]
• 5. Quantized Models [V]
• 6. Local Inference — Latency & Privacy [V]
• 7. Ekosistem & Aliran Kerja (ringkasan) [V]
• Bukti faham (checklist)

159 — AI Safety Engineering (9)

• 1. Mental Model: Keselamatan Berlapis, Bukan Satu Pagar [V]
• 2. Guardrails [V]
• 3. Policy Enforcement [V]
• 4. Tool Restrictions [V]
• 5. Agent Permissions [V]
• 6. Safety Evaluations [V]
• 7. Misuse Prevention [V]
• 8. Hubungan Antara Konsep
• Bukti faham (checklist)

16 — Software Development (13)

• 1. Software Development Life Cycle (SDLC) [V]
• 2. Model Proses: Waterfall vs Agile [V]
• 3. Requirements [V]
• 4. Design [V]
• 5. Implementation [V]
• 6. Testing [V]
• 7. Deployment [V]
• 8. Maintenance [V]
• 9. Documentation [V]
• 10. Versioning [V]
• 11. Release Management [V]
• 12. Gambaran Besar [V]
• Bukti faham (checklist)

160 — Automation (11)

• 1. Apa Itu Automation & Bentuk-Bentuknya [V]
• 2. Scripts [V]
• 3. Scheduled Jobs — Konsep Umum [V]
• 4. Cron Jobs (Unix) [V]
• 5. Workflow Automation [V]
• 6. API Automation [V]
• 7. Event Automation [V]
• 8. Trigger-Based Automation [V]
• 9. Bots [V]
• 10. Hubungan Antara Konsep
• Bukti faham (checklist)

161 — Browser Automation (10)

• 1. Apa itu Browser Automation [V]
• 2. Headless Browsers [V]
• 3. Selenium [V]
• 4. Playwright [V]
• 5. Puppeteer [V]
• 6. Form Automation [V]
• 7. Testing Automation (E2E) [V]
• 8. Pilih tool & amalan [V]
• 9. Hubungan topik lain [V]
• Bukti faham (checklist)

162 — RPA (8)

• 1. Robotic Process Automation — Apa & Kenapa [V]
• 2. Business Workflow Automation [V]
• 3. Desktop Automation [V]
• 4. Form Processing [V]
• 5. Repetitive Task Automation — Bila RPA Berbaloi [V]
• 6. Perangkap utama (ringkasan)
• 7. Hubungan topik lain
• Bukti faham (checklist)

163 — Low-Code / No-Code Engineering (9)

• 1. Low-Code vs No-Code [V]
• 2. Visual Programming [V]
• 3. Workflow Builders [V]
• 4. App Builders [V]
• 5. Automation Platforms [V]
• 6. Integration Platforms (iPaaS) [V]
• 7. Trade-off & bila guna kod biasa [V]
• 8. Hubungan Antara Konsep
• Bukti faham (checklist)

164 — CLI Development (7)

• 1. Command-Line Apps [V]
• 2. Argument Parsing [V]
• 3. Terminal UI (TUI) [V]
• 4. Shell Integration [V]
• 5. Configuration Files [V]
• Hubungan antara konsep
• Bukti faham (checklist)

165 — Developer Tooling (12)

• 1. Apa itu Developer Tooling [V]
• 2. Linters [V]
• 3. Formatters [V]
• 4. Debuggers [V]
• 5. Profilers [V]
• 6. IDE Extensions [V]
• 7. Code Generators [V]
• 8. Developer CLIs [V]
• 9. Build Tools [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

166 — Code Generation (9)

• 1. Apa itu Code Generation [V]
• 2. Template-Based Generation [V]
• 3. Schema-to-Code [V]
• 4. API Client Generation [V]
• 5. ORM Generation [V]
• 6. AI Code Generation [V]
• 7. Integrasi Codegen dengan Build & Review [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

167 — Library Development (8)

• 1. Library vs Application — Reusable Components [V]
• 2. Public API — permukaan awam [V]
• 3. Versioning — Semantic Versioning (SemVer) [V]
• 4. Compatibility — serasi ke belakang [V]
• 5. Documentation [V]
• 6. Package Publishing [V]
• 7. Kitaran membina library [V]
• Bukti faham (checklist)

168 — Framework Development (11)

• 1. Framework vs Library [V]
• 2. Framework Architecture [V]
• 3. Inversion of Control (IoC) & Lifecycle [V]
• 4. Dependency Injection (DI) [V]
• 5. Lifecycle Hooks [V]
• 6. Plugin Systems [V]
• 7. Extensibility [V]
• 8. Developer APIs [V]
• 9. Merancang Framework Sendiri [V]
• Perangkap silang-topik
• Bukti faham (checklist)

169 — Middleware Engineering (7)

• 1. Request Middleware [V]
• 2. Message Brokers [V]
• 3. Service Bus [V]
• 4. API Gateways [V]
• 5. Integration Middleware [V]
• 6. Hubungan antara konsep [V]
• Bukti faham (checklist)

17 — Software Engineering (16)

• 1. Software Engineering vs Programming [V]
• 2. Requirements Engineering [V]
• 3. Software Design [V]
• 4. Software Architecture [V]
• 5. Modularity [V]
• 6. Reusability [V]
• 7. Code Quality [V]
• 8. Maintainability [V]
• 9. Scalability [V]
• 10. Reliability [V]
• 11. Technical Debt [V]
• 12. Refactoring [V]
• 13. Documentation [V]
• 14. Engineering Standards [V]
• 15. Hubungan teras: kualiti dalaman → kos perubahan [V]
• Bukti faham (checklist)

170 — API Gateway Engineering (11)

• 1. Peranan API Gateway [V]
• 2. Routing [V]
• 3. Authentication & Authorization [V]
• 4. Rate Limiting & Quota [V]
• 5. Logging & Observability [V]
• 6. Transformations [V]
• 7. Load Balancing & Upstream Management [V]
• 8. Policy Enforcement [V]
• 9. Perangkap Umum Seni Bina [V]
• Alatan pasaran (ringkas, trend stabil) [V]
• Bukti faham (checklist)

171 — Enterprise Software Engineering (11)

• 1. Apa itu Enterprise Software [V]
• 2. ERP — Enterprise Resource Planning [V]
• 3. CRM — Customer Relationship Management [V]
• 4. HR Systems — HRIS & HCM [V]
• 5. Finance Systems [V]
• 6. Internal Platforms [V]
• 7. Workflow Systems [V]
• 8. Enterprise Integrations [V]
• 9. Governance, Security & Compliance [V]
• 10. Buy vs Build & Ecosystem [V]
• Bukti faham (checklist)

172 — SaaS Engineering (11)

• 1. Apa itu SaaS [V]
• 2. Multi-Tenancy (models) [V]
• 3. Tenant Isolation [V]
• 4. Onboarding [V]
• 5. Account Management [V]
• 6. Plans [V]
• 7. Subscription Billing [V]
• 8. Usage Limits & Quotas [V]
• 9. Reka Bentuk End-to-End [V]
• Alatan pasaran (ringkas, trend stabil) [V]
• Bukti faham (checklist)

173 — Payment Engineering (11)

• 1. Payment Ecosystem & Lifecycle [V]
• 2. Payment Gateway [V]
• 3. Payment Intents [V]
• 4. Ledgers & Double-Entry [V]
• 5. Settlement [V]
• 6. Reconciliation [V]
• 7. Refunds [V]
• 8. Chargebacks [V]
• 9. Payment Security — PCI DSS & Tokenization [V]
• 10. Cross-Cutting: Idempotency, Webhooks & Wang [V]
• Bukti faham (checklist)

174 — FinTech Engineering (10)

• 1. Banking Systems [V]
• 2. Ledgers [V]
• 3. Wallets [V]
• 4. Payment Rails [V]
• 5. Settlement [V]
• 6. Reconciliation [V]
• 7. Risk Engines [V]
• 8. Fraud Detection [V]
• 9. Perangkap Umum Seni Bina [V]
• Bukti faham (checklist)

175 — Trading Systems (10)

• 1. Market Data [V]
• 2. Order Management [V]
• 3. Execution Engines [V]
• 4. Low-Latency Systems [V]
• 5. Backtesting [V]
• 6. Risk Management [V]
• 7. Algorithmic Trading [V]
• 8. Perangkap Umum Seni Bina [V]
• Alatan pasaran (ringkas, trend stabil) [V]
• Bukti faham (checklist)

176 — E-Commerce Engineering (11)

• 1. Product Catalog [V]
• 2. Inventory [V]
• 3. Pricing [V]
• 4. Promotions [V]
• 5. Cart [V]
• 6. Checkout [V]
• 7. Payments [V]
• 8. Order Management [V]
• 9. Fulfilment [V]
• 10. Returns [V]
• Bukti faham (checklist)

177 — Marketplace Engineering (11)

• 1. Marketplace & Network Effects [V]
• 2. Buyers [V]
• 3. Sellers [V]
• 4. Matching [V]
• 5. Ranking [V]
• 6. Commission & Monetisasi [V]
• 7. Escrow & Pembayaran [V]
• 8. Reviews & Reputation [V]
• 9. Trust & Safety [V]
• Corak pasaran & alatan (ringkas, stabil) [V]
• Bukti faham (checklist)

178 — AdTech Engineering (10)

• 1. Ad Serving [V]
• 2. Ad Auctions [V]
• 3. Real-Time Bidding (RTB) [V]
• 4. Campaign Systems [V]
• 5. Audience Systems [V]
• 6. Attribution [V]
• 7. Conversion Tracking [V]
• 8. Measurement [V]
• Aliran & trend stabil [V]
• Bukti faham (checklist)

179 — MarTech Engineering (12)

• 1. Skop MarTech Engineering [V]
• 2. CRM Integration [V]
• 3. Marketing Automation [V]
• 4. Pixels (Web Tracking) [V]
• 5. Conversion APIs (Server-Side Tracking) [V]
• 6. Attribution [V]
• 7. Customer Data Platforms (CDP) [V]
• 8. Analytics Pipelines [V]
• 9. Audience Segmentation [V]
• 10. Privasi, Consent & Kualiti Data [V]
• Alatan pasaran (ringkas, trend stabil) [V]
• Bukti faham (checklist)

18 — Clean Code & Engineering Principles (18)

• 1. Clean Code [V]
• 2. SOLID — S: Single Responsibility (SRP) [V]
• 3. SOLID — O: Open/Closed (OCP) [V]
• 4. SOLID — L: Liskov Substitution (LSP) [V]
• 5. SOLID — I: Interface Segregation (ISP) [V]
• 6. SOLID — D: Dependency Inversion (DIP) [V]
• 7. DRY — Don't Repeat Yourself [V]
• 8. KISS — Keep It Simple, Stupid [V]
• 9. YAGNI — You Aren't Gonna Need It [V]
• 10. Separation of Concerns (SoC) & Single Responsibility [V]
• 11. Loose Coupling & High Cohesion [V]
• 12. Abstraction & Encapsulation [V]
• 13. Dependency Injection (DI) [V]
• 14. Code Review [V]
• 15. Coding Standards [V]
• 16. Pragmatism — bila longgarkan prinsip [V]
• Hubungan ringkas
• Bukti faham (checklist)

180 — Analytics Engineering (10)

• 1. Event Tracking [V]
• 2. Data Models [V]
• 3. Metrics [V]
• 4. Dashboards [V]
• 5. Attribution [V]
• 6. Funnel Analysis [V]
• 7. Cohort Analysis [V]
• 8. Experiment Analysis [V]
• Hubungan antara konsep
• Bukti faham (checklist)

181 — CMS Engineering (10)

• 1. Apa itu CMS & Content Models [V]
• 2. Structured vs Unstructured Content [V]
• 3. Publishing Lifecycle & Workflow [V]
• 4. Roles & Permissions (RBAC) [V]
• 5. Media Management & Assets [V]
• 6. Templates & Rendering [V]
• 7. Headless CMS & API Delivery [V]
• 8. Architecture & Operational Concerns [V]
• 9. Alatan pasaran (ringkas, trend stabil) [V]
• Bukti faham (checklist)

182 — CRM Engineering (9)

• 1. Leads & Contacts [V]
• 2. Pipelines [V]
• 3. Customer Lifecycle [V]
• 4. Activities [V]
• 5. Automation [V]
• 6. Segmentation [V]
• 7. Data Model & Customer 360 [V]
• Hubungan antara konsep
• Bukti faham (checklist)

183 — Workflow Engine Development (10)

• 1. States [V]
• 2. Transitions [V]
• 3. Business Processes [V]
• 4. Automation [V]
• 5. Human Tasks [V]
• 6. Approvals [V]
• 7. Dependencies [V]
• 8. Retries [V]
• Hubungan antara konsep
• Bukti faham (checklist)

184 — Rule Engine Development (9)

• 1. Business Rules [V]
• 2. Conditions [V]
• 3. Actions [V]
• 4. Decision Tables [V]
• 5. Rule Evaluation & RETE (ringkas) [V]
• 6. Komponen Engine & Aliran Penilaian [V]
• 7. Rule Versioning & Governance [V]
• Perangkap rentas (ringkasan)
• Bukti faham (checklist)

185 — Fraud & Abuse Engineering (9)

• 1. Fraud Detection [V]
• 2. Bot Detection [V]
• 3. Spam Prevention [V]
• 4. Abuse Detection [V]
• 5. Account Risk [V]
• 6. Risk Scoring [V]
• 7. Trust Systems [V]
• Aliran satu serangan (sintesis) [V]
• Bukti faham (checklist)

186 — Storage Systems (9)

• 1. Filesystems [V]
• 2. Block Storage [V]
• 3. Object Storage [V]
• 4. Distributed Storage [V]
• 5. Replication [V]
• 6. Erasure Coding [V]
• 7. Storage Engines [V]
• Hubungan antara konsep
• Bukti faham (checklist)

187 — Browser Engineering (11)

• 1. Apa itu Browser Engineering [V]
• 2. Rendering Engine [V]
• 3. DOM [V]
• 4. CSS Engine [V]
• 5. JavaScript Engine [V]
• 6. Networking [V]
• 7. Tabs [V]
• 8. Sandboxing [V]
• 9. Browser Security [V]
• 10. Hubungan topik lain [V]
• Bukti faham (checklist)

188 — Reverse Engineering (11)

• 1. Apa itu Reverse Engineering [V]
• 2. Binary Analysis [V]
• 3. Executable Analysis [V]
• 4. Disassembly [V]
• 5. Decompilation [V]
• 6. Debugging (Analisis Dinamik) [V]
• 7. Protocol Analysis [V]
• 8. Software Behavior Analysis & Anti-Analysis [V]
• 9. Aliran Kerja (Workflow) [V]
• 10. Etika & Legal [V]
• Bukti faham (checklist)

189 — Binary Analysis (10)

• 1. Machine Code [V]
• 2. Executables [V]
• 3. ELF (Executable and Linkable Format) [V]
• 4. PE (Portable Executable) [V]
• 5. Mach-O (Mach Object) [V]
• 6. Disassembly [V]
• 7. Debugging [V]
• 8. Symbols [V]
• Perangkap umum (ringkasan)
• Bukti faham (checklist)

19 — Design Patterns (26)

• Kategori pattern [V]
• Creational Patterns — bagaimana objek dicipta
▪ Singleton [V]
▪ Factory Method [V]
▪ Abstract Factory [V]
▪ Builder [V]
▪ Prototype [V]
• Structural Patterns — bagaimana objek digubah menjadi struktur lebih besar
▪ Adapter [V]
▪ Bridge [V]
▪ Composite [V]
▪ Decorator [V]
▪ Facade [V]
▪ Proxy [V]
• Behavioral Patterns — bagaimana objek berinteraksi & tanggungjawab diagih
▪ Observer [V]
▪ Strategy [V]
▪ Command [V]
▪ State [V]
▪ Template Method [V]
… +6 lagi

190 — Assembly Programming (10)

• 1. Apa itu Assembly [V]
• 2. CPU Instructions & ISA [V]
• 3. Registers [V]
• 4. Memory Addresses [V]
• 5. Stack [V]
• 6. Calling Conventions [V]
• 7. Assembly Syntax — AT&T vs Intel [V]
• 8. Arahan Lazim & Contoh Mini [V]
• 9. Hubungan besar — peta konsep [V]
• Bukti faham (checklist)

191 — Digital Forensics (7)

• 1. Apa itu Digital Forensics [V]
• 2. Evidence Handling & Chain of Custody [V]
• 3. Disk Analysis & Imaging [V]
• 4. File Analysis [V]
• 5. Memory Analysis [V]
• 6. Log Analysis & Incident Investigation [V]
• Bukti faham (checklist)

192 — Legacy Systems (9)

• 1. COBOL [V]
• 2. Mainframe [V]
• 3. AS/400 (IBM i) [V]
• 4. Legacy Databases [V]
• 5. Legacy APIs [V]
• 6. System Modernization (strategies) [V]
• 7. Migration [V]
• Hubungan antara konsep
• Bukti faham (checklist)

193 — Enterprise Integration (10)

• 1. Integration Patterns & EAI [V]
• 2. Middleware [V]
• 3. ESB (Enterprise Service Bus) [V]
• 4. EDI (Electronic Data Interchange) [V]
• 5. ERP Integration [V]
• 6. SAP Integration [V]
• 7. CRM Integration [V]
• 8. Legacy Integration [V]
• 9. Hubungan antara konsep
• Bukti faham (checklist)

194 — Technical Project Management (9)

• 1. Requirements [V]
• 2. Scope [V]
• 3. Estimation [V]
• 4. Dependencies [V]
• 5. Milestones [V]
• 6. Technical Risks [V]
• 7. Delivery Planning [V]
• Hubungan antara konsep
• Bukti faham (checklist)

195 — Engineering Management (10)

• 1. Team Structure [V]
• 2. Code Quality [V]
• 3. Technical Direction [V]
• 4. Engineering Metrics [V]
• 5. Developer Productivity [V]
• 6. Hiring [V]
• 7. Mentoring [V]
• 8. Delivery Management [V]
• Hubungan antara konsep
• Bukti faham (checklist)

196 — Architecture Governance (8)

• 1. Architecture Standards [V]
• 2. Technology Choices [V]
• 3. Architecture Reviews [V]
• 4. Technical Principles [V]
• 5. System Boundaries [V]
• 6. Decision Records (ADR) [V]
• Hubungan antara konsep [V]
• Bukti faham (checklist)

197 — Technical Roadmapping (8)

• Prinsip lintas gaya [V]
• Architecture Roadmaps [V]
• Platform Roadmaps [V]
• Migration Plans [V]
• Technical Debt Plans [V]
• Capability Planning [V]
• Menghubungkan kelima-lima [V]
• Bukti faham (checklist)

198 — Technical Debt Management (7)

• 1. Debt Identification [V]
• 2. Debt Prioritization [V]
• 3. Refactoring Strategy [V]
• 4. Modernization [V]
• 5. Maintenance Planning [V]
• 6. Hubungan teras: kitaran pengurusan hutang [V]
• Bukti faham (checklist)

199 — FinOps Engineering (11)

• 1. Apa itu FinOps [V]
• 2. Cloud Cost Optimization [V]
• 3. Infrastructure Cost & Peruntukan [V]
• 4. Compute Cost [V]
• 5. Storage Cost [V]
• 6. API Cost [V]
• 7. Model Cost (AI/LLM) [V]
• 8. Budget Monitoring & Alert [V]
• 9. Resource Efficiency [V]
• 10. Perangkap Umum [V]
• Bukti faham (checklist)

20 — Version Control (17)

• 1. Apa itu Version Control (VCS) [V]
• 2. Git — Model Asas [V]
• 3. Hosting: GitHub / GitLab / Bitbucket [V]
• 4. Commit — Apa yang Masuk & Mesej Baik [V]
• 5. Branch [V]
• 6. Merge [V]
• 7. Rebase — vs Merge, Bila Guna [V]
• 8. Pull Request (PR) / Merge Request (MR) [V]
• 9. Code Review [V]
• 10. Tags [V]
• 11. Releases [V]
• 12. Git Flow [V]
• 13. Trunk-Based Development (TBD) [V]
• 14. Aliran Kerja Asas (Workflow Harian) [V]
• 15. Recovery — Reset, Revert, Reflog [V]
• 16. Perangkap Utama (Ringkasan) [V]
• Bukti faham (checklist)

200 — Developer Experience (9)

• 1. Apa itu Developer Experience (DevEx) [V]
• 2. Developer Workflows [V]
• 3. Documentation [V]
• 4. Local Development [V]
• 5. CI Speed [V]
• 6. Build Speed [V]
• 7. Internal Tools [V]
• 8. Self-Service Platforms [V]
• Bukti faham (checklist)

201 — Quantum Programming (11)

• 1. Quantum Computing — Idea Asas [V]
• 2. Qubit & Notasi Dirac [V]
• 3. Superposition & Measurement (Born Rule) [V]
• 4. Entanglement [V]
• 5. No-Cloning & Realisasi Fizikal [V]
• 6. Quantum Gates [V]
• 7. Quantum Circuits [V]
• 8. Quantum Algorithms — Shor & Grover [V]
• 9. Quantum Simulation [V]
• 10. Keadaan Sebenar: NISQ & Error Correction [V]
• Bukti faham (checklist)

202 — Specialist Industry Software (12)

• 1. Healthcare Software (EHR) [V]
• 2. Education Software (LMS) [V]
• 3. Logistics Software (TMS) [V]
• 4. Supply Chain Systems (SCM) [V]
• 5. Manufacturing Software (MES/ERP) [V]
• 6. Government Systems (civic, procurement) [V]
• 7. Insurance Systems (policy/claims) [V]
• 8. Real Estate Software [V]
• 9. Hospitality Software (PMS) [V]
• 10. Agriculture Technology [V]
• 11. Energy Systems (grid, SCADA) [V]
• Bukti faham (checklist)

21 — Developer Tools (13)

• 1. IDE & Editor [V]
• 2. Terminal & Shell [V]
• 3. Git Clients [V]
• 4. Debugger [V]
• 5. Profiler [V]
• 6. Linter vs Formatter vs Type Checker [V]
• 7. Package Manager & Dependency Manager [V]
• 8. Build Tools [V]
• 9. API Clients [V]
• 10. Database Clients [V]
• 11. Aliran Developer Modern [V]
• 12. Ringkasan Mental Model
• Bukti faham (checklist)

22 — Package Management (18)

• 1. Apa itu Package Manager [V]
• 2. Package Registries [V]
• 3. Semantic Versioning (SemVer) [V]
• 4. Range Versi: caret & tilde [V]
• 5. Dependency Resolution [V]
• 6. npm [V]
• 7. pnpm [V]
• 8. Yarn [V]
• 9. pip [V]
• 10. Poetry [V]
• 11. Maven (Java) [V]
• 12. Gradle (JVM) [V]
• 13. Cargo (Rust) [V]
• 14. NuGet (.NET) [V]
• 15. Composer (PHP) [V]
• 16. Supply Chain Risk [V]
• 17. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

23 — Build Engineering (15)

• 1. Apa itu Build [V]
• 2. Compilers & Transpilers [V]
• 3. Bundlers [V]
• 4. Dependency Graphs [V]
• 5. Build Caching & Incremental Build [V]
• 6. Reproducible Builds [V]
• 7. Artifact Management [V]
• 8. Make [V]
• 9. CMake [V]
• 10. Bazel [V]
• 11. Webpack [V]
• 12. Vite [V]
• 13. Memilih build tool [V]
• 14. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

24 — Frontend Development (18)

• 1. Frontend vs Backend [V]
• 2. HTML (HyperText Markup Language) [V]
• 3. CSS (Cascading Style Sheets) [V]
• 4. JavaScript (JS) [V]
• 5. TypeScript (TS) [V]
• 6. DOM (Document Object Model) [V]
• 7. Browser APIs [V]
• 8. Responsive Design [V]
• 9. Forms [V]
• 10. State Management [V]
• 11. Routing [V]
• 12. Rendering: CSR, SSR, SSG [V]
• 13. Hydration [V]
• 14. Component Architecture [V]
• 15. Accessibility (a11y) [V]
• 16. Performance Optimization [V]
• 17. Toolchain & Build (ringkasan) [V]
• Bukti faham (checklist)

25 — Frontend Frameworks (11)

• Latar: tiga paradigma rendering [V]
• 1. React [V]
• 2. Vue [V]
• 3. Angular [V]
• 4. Svelte [V]
• 5. Next.js [V]
• 6. Nuxt [V]
• 7. Remix [V]
• 8. Astro [V]
• 9. SolidJS [V]
• Bukti faham (checklist)

26 — CSS & UI Engineering (16)

• 1. CSS Fundamentals [V]
• 2. Flexbox [V]
• 3. Grid [V]
• 4. Responsive Layout [V]
• 5. Tailwind CSS
• 6. CSS Modules
• 7. Sass (SCSS)
• 8. Design Tokens [V]
• 9. Component Libraries
• 10. Design Systems
• 11. Animations [V]
• 12. Transitions [V]
• 13. Theming & Dark Mode
• 14. UI Architecture
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

27 — Human-Computer Interaction (10)

• 1. HCI (Human-Computer Interaction) [V]
• 2. Interaction Design (IxD) [V]
• 3. Human Factors (Ergonomics) [V]
• 4. Usability Engineering [V]
• 5. Accessibility (a11y) [V]
• 6. User Feedback [V]
• 7. Information Architecture (IA) [V]
• 8. Cognitive Load [V]
• 9. Interaction Patterns [V]
• Bukti faham (checklist)

28 — Accessibility Engineering (12)

• 1. Accessibility = Usability untuk Semua [V]
• 2. WCAG — Tahap A/AA/AAA & Prinsip POUR [V]
• 3. Semantic HTML — Asas Paling Penting [V]
• 4. Screen Readers & Assistive Technology [V]
• 5. Keyboard Navigation [V]
• 6. Focus Management [V]
• 7. ARIA — Guna Bila Perlu, Elak Bila Boleh [V]
• 8. Color Contrast [V]
• 9. Accessible Forms [V]
• 10. Ujian & Alat [V]
• 11. Ringkasan Mental Model
• Bukti faham (checklist)

29 — Internationalization & Localization (10)

• 1. i18n vs l10n vs g11n [V]
• 2. Character Encoding [V]
• 3. Unicode: Code Point, Normalization, Grapheme [V]
• 4. Multiple Languages [V]
• 5. Date Formats [V]
• 6. Timezones [V]
• 7. Currency Formats [V]
• 8. RTL Layouts & Bidi [V]
• 9. Locale Management [V]
• Bukti faham (checklist)

30 — Backend Development (15)

• 1. Server-Side Programming [V]
• 2. Business Logic [V]
• 3. Authentication [V]
• 4. Authorization [V]
• 5. Sessions [V]
• 6. Cookies [V]
• 7. File Handling [V]
• 8. Background Jobs & Queues [V]
• 9. Scheduled Jobs [V]
• 10. Server Architecture [V]
• 11. Error Handling [V]
• 12. Logging [V]
• 13. API Development [V]
• 14. Gambaran Besar [V]
• Bukti faham (checklist)

31 — Backend Technologies (12)

• 1. Node.js (JavaScript/TypeScript) [V]
• 2. Python — Django [V]
• 3. Python — Flask [V]
• 4. Python — FastAPI [V]
• 5. PHP — Laravel [V]
• 6. Java — Spring Boot [V]
• 7. Go (Golang) [V]
• 8. C# — .NET (ASP.NET Core) [V]
• 9. Ruby on Rails [V]
• 10. Rust (Actix-web / Axum / Rocket) [V]
• Pilih Stack — Peta Ringkas [V]
• Bukti faham (checklist)

32 — API Engineering (21)

• 1. HTTP API Asas [V]
• 2. REST — Representational State Transfer [V]
• 3. HATEOAS (ringkas) [V]
• 4. HTTP Methods & Status Codes [V]
• 5. API Keys [V]
• 6. Authentication vs Authorization [V]
• 7. OAuth 2.0 (ringkas) [V]
• 8. Pagination [V]
• 9. Rate Limiting [V]
• 10. Idempotency [V]
• 11. API Versioning [V]
• 12. API Contracts [V]
• 13. OpenAPI / Swagger [V]
• 14. GraphQL [V]
• 15. RPC [V]
• 16. gRPC [V]
• 17. SOAP [V]
• 18. WebSocket [V]
• 19. Server-Sent Events (SSE) [V]
• 20. Webhooks [V]
… +1 lagi

33 — SDK Development (11)

• 1. API vs Client Library vs SDK [V]
• 2. API Clients — kerja teras [V]
• 3. SDK Design — prinsip API ergonomik [V]
• 4. Client Libraries — merentas bahasa [V]
• 5. Error Abstractions [V]
• 6. Authentication Helpers [V]
• 7. Version Compatibility — semver & breaking changes [V]
• 8. Documentation — quickstart & reference [V]
• 9. Code Generation — OpenAPI codegen [V]
• 10. Testing & sokongan SDK [V]
• Bukti faham (checklist)

34 — Database Fundamentals (16)

• 1. Tables, Rows, Columns [V]
• 2. Primary Keys [V]
• 3. Foreign Keys [V]
• 4. Relationships (1:1, 1:N, N:M) [V]
• 5. Constraints [V]
• 6. Transactions & ACID [V]
• 7. Indexes [V]
• 8. Queries — SQL Asas [V]
• 9. Joins (INNER / LEFT / RIGHT / FULL) [V]
• 10. Views [V]
• 11. Stored Procedures [V]
• 12. Triggers [V]
• 13. Normalization (1NF–3NF) [V]
• 14. Denormalization [V]
• 15. Gambaran Besar [V]
• Bukti faham (checklist)

35 — Relational Databases (11)

• 0. Konsep teras (semua RDBMS) [V]
• 1. PostgreSQL [V]
• 2. MySQL [V]
• 3. MariaDB [V]
• 4. SQLite [V]
• 5. SQL Server [V]
• 6. Oracle Database [V]
• 7. Jadual perbandingan [V]
• 8. Panduan pilih ringkas [V]
• Perangkap biasa (merentas RDBMS) [V]
• Bukti faham (checklist)

36 — NoSQL Databases (15)

• Bila NoSQL vs SQL [V]
• Jenis NoSQL — ringkasan [V]
• Document Stores
▪ MongoDB [V]
▪ CouchDB [V]
▪ Firestore [V]
• Key-Value Stores
▪ Redis [V]
▪ DynamoDB [V]
• Wide-Column Stores
▪ Cassandra [V]
• Graph Databases
▪ Neo4j (archetype) [V]
• Perangkap umum NoSQL [V]
• Bukti faham (checklist)

37 — Database Engineering (14)

• 1. Transactions & ACID [V]
• 2. Isolation Levels [V]
• 3. Locking & Concurrency Control [V]
• 4. Deadlocks [V]
• 5. Index Design — B-tree, Composite, Covering [V]
• 6. Query Optimization — EXPLAIN & Execution Plan [V]
• 7. Partitioning [V]
• 8. Sharding [V]
• 9. Replication — Leader/Follower, Sync/Async [V]
• 10. High Availability & Failover [V]
• 11. Backup — Full, Incremental, PITR [V]
• 12. Restore [V]
• Peta Ringkas [V]
• Bukti faham (checklist)

38 — Database Internals (13)

• 1. Storage Engine [V]
• 2. Page & Buffer Pool [V]
• 3. WAL — Write-Ahead Log [V]
• 4. B-Tree [V]
• 5. B+ Tree [V]
• 6. LSM Tree [V]
• 7. MVCC — Multi-Version Concurrency Control [V]
• 8. Transaction Engine [V]
• 9. Checkpoint [V]
• 10. Query Planner [V]
• 11. Query Optimizer [V]
• Perangkap umum (selalu ulang)
• Bukti faham (checklist)

39 — Cache Engineering (13)

• 1. Caching — Bila Guna [V]
• 2. Cache Stampede [V]
• 3. Cache-Aside [V]
• 4. Write-Through [V]
• 5. Write-Back [V]
• 6. TTL — Time To Live [V]
• 7. Cache Invalidation [V]
• 8. Eviction Policies — LRU / LFU / FIFO [V]
• 9. Redis [V]
• 10. Memcached [V]
• 11. Distributed Cache [V]
• 12. Gambaran Besar [V]
• Bukti faham (checklist)

40 — Search Engineering (16)

• 1. Full-Text Search [V]
• 2. Inverted Index [V]
• 3. Analisis Teks: Tokenization & Normalization [V]
• 4. Ranking & Scoring [V]
• 5. TF-IDF [V]
• 6. BM25 [V]
• 7. Search Relevance & Evaluation [V]
• 8. Lucene — Enjin Di Bawah Semua [V]
• 9. Elasticsearch [V]
• 10. OpenSearch [V]
• 11. Solr [V]
• 12. Semantic Search (Embeddings) [V]
• 13. Vector Search [V]
• 14. Hybrid Search [V]
• 15. Memilih Stack & Perangkap Silang [V]
• Bukti faham (checklist)

41 — Information Retrieval (14)

• 1. Information Retrieval (IR) [V]
• 2. Document Retrieval [V]
• 3. Keyword Search [V]
• 4. Inverted Index [V]
• 5. TF-IDF [V]
• 6. Ranking Algorithms — BM25 [V]
• 7. Relevance Scoring [V]
• 8. Semantic Search [V]
• 9. Embedding Search (Dense Retrieval) [V]
• 10. Query Expansion [V]
• 11. Retrieval Evaluation — Precision & Recall [V]
• 12. Retrieval Evaluation — MAP & NDCG [V]
• 13. IR dalam Amalan: Web Search & RAG [V]
• Bukti faham (checklist)

42 — Knowledge Graph Engineering (16)

• 1. Graph Databases [V]
• 2. Nodes [V]
• 3. Edges [V]
• 4. Entity Relationships [V]
• 5. Knowledge Representation [V]
• 6. Ontologies [V]
• 7. RDF [V]
• 8. SPARQL [V]
• 9. Semantic Data & Semantic Web [V]
• 10. Neo4j & Cypher [V]
• 11. Property Graph vs RDF [V]
• 12. Mereka Bentuk Skema Knowledge Graph [V]
• 13. Reasoning & Inference [V]
• 14. Algoritma Graph & Skala [V]
• 15. Kualiti Data & Tadbir Urus [V]
• Bukti faham (checklist)

43 — Software Architecture (15)

• Prinsip lintas gaya [V]
• Monolith [V]
• Modular Monolith [V]
• Microservices [V]
• Client-Server [V]
• Layered Architecture [V]
• Clean Architecture [V]
• Hexagonal (Ports & Adapters) [V]
• Onion Architecture [V]
• Service-Oriented Architecture (SOA) [V]
• Event-Driven Architecture (EDA) [V]
• Serverless [V]
• Plugin Architecture [V]
• Membandingkan gaya [V]
• Bukti faham (checklist)

44 — Domain-Driven Design (12)

• 1. Domain & Subdomain (Core / Supporting / Generic) [V]
• 2. Ubiquitous Language [V]
• 3. Entity [V]
• 4. Value Object (VO) [V]
• 5. Aggregate & Aggregate Root [V]
• 6. Repository [V]
• 7. Domain Service [V]
• 8. Bounded Context [V]
• 9. Domain Events [V]
• 10. Hubungan antara konsep [V]
• 11. Bila guna / tak guna DDD [V]
• Bukti faham (checklist)

45 — System Design (17)

• 1. Non-Functional Requirements — Sasaran Sebenar [V]
• 2. Scalability — Kebolehan Membesar [V]
• 3. Availability — Sentiasa Hidup [V]
• 4. Reliability — Boleh Dipercayai [V]
• 5. Consistency — Data Sepakat [V]
• 6. Load Balancing — Agih Trafik [V]
• 7. Caching & CDN [V]
• 8. Replication — Salin Data [V]
• 9. Database Scaling — Replica & Shard [V]
• 10. Partitioning & Sharding — Bahagi Data [V]
• 11. Queues — Async & Decoupling [V]
• 12. Fault Tolerance — Tahan Kegagalan [V]
• 13. Failover — Tukar Ganti [V]
• 14. Disaster Recovery — Pulih dari Bencana [V]
• 15. Proses Reka Sistem — Requirements → Estimate → Component [V]
• 16. Gambaran Besar [V]
• Bukti faham (checklist)

46 — Distributed Systems (14)

• 1. Distributed Computing & Kenapa Payah [V]
• 2. Model Komunikasi & Masa [V]
• 3. Replication (Replikasi) [V]
• 4. Partitioning / Sharding [V]
• 5. Konsistensi: Strong vs Eventual [V]
• 6. CAP Theorem [V]
• 7. PACELC [V]
• 8. Consensus & Leader Election [V]
• 9. Quorum [V]
• 10. Distributed Transactions: 2PC & Saga [V]
• 11. Distributed Locks [v]
• 12. Distributed State & Replicated State Machine [V]
• 13. Perangkap umum sistem teragih [V]
• Bukti faham (checklist)

47 — Consensus Algorithms (8)

• 1. Masalah Consensus [V]
• 2. FLP Impossibility [V]
• 3. Quorum Systems [V]
• 4. Paxos [V]
• 5. Raft [V]
• 6. Consensus Protocols — Perbandingan & Guna Kes [V]
• 7. Leader Election [V]
• Bukti faham (checklist)

48 — Distributed Coordination (12)

• 1. Masalah Asas: Koordinasi dalam Sistem Teragih [V]
• 2. Distributed Locks [V]
• 3. Leases [V]
• 4. Fencing Tokens [V]
• 5. Logical Clocks (Lamport Clocks) [V]
• 6. Vector Clocks [V]
• 7. Causal Ordering & Causal Consistency [V]
• 8. Coordination Services [V]
• 9. ZooKeeper [V]
• 10. etcd [V]
• 11. Aplikasi Gabungan: Leader Election & Lock yang Betul [V]
• Bukti faham (checklist)

49 — Event-Driven Systems (11)

• 1. Events vs Commands [V]
• 2. Producers & Consumers [V]
• 3. Event Bus [V]
• 4. Pub/Sub [V]
• 5. Message Brokers [V]
• 6. Event Sourcing [V]
• 7. CQRS [V]
• 8. Event Replay [V]
• 9. Eventual Consistency [V]
• 10. Hubungan & Amalan Gabungan [V]
• Bukti faham (checklist)

50 — Message Queue Systems (12)

• 1. Core Concepts — Queue vs Topic [V]
• 2. Kafka — Log, Partition, Offset, Consumer Group [V]
• 3. RabbitMQ — Exchange & Routing [V]
• 4. NATS [V]
• 5. AWS SQS [V]
• 6. Google Pub/Sub [V]
• 7. Dead Letter Queues (DLQ) [V]
• 8. Retry Policies [V]
• 9. Consumer Groups [V]
• 10. Message Ordering [V]
• Hubungan antara sistem [V]
• Bukti faham (checklist)

51 — Streaming Systems (13)

• 1. Stream Processing [V]
• 2. Event Streams: Topic, Partition, Offset [V]
• 3. Stateless vs Stateful Stream Processing [V]
• 4. Event Time vs Processing Time [V]
• 5. Watermarks & Data Lewat (Late Data) [V]
• 6. Windowing [V]
• 7. Delivery Semantics: At-Most-Once, At-Least-Once, Exactly-Once [V]
• 8. Kafka Streams [V]
• 9. Apache Flink [V]
• 10. Spark Streaming & Structured Streaming [V]
• 11. Fault Tolerance & Recovery [V]
• 12. Memilih Enjin & Corak Seni Bina [V]
• Bukti faham (checklist)

52 — Batch Computing (10)

• 1. Batch Processing [V]
• 2. Bounded Data vs Stream [V]
• 3. MapReduce (Model) [V]
• 4. MapReduce: Shuffle & Sort [V]
• 5. Distributed Batch Jobs [V]
• 6. Job Scheduling [V]
• 7. ETL Jobs [V]
• 8. Enjin Batch Biasa (Gambaran) [V]
• 9. Batch dalam Konteks Lebih Luas [V]
• Bukti faham (checklist)

53 — Workflow Orchestration (12)

• 1. Orchestration vs Choreography [V]
• 2. Durable Execution — Konsep Teras [V]
• 3. Temporal — Workflow, Activity, Replay [V]
• 4. Airflow — DAG, Scheduler, Task Instance [V]
• 5. Dagster — Asset-Oriented [V]
• 6. Prefect — Flow & Task [V]
• 7. Durable Workflows (Cloud/Platform) [V]
• 8. State Machines [V]
• 9. Retries & Backoff [V]
• 10. Compensation (Saga) [V]
• Hubungan antara sistem [V]
• Bukti faham (checklist)

54 — Scheduler Engineering (7)

• 1. Job Scheduling: Asas [V]
• 2. Cron — Format 5-Bidang & Waktu [V]
• 3. Time-Based Jobs [V]
• 4. Priority Scheduling [V]
• 5. Dependency Scheduling (DAG) [V]
• 6. Distributed Scheduling: Leader, Queue, Lock [V]
• Bukti faham (checklist)

55 — State Management Engineering (9)

• 1. Application State (UI & Domain) [V]
• 2. Persistent State [V]
• 3. Distributed State [V]
• 4. State Machines (finite & transition) [V]
• 5. State Synchronization [V]
• 6. Event State (Event Sourcing) [V]
• 7. State Stores (in-memory, DB, Redis) [V]
• Hubungan antara konsep
• Bukti faham (checklist)

56 — Operating Systems (19)

• 1. Linux [V]
• 2. Windows [V]
• 3. macOS [V]
• 4. Kernel — Monolithic vs Micro [V]
• 5. System Calls [V]
• 6. Processes [V]
• 7. Threads [V]
• 8. Scheduling — CFS [V]
• 9. Signals [V]
• 10. Memory Management — Virtual Memory [V]
• 11. Paging [V]
• 12. Filesystem — inode [V]
• 13. VFS (Virtual Filesystem) [V]
• 14. Users & Groups [V]
• 15. Permissions — rwx [V]
• 16. ACL (Access Control Lists) [V]
• 17. Environment Variables [V]
• 18. Services (Daemons) [V]
• Bukti faham (checklist)

57 — Linux / Server Administration (16)

• 1. Shell & Command Line [V]
• 2. Bash & Scripting [V]
• 3. Users & Groups (useradd, sudo) [V]
• 4. File Permissions (chmod, chown, umask) [V]
• 5. systemd — Unit & journalctl [V]
• 6. Services (day-to-day) [V]
• 7. Logs — rsyslog & logrotate [V]
• 8. Processes (ps, top, kill, pgrep) [V]
• 9. Cron & Scheduled Tasks [V]
• 10. SSH — Keys, Config, Hardening [V]
• 11. Disk Management (df, mount, LVM) [V]
• 12. Networking (ip, ss, firewall) [V]
• 13. Package Management (apt/dnf) [V]
• 14. Firewall (ufw, firewalld, nftables) [V]
• 15. Disiplin Pentadbir Server [V]
• Bukti faham (checklist)

58 — Networking (20)

• 1. Model Rangkaian & IP [V]
• 2. IPv4 vs IPv6 [V]
• 3. Subnet & CIDR [V]
• 4. Ports & Socket [V]
• 5. Routing [V]
• 6. TCP — Transmission Control Protocol [V]
• 7. UDP — User Datagram Protocol [V]
• 8. TCP vs UDP — Cara Pilih [V]
• 9. DNS — Domain Name System [V]
• 10. DHCP — Dynamic Host Configuration Protocol [V]
• 11. NAT — Network Address Translation [V]
• 12. Firewalls [V]
• 13. HTTP [V]
• 14. HTTPS, TLS & SSL [V]
• 15. Proxy & Reverse Proxy [V]
• 16. Load Balancer [V]
• 17. VPN [V]
• 18. WebSocket [V]
• 19. Debugging Rangkaian — Alat Asas [V]
• Bukti faham (checklist)

59 — Network Programming (9)

• 1. Sockets (Berkeley) [V]
• 2. TCP Servers (Accept Loop, Concurrency) [V]
• 3. UDP Servers [V]
• 4. Client-Server Communication [V]
• 5. Protocol Implementation (Framing, Parsing) [V]
• 6. Network Streams [V]
• 7. Connection Management (Keep-Alive, Timeout, Backpressure) [V]
• Hubungan dengan topik lain
• Bukti faham (checklist)

60 — Protocol Engineering (14)

• 1. Apa itu Protokol [V]
• 2. TCP/IP [V]
• 3. HTTP [V]
• 4. DNS [V]
• 5. SMTP [V]
• 6. IMAP [V]
• 7. MQTT [V]
• 8. WebSocket [V]
• 9. SIP [V]
• 10. Rekabentuk Protokol Custom [V]
• 11. Protokol Binary: Endianness & Varint [V]
• 12. Protocol Versioning [V]
• Peta pilih protokol [V]
• Bukti faham (checklist)

61 — DevOps (14)

• 1. Apa itu DevOps [V]
• 2. CI/CD — Culture + Pipeline [V]
• 3. Build Pipelines [V]
• 4. Release Pipelines [V]
• 5. Deployment Strategy [V]
• 6. Infrastructure as Code (ringkas) [V]
• 7. Monitoring [V]
• 8. Logging [V]
• 9. Configuration — env & flags [V]
• 10. Secrets [V]
• 11. Containers [V]
• 12. Automation [V]
• 13. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

62 — CI/CD (11)

• 1. Continuous Integration (CI) [V]
• 2. Continuous Delivery vs Continuous Deployment [V]
• 3. GitHub Actions [V]
• 4. GitLab CI [V]
• 5. Jenkins [V]
• 6. Build Pipelines [V]
• 7. Test Pipelines [V]
• 8. Deployment Pipelines [V]
• 9. Rollbacks [V]
• 10. Memilih platform & hubungan topik lain [V]
• Bukti faham (checklist)

63 — Containerization (12)

• 1. Containers — apa & kenapa [V]
• 2. Containers vs Virtual Machines [V]
• 3. Docker — ekosistem [V]
• 4. Images & Layers [V]
• 5. Dockerfile [V]
• 6. Registries [V]
• 7. Volumes — data persisten [V]
• 8. Container Networking [V]
• 9. Docker Compose [V]
• 10. Container Security [V]
• 11. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

64 — Container Orchestration (14)

• 1. Apa itu Container Orchestration [V]
• 2. Kubernetes — Control Plane & Nodes [V]
• 3. Pods [V]
• 4. Deployments — Rollout & Rollback [V]
• 5. Services — ClusterIP, NodePort, LoadBalancer [V]
• 6. ConfigMaps [V]
• 7. Secrets [V]
• 8. Ingress [V]
• 9. StatefulSets [V]
• 10. DaemonSets [V]
• 11. Helm [V]
• 12. Operators [V]
• 13. Perangkap Umum [V]
• Bukti faham (checklist)

65 — Cloud Computing (16)

• 1. Apa itu Cloud [V]
• 2. VPS [V]
• 3. AWS (Amazon Web Services) [V]
• 4. Azure (Microsoft) [V]
• 5. Google Cloud (GCP) [V]
• 6. Cloudflare [V]
• 7. DigitalOcean [V]
• 8. Hetzner [V]
• 9. Serverless [V]
• 10. Functions (Function-as-a-Service) [V]
• 11. Object Storage [V]
• 12. Managed Databases [V]
• 13. CDN (Content Delivery Network) [V]
• 14. IAM (Identity & Access Management) [V]
• 15. Cloud Networking [V]
• Bukti faham (checklist)

66 — Infrastructure as Code (10)

• 1. Apa itu Infrastructure as Code [V]
• 2. Declarative vs Imperative [V]
• 3. Terraform [V]
• 4. Pulumi [V]
• 5. AWS CloudFormation [V]
• 6. Ansible [V]
• 7. Configuration as Code (vs Infrastructure as Code) [V]
• 8. Immutable Infrastructure (vs Mutable) [V]
• Peta ringkas (macam mana ia muat bersama)
• Bukti faham (checklist)

67 — Platform Engineering (11)

• 1. Apa itu Platform Engineering [V]
• 2. Internal Developer Platform (IDP) [V]
• 3. Developer Portal [V]
• 4. Self-Service Infrastructure [V]
• 5. Deployment Platforms [V]
• 6. Golden Paths (Paved Roads) [V]
• 7. Infrastructure Abstraction [V]
• 8. Platform APIs [V]
• 9. Platform as a Product — Operasi & Metrik [V]
• 10. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

68 — Site Reliability Engineering (12)

• 1. Apa itu SRE & prinsip [V]
• 2. SLI — Service Level Indicator [V]
• 3. SLO — Service Level Objective [V]
• 4. SLA — Service Level Agreement [V]
• 5. Error Budgets [V]
• 6. Toil & Reliability Automation [V]
• 7. Incident Management [V]
• 8. On-Call [V]
• 9. Capacity Planning [V]
• 10. Service Ownership [V]
• 11. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

69 — Observability Engineering (11)

• 1. Monitoring vs Observability [V]
• 2. Logs [V]
• 3. Metrics [V]
• 4. Traces & Distributed Tracing [V]
• 5. Telemetry & OpenTelemetry [V]
• 6. Dashboards [V]
• 7. Alerting & On-Call [V]
• 8. Application Performance Monitoring (APM) [V]
• 9. Satu Kerangka: The Three Pillars [V]
• 10. Amalan & Budaya [V]
• Bukti faham (checklist)

70 — Reliability Engineering (10)

• 1. Reliability — definisi & ukuran [V]
• 2. High Availability (HA) [V]
• 3. Fault Tolerance [V]
• 4. Redundancy [V]
• 5. Failover [V]
• 6. Graceful Degradation [V]
• 7. Resilience [V]
• 8. Recovery [V]
• 9. Kaitan & urutan fikir [V]
• Bukti faham (checklist)

71 — Chaos Engineering (9)

• 1. Apa itu Chaos Engineering [V]
• 2. Failure Injection [V]
• 3. Chaos Experiment — hypothesis & blast radius [V]
• 4. Fault Simulation [V]
• 5. Resilience Testing [V]
• 6. Game Days [V]
• 7. Progression & budaya chaos [V]
• 8. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

72 — Disaster Recovery (9)

• 1. Disaster vs Incident — takrifan & skop [V]
• 2. RTO & RPO — dua nombor yang memandu reka bentuk [V]
• 3. Backup — 3-2-1 rule [V]
• 4. Restore — uji restore, bukan sekadar backup [V]
• 5. Failover & Failback [V]
• 6. Multi-Region Recovery [V]
• 7. Business Continuity (BC) [V]
• 8. DR plan, ujian & kaitan [V]
• Bukti faham (checklist)

73 — Incident Engineering (11)

• 1. Incident — definisi & jenis [V]
• 2. Incident Response Lifecycle — Detect → Contain → Mitigate → Recover [V]
• 3. Detection & Alerting [V]
• 4. Incident Command — IC & roles [V]
• 5. Escalation — severity & path [V]
• 6. On-Call Engineering [V]
• 7. Root Cause Analysis — 5 Whys & blameless [V]
• 8. Postmortems [V]
• 9. Recovery Procedures [V]
• 10. Kaitan & urutan fikir [V]
• Bukti faham (checklist)

74 — Performance Engineering (14)

• 1. Prinsip Teras: Ukur Dulu, Jangan Tebak [V]
• 2. Profiling [V]
• 3. Benchmarking [V]
• 4. Latency — p50, p99, Tail [V]
• 5. Throughput [V]
• 6. Memory Optimization [V]
• 7. CPU Optimization [V]
• 8. Query Optimization [V]
• 9. Network Optimization [V]
• 10. Caching [V]
• 11. Load Testing [V]
• 12. Capacity Planning [V]
• Hubungan Antara Konsep
• Bukti faham (checklist)

75 — High-Performance Computing (10)

• 1. High-Performance Computing (HPC) [V]
• 2. Kluster & Job Scheduler [V]
• 3. Parallel Computing & Hukum Amdahl [V]
• 4. Distributed Computing [V]
• 5. Cluster Computing (model pemrograman) [V]
• 6. MPI — Message Passing Interface [V]
• 7. OpenMP — Shared Memory [V]
• 8. Scientific Workloads [V]
• 9. Aliran kerja praktikal di kluster [V]
• Bukti faham (checklist)

76 — GPU Programming (11)

• 1. Kenapa GPU? Throughput vs Latency [V]
• 2. SIMD vs SIMT [V]
• 3. GPU Kernels [V]
• 4. CUDA — Grid, Block, Thread [V]
• 5. OpenCL [V]
• 6. GPU Memory Hierarchy [V]
• 7. Pemindahan Data Host ↔ Device [V]
• 8. Parallel Algorithms atas GPU [V]
• 9. Tensor Operations [V]
• 10. Hubungan dengan topik lain [V]
• Bukti faham (checklist)

77 — Concurrency (13)

• 1. Concurrency vs Parallelism [V]
• 2. Processes [V]
• 3. Threads [V]
• 4. Locks & Mutex [V]
• 5. Semaphores [V]
• 6. Deadlocks [V]
• 7. Race Conditions [V]
• 8. Futures & Promises [V]
• 9. Async/Await [V]
• 10. Coroutines [V]
• 11. Memilih Model — Process vs Thread vs Async [V]
• Hubungan antara konsep
• Bukti faham (checklist)

78 — Parallel Programming (11)

• 1. Concurrency vs Parallelism [V]
• 2. Amdahl's Law & Had Skala [V]
• 3. Multithreading [V]
• 4. Thread Safety & Sinkronisasi [V]
• 5. Multiprocessing [V]
• 6. Task Parallelism [V]
• 7. Data Parallelism [V]
• 8. SIMD [V]
• 9. GPU Parallelism [V]
• 10. Pilihan Model & Alat (Gambaran) [V]
• Bukti faham (checklist)

79 — Testing & QA (14)

• 1. Testing Pyramid & Prinsip Asas [V]
• 2. Unit Testing [V]
• 3. Integration Testing [V]
• 4. End-to-End Testing (E2E) [V]
• 5. Functional Testing [V]
• 6. Regression Testing [V]
• 7. Smoke Testing [V]
• 8. Acceptance Testing [V]
• 9. Performance Testing & Load Testing [V]
• 10. Security Testing [V]
• 11. Automated vs Manual Testing [V]
• 12. Test Coverage [V]
• Hubungan Topik [V]
• Bukti faham (checklist)

80 — Test Automation (11)

• 1. Apa itu Test Automation [V]
• 2. Test Frameworks [V]
• 3. Fixtures [V]
• 4. Mocking [V]
• 5. Stubbing [V]
• 6. Test Data [V]
• 7. API Testing [V]
• 8. Browser Automation (Playwright / Selenium) [V]
• 9. CI Testing [V]
• 10. Hubungan topik lain [V]
• Bukti faham (checklist)

81 — Formal Methods (11)

• 1. Formal Methods — Apa & Kenapa [V]
• 2. Formal Specification — TLA+ & Z [V]
• 3. Invariants [V]
• 4. Model Checking [V]
• 5. Theorem Proving [V]
• 6. Program Verification [V]
• 7. Proof of Correctness [V]
• 8. Bila Guna & Kos [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

82 — Static Analysis (11)

• 1. Static Analysis — Apa & Kenapa [V]
• 2. Linters [V]
• 3. Type Checking [V]
• 4. Code Scanning / SAST [V]
• 5. Dependency Analysis [V]
• 6. Security Analysis (Keselamatan) [V]
• 7. Dead Code Detection [V]
• 8. Integrasi & Had [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

83 — Cybersecurity (14)

• 1. Apa itu Cybersecurity [V]
• 2. Jenis Serangan Biasa [V]
• 3. Security Fundamentals — AAA & Kawalan [V]
• 4. Threat Modeling (STRIDE) [V]
• 5. Application Security [V]
• 6. Secure Coding [V]
• 7. Network Security [V]
• 8. Cloud Security [V]
• 9. API Security [V]
• 10. Identity Security [V]
• 11. Data Security [V]
• 12. Security Auditing [V]
• 13. Isu Operasi & Etika [V]
• Bukti faham (checklist)

84 — Application Security (13)

• 1. SQL Injection [V]
• 2. Cross-Site Scripting (XSS) [V]
• 3. Cross-Site Request Forgery (CSRF) [V]
• 4. Server-Side Request Forgery (SSRF) [V]
• 5. Command Injection [V]
• 6. Authentication Attacks [V]
• 7. Authorization Flaws [V]
• 8. Access Control [V]
• 9. Input Validation [V]
• 10. Output Encoding [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

85 — DevSecOps (11)

• 1. Apa itu DevSecOps & Shift-Left [V]
• 2. Security dalam CI/CD Pipeline [V]
• 3. SAST (Static Application Security Testing) [V]
• 4. DAST (Dynamic Application Security Testing) [V]
• 5. Dependency Scanning / SCA (Software Composition Analysis) [V]
• 6. Container Scanning [V]
• 7. Secret Scanning [V]
• 8. Infrastructure Security [V]
• 9. Policy as Code (PaC) [V]
• 10. Hubungan topik & gambar besar [V]
• Bukti faham (checklist)

86 — Identity Engineering (14)

• 1. IAM — Identity & Access Management [V]
• 2. Authentication vs Authorization [V]
• 3. Identity Provider (IdP) & Service Provider (SP) [V]
• 4. SSO — Single Sign-On [V]
• 5. OAuth 2.0 [V]
• 6. OpenID Connect (OIDC) [V]
• 7. SAML [V]
• 8. MFA — Multi-Factor Authentication [V]
• 9. Passkeys [V]
• 10. RBAC — Role-Based Access Control [V]
• 11. ABAC — Attribute-Based Access Control [V]
• 12. Zero Trust [V]
• 13. Peta Hubungan Konsep [V]
• Bukti faham (checklist)

87 — Cryptography Engineering (13)

• 1. Cryptography Engineering — Apa & Kenapa [V]
• 2. Symmetric Encryption — AES & Modes [V]
• 3. Asymmetric Encryption — RSA & ECC [V]
• 4. Hashing — SHA & MAC [V]
• 5. Digital Signatures [V]
• 6. Key Exchange — DH & ECDH [V]
• 7. PKI & Certificates — X.509, Chain [V]
• 8. Key Management & HSM [V]
• 9. Zero-Knowledge Proofs [V]
• 10. Secure Multi-Party Computation (MPC) [V]
• Perangkap utama (ringkasan)
• Hubungan topik lain
• Bukti faham (checklist)

88 — Privacy Engineering (11)

• 1. Data Minimization [V]
• 2. Consent [V]
• 3. Retention [V]
• 4. Data Classification [V]
• 5. Data Access Controls [V]
• 6. Privacy Architecture — Privacy by Design [V]
• 7. Anonymization [V]
• 8. Pseudonymization [V]
• Perangkap rentas topik
• Kaitan dengan topik lain
• Bukti faham (checklist)

89 — Software Supply Chain Security (10)

• 1. Supply Chain & Threat Model [V]
• 2. Dependency Security [V]
• 3. Dependency Pinning [V]
• 4. SBOM — Software Bill of Materials [V]
• 5. Package Signing [V]
• 6. Artifact Signing & Provenance [V]
• 7. Vulnerability Scanning [V]
• 8. CI/CD & Registry Security [V]
• 9. Hubungan topik lain [V]
• Bukti faham (checklist)

90 — Configuration Management (10)

• 1. Apa itu Configuration Management (dalam app) [V]
• 2. Config Files [V]
• 3. Environment Variables [V]
• 4. Environment Separation (dev/staging/prod) [V]
• 5. Remote Config [V]
• 6. Feature Flags [V]
• 7. Secrets Management [V]
• 8. Secret Rotation [V]
• Peta ringkas
• Bukti faham (checklist)

91 — Release Engineering (12)

• 1. Release vs Deploy & skop [V]
• 2. Versioning [V]
• 3. Build Releases [V]
• 4. Deployment Strategy: Recreate [V]
• 5. Deployment Strategy: Rolling [V]
• 6. Blue-Green Deployment [V]
• 7. Canary Deployment [V]
• 8. Feature Flags [V]
• 9. Rollbacks [V]
• 10. Release Automation & Progressive Delivery [V]
• 11. Memilih strategi & hubungan topik lain [V]
• Bukti faham (checklist)

92 — Mobile Development (13)

• 1. Mobile Landscape — dua platform dominan [V]
• 2. iOS Development [V]
• 3. Android Development [V]
• 4. Native Apps [V]
• 5. Cross-Platform Apps [V]
• 6. Mobile UI [V]
• 7. App Lifecycle [V]
• 8. Local Storage [V]
• 9. Mobile APIs (Rangkaian) [V]
• 10. Push Notifications [V]
• 11. Offline Sync [V]
• 12. Quality, Testing & Release [V]
• Bukti faham (checklist)

93 — Mobile Technologies (10)

• Swift [V]
• SwiftUI [V]
• Kotlin [V]
• Jetpack Compose [V]
• React Native [V]
• Flutter [V]
• Dart [V]
• Kotlin Multiplatform (KMP) [V]
• Memilih teknologi [V]
• Bukti faham (checklist)

94 — Desktop Development (14)

• 1. Desktop vs Web vs Mobile [V]
• 2. Windows Applications [V]
• 3. macOS Applications [V]
• 4. Linux Applications [V]
• 5. GUI Toolkit — Cara UI Dilukis [V]
• 6. .NET [V]
• 7. Java Desktop [V]
• 8. Qt [V]
• 9. Swift & Apple Stack [V]
• 10. Electron [V]
• 11. Tauri [V]
• 12. Packaging, Signing & Distribution [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

95 — Game Development (14)

• 1. Game Loop [V]
• 2. Game Physics [V]
• 3. Game AI [V]
• 4. Collision Detection [V]
• 5. Input Systems [V]
• 6. Rendering [V]
• 7. Multiplayer Networking [V]
• 8. Game Engines [V]
• 9. Unity [V]
• 10. Unreal Engine [V]
• 11. Godot [V]
• 12. Architecture & Best Practices (ringkasan) [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

96 — Graphics Programming (12)

• 1. Graphics APIs & GPU [V]
• 2. Rendering Pipelines [V]
• 3. Rasterization [V]
• 4. Ray Tracing [V]
• 5. Shaders [V]
• 6. Lighting [V]
• 7. 2D Graphics [V]
• 8. 3D Graphics [V]
• 9. GPU Programming & Prestasi (melintas API) [V]
• 10. Ringkasan Pilihan API [V]
• Perangkap silang topik (ringkasan)
• Bukti faham (checklist)

97 — 3D Engineering (9)

• 1. Geometry Processing [V]
• 2. Mesh Processing [V]
• 3. 3D Modeling [V]
• 4. CAD [V]
• 5. CAM [V]
• 6. Physics Engines [V]
• 7. Rendering Engines [V]
• Hubungan antara konsep
• Bukti faham (checklist)

98 — AR / VR / XR (8)

• 1. Reality-Virtuality Continuum [V]
• 2. Spatial Computing [V]
• 3. Tracking (Jejak Pergerakan) [V]
• 4. 3D Interaction [V]
• 5. Headset Development [V]
• 6. Platform & Ekosistem (gambaran umum)
• Perangkap silang (ringkasan)
• Bukti faham (checklist)

99 — Embedded Systems (14)

• 1. Embedded Systems — Gambaran Umum [V]
• 2. Microcontrollers (MCU) [V]
• 3. Firmware [V]
• 4. Arduino [V]
• 5. ESP32 [V]
• 6. STM32 [V]
• 7. RTOS — Real-Time Operating System [V]
• 8. Sensors [V]
• 9. Hardware Interfaces — GPIO, PWM, ADC [V]
• 10. Hardware Interfaces — UART, I2C, SPI [V]
• 11. Low-Level I/O & Interrupts [V]
• 12. Amalan & Perangkap Umum Embedded [V]
• Hubungan dengan topik lain
• Bukti faham (checklist)

🧠 PETA ILMU TOBI

🗂 autonomous-ai-agents (6)

🗂 communication (2)

🗂 curriculum (3)

🗂 domain-knowledge (7)

🗂 learning (2)

🗂 productivity (4)

🗂 web (1)