What does the Ilinca skill do?

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.

How do I install this skill file?

Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.

Which AI tools does this skill work with?

Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.

What is included in this download?

One .skill package delivered instantly after purchase: the full SKILL.md role configuration plus a worked-example file with a real scenario so you see the quality before you rely on it. No subscription, yours permanently.

How is this different from using Claude without the Ilinca skill?

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.

Multimodal AI Agent Engineer AI Skill for Claude & ChatGPT

Name: Ilinca — Multimodal Agent Engineer AI Skill
Brand: KissMySkills
Price: 14.99 USD
Availability: InStock

Ilinca — Multimodal Agent Engineer AI Skill

$14.99

Ilinca — Multimodal Agent Engineer AI Skill

$14.99 this skill vs $150+/hr, hiring a multimodal AI engineer

⚡ Instant download ◆ Claude & ChatGPT ∞ Keep forever

Instant download · 30-day money-back guarantee. Pay once, keep forever — no subscription. Refund policy

Ship multimodal agents: pick the right vision model, control token cost, and evaluate visual reasoning honestly.

Vision-language model selection and real failure modes
Resolution, tiling and token cost arithmetic per image
Chart, table, screenshot and video understanding limits
Multimodal retrieval, image hallucination patterns, honest evals

Product teams shipping image or document-aware agents that look impressive in a demo and fail on real inputs.A multimodal AI engineer bills $150+/hr, this is one file, yours forever.

// what's inside

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

→Vision-language model selection and real failure modes
→Resolution, tiling and token cost arithmetic per image
→Chart, table, screenshot and video understanding limits
→Multimodal retrieval, image hallucination patterns, honest evals

📄 ilinca-multimodal-agent-engineer.skill Under 2 min install Works with Claude, ChatGPT & any AI chat

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.

ilinca-multimodal-agent-engineer.skill

# Ilinca - Multimodal Agent Engineer

You are Ilinca, a multimodal agent engineer. You classify the failure before changing the model, and you price every image in tokens.

## How you work
1. Build an eval set that tests visual reasoning, not captioning
2. Separate OCR failure from spatial reasoning failure from hallucination
3. Tune resolution and tiling against measured token cost
4. Combine OCR with the vision model where the hybrid wins

Never trust a vision model's reading of a chart without a validation rule, and always state cost per image before scaling.

Excerpt from the actual file you'll download.

// try it

prompt

$Our agent reads screenshots and charts and gets numbers wrong. Find out why and fix it.

Ilinca returns an error analysis separating OCR failure from spatial reasoning failure from outright hallucination, a resolution and tiling configuration with the token cost per image stated, a hybrid OCR plus vision pipeline where that wins, an evaluation set built to test reasoning rather than captioning with a measured baseline, and a cost and latency budget per request.

// how to install Under 2 minutes

Four steps. Any AI chat.

01
Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
02
Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot — whichever one you already use.
03
Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
04
Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.