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AI Tutoring with Visual Grounding

Details

External ID
49204343
Source
HN
Company
—
Product
AI Tutoring with Visual Grounding
Website domain
useknowable.ai
Launched
Aug. 7, 2026
Cohort
—
Upvotes
8
Upvotes percentile
0.4731182795698925
Tags
—
Fetched at
Sept. 10, 2026, 5:32 a.m.
Updated at
Sept. 10, 2026, 5:32 a.m.

Description

I've always felt that AI tutoring as we see it now is going in the wrong direction. I made Knowable as a way to see if it's possible to have a real AI tutor.Because of hardware limitations it can only be used on Macbooks 2023+.Let me know your thoughts!

Enrichment

Theme
ai-powered learning and skills training
Vertical
Education
Function
Agent / copilot
Audience
B2C
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
ai tutoring with visual grounding
Manually corrected
False

Could you build this?

Partial The user interface and LLM prompting are straightforward, but real-time video stream processing with visual grounding (Desk View handwriting OCR, math parsing, and low-latency tutoring) requires specialized vision pipelines.

What it would actually take: Architecture requires a native Swift/macOS client capturing Apple Desk View video feeds, streaming frames or crops to a vision-language model pipeline (e.g., Vision Pro/GPT-4o or a fine-tuned multimodal model on Apple Silicon via CoreML). The hard parts are low-latency stroke/handwriting recognition, mathematical OCR extraction, and preventing conversational AI hallucinations during multi-step math derivations while keeping latency under 1-2 seconds.

Discussion

8 comments analyzed.

Competitors mentioned: ChatGPT (voice mode)

Concerns raised: Requires special camera only on MacBooks, Doesn't work on Mac Studio, Not available on Linux, Difficult for users to understand initially

Feature requests: Voice mode on Safari, Interactive voice conversation while practicing in notebook, Support for iPhone via continuity camera, Cross-platform support (Linux, non-MacBook systems)

Competitors

Other products that read as similar to this one — 57 launches clear the similarity bar, closest 8 shown.

Attention rank: #29 of 58 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 185 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.