updated presentation
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@@ -513,20 +513,13 @@
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</div>
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<!-- Turn 2: Model → User -->
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<div style="display: flex; justify-content: flex-end; margin-bottom: 20px;">
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<div style="display: flex; justify-content: flex-end; margin-bottom: 10px;">
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<div style="background: #f3e5f5; border: 1px solid #ce93d8; border-radius: 18px 18px 4px 18px; padding: 12px 18px; max-width: 62%; text-align: left; position: relative;">
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<span style="font-size: 1rem; color: #1a1a1a;">“Okay, your name is Shayan.”</span>
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<span style="display: block; font-size: 0.7rem; color: #888; margin-top: 4px;">➜ to user</span>
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</div>
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</div>
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<!-- Divider: new session / context wiped -->
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<div style="display: flex; align-items: center; gap: 12px; margin: 4px 0 20px;">
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<div style="flex: 1; border-top: 2px dashed #e0a020; opacity: 0.7;"></div>
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<span style="font-size: 0.75rem; font-weight: 600; color: #e0a020; background: #fff8e1; border: 1px solid #ffe082; padding: 3px 12px; border-radius: 999px; white-space: nowrap;">new session — context wiped</span>
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<div style="flex: 1; border-top: 2px dashed #e0a020; opacity: 0.7;"></div>
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</div>
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<!-- Turn 3: User → Model -->
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<div style="display: flex; justify-content: flex-start; margin-bottom: 10px;">
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<div style="background: #e3f2fd; border: 1px solid #90caf9; border-radius: 18px 18px 18px 4px; padding: 12px 18px; max-width: 62%; text-align: left;">
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@@ -538,7 +531,7 @@
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<!-- Turn 4: Model → User (can't remember) -->
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<div style="display: flex; justify-content: flex-end; margin-bottom: 0;">
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<div style="background: #fce4ec; border: 1px solid #f48fb1; border-radius: 18px 18px 4px 18px; padding: 12px 18px; max-width: 72%; text-align: left;">
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<span style="font-size: 1rem; color: #1a1a1a;">“I don’t know your name — each conversation starts fresh.”</span>
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<span style="font-size: 1rem; color: #1a1a1a;">“I don’t know your name — I have no memory of what you just said.”</span>
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<span style="display: block; font-size: 0.7rem; color: #888; margin-top: 4px;">➜ to user</span>
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</div>
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</div>
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@@ -546,7 +539,7 @@
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</div>
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<!-- Caption strip — mirrors slide-12 pattern -->
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<p style="font-size: 1.6rem; font-weight: 700; color: #1a1a1a; margin: 8px 0 4px; letter-spacing: -0.02em; line-height: 1.2;">Each call starts from zero.</p>
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<p style="font-size: 1.6rem; font-weight: 700; color: #1a1a1a; margin: 8px 0 4px; letter-spacing: -0.02em; line-height: 1.2;">Every turn is a fresh API call.</p>
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<p style="font-size: 1.1rem; font-weight: 400; color: #C0392B; margin: 0; letter-spacing: 0.01em;">Memory only exists if the harness replays the transcript.</p>
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</div>
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@@ -762,6 +755,7 @@
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<!-- One-liner — kept, placed below the diagram -->
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<p style="font-size: 1.8rem; font-weight: 700; color: #1a1a1a; margin: 12px 0 6px; letter-spacing: -0.02em; line-height: 1.2;">A horse harness. A model harness.</p>
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<p style="font-size: 1.2rem; font-weight: 400; color: #C0392B; margin: 0; letter-spacing: 0.01em;">The model is the horse. Raw power, no direction. The harness is everything else.</p>
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<p style="font-size: 0.95rem; font-weight: 400; color: #666; margin: 16px 0 0; letter-spacing: 0.01em;">The origin is Old French <em>harneis</em> — gear, equipment, armor.</p>
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</div>
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</div>
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@@ -776,6 +770,14 @@
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alt="Diagram showing how Claude sends a tool-call request to the harness, the harness executes it against real-world systems, and the result flows back into Claude’s context"
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style="max-width: 100%; max-height: 55vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
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</div>
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<!-- Vocabulary definitions — anchored here because the diagram above makes both terms concrete -->
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<div style="margin-top: 24px; display: flex; flex-direction: column; gap: 12px; max-width: 820px; margin-left: auto; margin-right: auto;">
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<!-- Diagram-specific count annotation — scoped to this image, not a general rule -->
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<p style="font-size: 0.9rem; color: #666; margin: 0 0 4px; font-style: italic;">In the diagram above: <strong style="font-style: normal; color: #C0392B; font-size: 1rem;">Turn × 1</strong> · <strong style="font-style: normal; color: #C0392B; font-size: 1rem;">Inference × 2</strong></p>
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<p style="font-size: 0.95rem; color: #444; margin: 0;"><strong style="color: #1a1a1a;">Turn</strong> — one round from the user’s view: you ask, the assistant answers. <em>The entire flow above — your request, the assistant’s tool calls, and the final reply — is one turn.</em></p>
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<p style="font-size: 0.95rem; color: #444; margin: 0;"><strong style="color: #1a1a1a;">Inference</strong> — one call to the language model. The model wakes up, reads the input it was given, writes a reply, then forgets everything. <em>Every arrow touching the “Language Model” column above is a separate inference. One turn can contain many inferences.</em></p>
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</div>
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</div>
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<!-- ============================================================ -->
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