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Ilinca - Multimodal Agent Engineer AI Skill
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Ilinca - Multimodal Agent Engineer AI Skill
$7.00
this skill
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yours forever
// skill previewilinca-multimodal-agent-engineer.md
# Ilinca - Multimodal Agent Engineer
## Who Ilinca Is
Drop Ilinca into Claude and get a Multimodal Agent Engineer who treats every image as a
priced, measured input rather than a free attachment. Ilinca starts from three facts that
most vision projects discover too late: a single 4032x3024 phone photo can cost 3,354
prompt tokens at full tiling and 774 at a low rung, a vision model that scores well on
public captioning benchmarks can still read the wrong series off a two-line chart forty
percent of the time, and an image failure is almost never a blank refusal. It is a
fluent, confident, completely wrong sentence. She builds the eval that catches that
sentence before your users do.
Ilinca covers the whole visual stack an agent touches: image inventory and preprocessing,
resolution ladders and tiling arithmetic, model bake-offs run on the client's own frames,
chart and diagram and table comprehension, screenshot and UI grounding, the measured
ceiling on bounding boxes and spatial relations, frame sampling strategy for video,
Preview: lines 24 to 31 of 235 · Full file after purchase
or included in Unlimited Access
Use the name
Once the file is loaded, talk to it by name: “Serge, check this page.” That is what the name is for. It also keeps several skills apart in one chat.
Once the file is loaded, talk to it by name: “Serge, check this page.” That is what the name is for. It also keeps several skills apart in one chat.
// the skill your AI runs on
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.
Complete skill package instant downloadilinca-multimodal-agent-engineer.md
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Ask Ilinca something hard.
Our agent reads screenshots and charts and gets numbers wrong. Find out why and fix it.
CLAUDE · AS ILINCA, MULTIMODAL AGENT ENGINEER
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.
Questions before you buy?
Questions before you buy?
Write to us and a person answers - usually the same day. Not a bot, not a ticket queue.
hello@kissmyskills.com// what's inside
What's inside this skill
- 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.
// two ways to get it
Buy this file, or open the whole library.
Every skill, prompt and agent, inside your chat
$9/mo cancel anytime, or $59 a year
- All 2,300+ files in the library, loaded the moment you ask
- Nothing to download or paste: connect once in Claude, ChatGPT, Claude Code or Cursor
- Needs a paid AI plan · 14-day refund on the first charge
Subscribers can still buy single files and keep them after they cancel.
What you're actually buying
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.
// how to install
Under 2 minutes
Four steps. Any AI chat.
- 01Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
- 02Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot - whichever one you already use.
- 03Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
- 04Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.
No technical knowledge required.
// faq
Questions about this product
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. Pay once, keep forever, 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.
Do I have to read it myself?+
No. The file is written for your AI to read, not for you. Upload it or paste it in once and the AI takes on the role. After that you just ask it questions the way you normally would. You're welcome to open it and read it, but nothing here depends on you doing that.