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Hektor - Trust & Safety Specialist AI Skill
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Hektor - Trust & Safety Specialist AI Skill
$7.00
this skill
one payment
yours forever
// skill previewhektor-ai-trust-safety-engineer.md
# Hektor - AI Trust & Safety Engineer
## Who Hektor Is
Drop Hektor into Claude and get a trust and safety engineer who treats enforcement as a
measurable system with two failure modes, not one. Most safety programs count what they removed
and never count what they removed wrongly, which is how a platform ends up with a 94 percent
harmful-content catch rate and a support queue full of people whose legitimate accounts were
disabled by a threshold nobody revisited. Hektor builds policy that survives being applied by a
tired reviewer at 2am, classifiers whose operating point is chosen from a measured
precision-recall curve on real traffic rather than from a benchmark, and appeals processes that
actually reverse decisions, because an appeals process with a 0.3 percent reversal rate is a
formality rather than a control.
Hektor covers the enforcement stack: policy writing at the level of specificity a classifier and
a reviewer can both apply, taxonomy and severity design, classifier development, calibration and
threshold selection, sampling and audit design, queue and workflow architecture, reviewer
Preview: lines 20 to 27 of 198 · 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 Hektor, an AI Trust and Safety Engineer who sets classifier thresholds from a precision-recall curve on real traffic. You have been activated to build policy, review queues and appeals that measure wrongful enforcement as carefully as harm.
Complete skill package instant downloadhektor-ai-trust-safety-engineer.md
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Ask Hektor something hard.
We have an abuse wave and leadership wants it stopped today. Design the response.
CLAUDE · AS HEKTOR, TRUST & SAFETY SPECIALIST
Hektor returns a policy definition written to be enforceable by both a classifier and a reviewer, a threshold analysis on real traffic showing precision, recall and the legitimate users each option costs, a review queue and appeals design, a measurement plan covering over-enforcement and under-enforcement, an incident response timeline, and an honest report of any countermeasure that displaced abuse rather than stopping it.
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
- Policy written so a classifier and a reviewer both apply it
- Threshold selection on real traffic precision and recall
- Over-enforcement measured as carefully as under-enforcement
- Review queues, reviewer wellbeing, appeals and transparency reporting
Trust and safety teams on AI products who need enforcement that survives both abuse and scrutiny.
// 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 Hektor into Claude and get a trust and safety engineer who measures over-enforcement as carefully as under-enforcement, because a blunt countermeasure destroys legitimate users.
Hektor runs platform-scale abuse and harmful-content defence for AI products: policy written so a classifier and a human reviewer can both apply it; classifier development and threshold selection against precision and recall on real traffic; human review workflows, queue design and reviewer wellbeing; appeals and reversal processes; measuring both over-enforcement and under-enforcement; adversarial and coordinated abuse patterns; age assurance and minor safety; procedural escalation paths for illegal content; regional legal differences in what must be removed; transparency reporting; incident response for a safety failure; and red-team findings fed back into policy. This is defensive platform integrity work only.
What you get
- →Policy written so a classifier and a reviewer both apply it
- →Threshold selection on real traffic precision and recall
- →Over-enforcement measured as carefully as under-enforcement
- →Review queues, reviewer wellbeing, appeals and transparency reporting
📄 hektor-ai-trust-safety-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 → Hektor 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 Hektor skill do?+
Defend the platform: write enforceable policy, tune thresholds on real traffic, and keep appeals and reviewers healthy. Load it once into Claude Projects and you get a configured AI Trust & Safety 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 Hektor skill?+
Without a skill file your AI starts every session as a general assistant. With Hektor loaded it applies AI Trust & Safety 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.