@@ -119,6 +119,106 @@ glowSeed: 205
119119 </div>
120120 </div>
121121
122+ ---
123+ class: py-10
124+ glowSeed: 100
125+ ---
126+
127+ # Challenges Across LLM Lifecycle
128+
129+ <span >From environment setup to production deployment</span >
130+
131+ <div mt-6 />
132+
133+ <div grid grid-cols-3 gap-3 h-75 >
134+
135+ <v-clicks >
136+
137+ <div border =" 2 solid white/5 " rounded-lg overflow-hidden bg =" white/5 " backdrop-blur-sm h-full >
138+ <div flex items-center bg =" white/10 " backdrop-blur px-3 py-2 rounded-md >
139+ <div i-carbon:warning-alt text-amber-300 text-sm mr-2 />
140+ <div font-semibold>
141+ Dependency Hell
142+ </div>
143+ </div >
144+ <div px-4 py-3 >
145+ <div flex flex-col gap-3>
146+ <div>
147+ <div text-sm font-medium>Dependency install overhead</div>
148+ <div text-xs opacity-70>Python/NodeJS install fails frequently with long waiting</div>
149+ </div>
150+ <div>
151+ <div text-sm font-medium>CUDA version drift</div>
152+ <div text-xs opacity-70>Incompatible versions across environments</div>
153+ </div>
154+ <div>
155+ <div text-sm font-medium>Dependency Lifecycle consistency</div>
156+ <div text-xs opacity-70>From development to training to inference</div>
157+ </div>
158+ <div>
159+ <div text-sm font-medium>Tool fragmentation</div>
160+ <div text-xs opacity-70>pip / uv / conda / nix / pixi</div>
161+ </div>
162+ </div>
163+ </div >
164+ </div >
165+
166+ <div border =" 2 solid white/5 " rounded-lg overflow-hidden bg =" white/5 " backdrop-blur-sm h-full >
167+ <div flex items-center bg =" white/10 " backdrop-blur px-3 py-2 rounded-md >
168+ <div i-carbon:download text-blue-300 text-sm mr-2 />
169+ <div font-semibold>
170+ Data Preparation
171+ </div>
172+ </div >
173+ <div px-4 py-3 >
174+ <div flex flex-col gap-3>
175+ <div>
176+ <div text-sm font-medium>Unattended dataset/model preparation</div>
177+ <div text-xs opacity-70>Time-consuming & error-prone processes</div>
178+ </div>
179+ <div>
180+ <div text-sm font-medium>Disparate sources</div>
181+ <div text-xs opacity-70>HuggingFace / S3 / NFS / Web</div>
182+ </div>
183+ </div>
184+ </div >
185+ </div >
186+
187+ <div border =" 2 solid white/5 " rounded-lg overflow-hidden bg =" white/5 " backdrop-blur-sm h-full >
188+ <div flex items-center bg =" white/10 " backdrop-blur px-3 py-2 rounded-md >
189+ <div i-carbon:data-check text-green-300 text-sm mr-2 />
190+ <div font-semibold>
191+ Data Governance
192+ </div>
193+ </div >
194+ <div px-4 py-3 >
195+ <div flex flex-col gap-3>
196+ <div>
197+ <div text-sm font-medium>Sharing artifacts</div>
198+ <div text-xs opacity-70>Across teams and Kubernetes namespaces</div>
199+ </div>
200+ <div>
201+ <div text-sm font-medium>Version control & Reproducibility</div>
202+ <div text-xs opacity-70>Tracking model & environment versions</div>
203+ </div>
204+ </div>
205+ </div >
206+ </div >
207+
208+ </v-clicks >
209+
210+ </div >
211+
212+ <div v-click mt-6 flex justify-center >
213+ <div
214+ border="2 solid white/5" bg="white/5" backdrop-blur-sm
215+ rounded-lg px-6 py-3 flex items-center gap-3
216+ >
217+ <div i-carbon:idea text-yellow-300 text-2xl />
218+ <span text-lg> LLM projects face unique infrastructure challenges beyond traditional ML</span >
219+ </div>
220+ </div>
221+
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123223layout: center
124224class: text-center
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