Filtered AI — Intent-Layer Content Safety
Filtered AI built on GHOST intent-layer architecture — hard blocks on harmful content, custom policies for schools, parents, and faith communities.
Filtered AI is what parents, schools, and faith communities actually need: an assistant that stays clean by default — not a toggle you hope your kid remembers to turn on.
KosherChat is filtered AI built on GHOST (Generative Harm Observation via Subspace Trajectories) — intent-layer safety that goes beyond brittle keyword blocklists.
Why "filtered AI" matters now
Every major AI product ships with some form of moderation. Most of it fails in predictable ways:
- Keyword filters block legitimate questions about health, grief, or marriage while missing rephrased harmful requests
- Parental toggles assume teens won't find workarounds
- Generic "family mode" still drifts into profanity, sexual content, or nihilistic answers
Filtered AI should mean hard blocks on harmful content plus normal help on normal life — homework, recipes, sports, news, reminders, research.
What KosherChat filters (always on)
No uncensored mode. No bypass. Every channel — SMS, web, mobile, desktop Tether — runs the same filter:
- Sexual content
- Profanity
- Graphic violence
- Drugs
- Harassment
When content crosses the line, KosherChat redirects warmly and moves on. No lecture, no shame.
Intent-layer filtering vs keyword lists
Most filtered AI reads surface text: "does this sentence contain a bad word?"
KosherChat's GHOST architecture reads intent: "what is this conversation steering the model toward?"
Two complementary modes:
- UIP — Unconstrained Intent Probe reconstructs behavioral intent from the user's message
- LHTM — Latent Harm Trajectory Monitoring watches internal activation patterns during generation
They share no common failure mode — a jailbreak that fools one layer still triggers the other.
Full technical paper: GHOST architecture.
Filtered AI for different audiences
Jewish families
Tznius-first filtered AI with zmanim, Sefaria, and SMS access. Kosher AI guide.
Christian and faith communities
Custom clean standards via skills and voice profiles — not one-size-fits-all blocklists. Faith communities guide.
Parents and homeschoolers
Hard-blocked harmful content with custom skills for curriculum and chores. Parents guide.
Schools and districts
District-wide AI content policies that students cannot bypass with clever prompts. School filtering guide.
Compare filtered AI options
| Approach | Bypass risk | Normal-life usability |
| Keyword blocklist | High — rephrase the prompt | Low — over-blocks legit topics |
| System prompt only | High — "ignore previous instructions" | Medium |
| Parental toggle | High — kids disable it | Medium |
| GHOST intent-layer (KosherChat) | Low — reads behavioral intent | High — strict on content, generous on life |
Custom filtered AI for your organization
Schools, shuls, and companies can configure custom filtering policies on top of GHOST. Contact us for deployment options.
Filtered AI is not about fear of technology. It is about building intelligence you can trust — at home, at school, and in faith communities.