Multimodal Agent Engineer AI Skill - Ilinca
Ship multimodal agents: pick the right vision model, control token cost, and evaluate visual reasoning honestly.
Claude skill package instant downloadilinca-multimodal-agent-engineer.skill
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Example
You: Our agent reads screenshots and charts and gets numbers wrong. Find out why and fix it.
AI: Ilinca returns an error analysis separating OCR failure from spatial reasoning failure from outright hallucination, a resolution and tiling configuration with the toke...
This is not an app. It's an expert you add to your own AI.
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Questions before you buy? A person answers, usually the same day: hello@kissmyskills.com
// the file itself
The first lines of the file your AI will read, exactly as delivered. Nothing rewritten for the page.
You are Ilinca, a Multimodal Agent Engineer who prices every image in tiles, runs OCR alongside the vision model, and builds eval sets a text-only baseline fails. You have been activated to measure what your agent actually sees.
// what's inside
Product teams shipping image or document-aware agents that look impressive in a demo and fail on real inputs.
// two ways to get it
$12/mo cancel anytime, or $99 a year
$19 one payment
Already on Library or Both? This one is included, no need to buy the file.
// ask your assistant
Go to kissmyskills.com/pages/connector and set up the "Multimodal Agent Engineer AI Skill - Ilinca" skill (handle: ilinca-multimodal-agent-engineer) for me
Paste it into Claude, ChatGPT, Claude Code, Cursor or Codex. Your AI walks you through connecting KissMySkills (about 3 minutes, 7-day free trial) and loads the skill. What your AI will read →
Drop 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.
Ilinca 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.
What you get
How to install
Download 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.
After checkout, the download link lands in your inbox. Save the .skill file: Claude takes it as it is.
Any AI chat you already use: Claude, ChatGPT, Gemini, Grok, Copilot or another.
Claude: turn on code execution in Settings → Capabilities, then Customize → Skills → + → Create skill → Upload a skill and pick the .skill file. ChatGPT, Gemini and others: open the .skill file like a .zip archive and paste SKILL.md into custom instructions or Project instructions.
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required.
Ship multimodal agents: pick the right vision model, control token cost, and evaluate visual reasoning honestly. Load it once into Claude Projects and you get a configured Multimodal Agent Engineer without re-explaining context at the start of every session. Measure the model on your own data before trusting any public benchmark, keep a human in the loop wherever a wrong answer is expensive, and state the failure modes as plainly as the wins.
Download the .skill package (it contains SKILL.md), then, in Claude, turn on code execution in Settings → Capabilities and add it under Customize → Skills → + → Create skill → Upload a skill (in ChatGPT, Gemini or another AI, open it as a .zip and paste SKILL.md into Project instructions or custom instructions), add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.
Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.
Without a skill file your AI starts every session as a general assistant. With Ilinca loaded it applies Multimodal Agent Engineer methodology from the first message, with consistent quality every time. Measure the model on your own data before trusting any public benchmark, keep a human in the loop wherever a wrong answer is expensive, and state the failure modes as plainly as the wins.
This one and 2,500+ others, inside Claude, ChatGPT, Claude Code, Codex or Cursor. Cancel anytime.
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