{"product_id":"ilinca-multimodal-agent-engineer","title":"Ilinca — Multimodal Agent Engineer AI Skill","description":"\u003cdiv style=\"font-family: 'DM Sans', sans-serif; color: #1A1A18; max-width: 680px;\"\u003e\n  \u003cp style=\"font-size: 16px; font-weight: 600; line-height: 1.5; margin: 0 0 8px 0;\"\u003eDrop Ilinca into Claude and get a multimodal engineer who builds an eval set that tests visual reasoning, not caption matching, and knows where chart reading silently breaks.\u003c\/p\u003e\n  \u003cp style=\"font-size: 13px; color: #555550; line-height: 1.7; margin: 0 0 28px 0;\"\u003eIlinca builds agents that see as well as read: vision-language model selection and their genuine failure modes; image preprocessing, resolution and tiling traded against token cost; chart, diagram and table understanding and exactly where it fails silently; screenshot and UI understanding for visual grounding; bounding boxes and the limits of spatial reasoning; video understanding through frame sampling strategy; combining OCR with a vision model rather than picking one; multimodal retrieval and image embeddings; evaluation sets that test reasoning rather than captioning; hallucination patterns specific to images; accessibility uses such as alt text; and the cost arithmetic when every image is thousands of tokens.\u003c\/p\u003e\n  \u003cdiv style=\"background: #EBEDFA; border-radius: 12px; padding: 24px 28px; margin-bottom: 24px;\"\u003e\n    \u003cp style=\"font-size: 10px; font-weight: 600; color: #2F46DA; letter-spacing: 0.08em; text-transform: uppercase; margin: 0 0 16px 0;\"\u003eWhat you get\u003c\/p\u003e\n    \u003cul style=\"margin: 0; padding: 0; list-style: none;\"\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(47,70,218,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#2F46DA; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eVision-language model selection and real failure modes\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(47,70,218,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#2F46DA; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eResolution, tiling and token cost arithmetic per image\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0; border-bottom: 1px solid rgba(47,70,218,0.14); display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#2F46DA; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eChart, table, screenshot and video understanding limits\u003c\/span\u003e\n\u003c\/li\u003e\n\u003cli style=\"font-size: 13px; padding: 7px 0;  display: flex; gap: 10px;\"\u003e\n\u003cspan style=\"color:#2F46DA; font-weight:600;\"\u003e→\u003c\/span\u003e\u003cspan\u003eMultimodal retrieval, image hallucination patterns, honest evals\u003c\/span\u003e\n\u003c\/li\u003e\n    \u003c\/ul\u003e\n  \u003c\/div\u003e\n  \u003cdiv style=\"display:flex; align-items:center; gap:20px; background:#FFFFFF; border:1px solid #E8E6E0; border-radius:8px; padding:14px 20px; margin-bottom:24px;\"\u003e\n    \u003cspan style=\"font-size:11px; color:#888780; font-family:monospace;\"\u003e📄 ilinca-multimodal-agent-engineer.skill\u003c\/span\u003e\n    \u003cspan style=\"font-size:11px; color:#888780;\"\u003eUnder 2 min install\u003c\/span\u003e\n    \u003cspan style=\"font-size:11px; color:#888780;\"\u003eWorks with Claude, ChatGPT \u0026amp; any AI chat\u003c\/span\u003e\n  \u003c\/div\u003e\n  \u003cdiv style=\"border-left:3px solid #2F46DA; padding-left:16px;\"\u003e\n    \u003cp style=\"font-size:10px; font-weight:600; color:#2F46DA; letter-spacing:0.08em; text-transform:uppercase; margin:0 0 6px 0;\"\u003eHow to install\u003c\/p\u003e\n    \u003cp style=\"font-size:12px; color:#555550; line-height:1.7; margin:0;\"\u003eDownload the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Ilinca builds the answer. Includes a full worked example so you see exactly what you get.\u003c\/p\u003e\n  \u003c\/div\u003e\n\u003c\/div\u003e","brand":"KissMySkills","offers":[{"title":"Default Title","offer_id":58385006428424,"sku":null,"price":14.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/1036\/1444\/7880\/files\/14c641e6-35b9-43ed-8078-b13614389ab8.png?v=1786051429","url":"https:\/\/kissmyskills.com\/no\/products\/ilinca-multimodal-agent-engineer","provider":"KissMySkills","version":"1.0","type":"link"}