Turn any content library into a searchable, structured knowledge base. Every video, transcript, and concept — indexed, linked, and instantly findable.
1. The problem with video content
YouTube channels, podcast archives, lecture series, conference talks — they contain thousands of hours of expert knowledge. But that knowledge is trapped:
Unsearchable
You can't search inside videos. YouTube search finds titles, not the moment where the expert explains the concept you need.
Unstructured
A 3-hour podcast covers 40 topics. There's no table of contents, no concept index, no way to jump to the relevant 2 minutes.
Unconnected
The same concept appears across 15 episodes. No one has mapped those connections. Each video is an island.
2. What a knowledge portal does
We process every video in a channel — transcribe, chunk by topic, extract concepts, and generate a searchable static site. The result: an entire channel's knowledge, structured and searchable.
3. Working demo
Two portals are live today, generated from the same generic framework.
healthygamer.localhost/portal/
Healthy Gamer Portal
50
Videos
2,433
Chunks
40h 16m
Duration
Search across all transcripts...
Dr. K Chats with AsmonTV about His Fear of Death2h 13m · 134 chunks
Why You Feel Behind in Life48m · 52 chunks
The Epidemic of Loneliness1h 02m · 61 chunks
How Social Media Rewires Your Brain55m · 47 chunks
Healthy Gamer (HealthyGamerGG)
50 videos processed
2,433 chunks indexed
40+ hours of content searchable
Full-text search via lunr.js
Timestamp links to exact YouTube moments
a16z (Andreessen Horowitz)
5 videos processed
127 chunks indexed
2+ hours of content searchable
Same framework, different channel
Generated with one command
Each portal is a static site — no server required. Host anywhere. The search index loads client-side. A new channel goes from zero to portal with a single command.
4. What makes this a product
The portal is generic infrastructure. The value is what you build on top of it for a specific vertical.
For content creators
Unlock the back catalog — viewers find relevant moments across hundreds of videos, not just the latest upload
SEO surface area — every chunk becomes a searchable, linkable page
Concept navigation — "show me every time this channel discussed X"
Membership perk — premium searchable knowledge base for subscribers
For organizations
Training libraries — turn internal video into searchable knowledge
Conference archives — every talk, indexed and cross-referenced
Research corpus — academic lectures, seminars, lab meetings
Compliance — full-text search across recorded meetings
5. Architecture: generic base, thin wrappers
Adding a new channel takes minutes, not days. The framework is parameterized — you supply the channel name, it does the rest.
The framework handles the plumbing — chunking, indexing, search, HTML generation, timestamp linking. Each new vertical just supplies the content source. This is the same "small vertical, deep data" pattern from the data depth thesis, applied to video content.
6. Roadmap
Now
Static portals with search
Timestamp-linked chunks
Chapter grouping
2 live demos
Next
Concept extraction — auto-tag topics, build concept index
Cross-video linking — "same topic, different episode"
Semantic search — vector embeddings, not just keyword
More channels — Dwarkesh, Lex Fridman
Vision
AI Q&A layer — "ask the channel" with cited timestamps
Multi-source portals — video + blog + podcast unified
White-label — creators embed in their own site
API access — programmatic search across portals
The compound effect
Every portal makes the framework better. Chunking heuristics improve. Concept extraction gets smarter. The learning system captures what works and feeds it back. Portal #50 will be significantly better than portal #1 — with zero additional engineering.