Persistent knowledge, not chatbot amnesia

Your wiki,
curated by your LLM.

Every document, conversation, and decision you feed it becomes a structured wiki page. Cross-referenced. Contradiction-checked. Synthesized across sources. Versioned in git.

457
sources ingested
3,899
wiki pages generated
scroll ↓
How it works

Three stages. One pipeline. Zero babysitting.

01

Extract

Read the source. Identify entities, concepts, and assertions. Produce 15–20 structured wiki pages per source.

~1 call per source
02

Cross-reference

Compare new pages against up to 20 existing related pages. Add [[wikilinks]] to weave the graph.

~1 call per source
03

Contradict

Micro-calls testing whether new claims conflict with existing ones. Flag and supersede as needed.

up to 10 calls per source
Why this exists

Chatbots forget.
Wikis remember.

"The problem with RAG over chat logs is that it doesn't maintain knowledge — it just retrieves the most similar fragment. A real knowledge system deduplicates, reconciles, and synthesizes across every source. It's a wiki, curated by the LLM." — inspired by Andrej Karpathy's notes on LLM-maintained wikis
Chatbot with RAG
  • Retrieves similar chunks
  • No deduplication across sources
  • Contradictions survive silently
  • Knowledge resets every session
  • You re-explain every time
WikiLLM
  • Curates structured pages
  • Merges across sources by concept
  • Flags and supersedes contradictions
  • Knowledge accumulates forever
  • Git-versioned, human-editable
Hybrid by design

Cloud app. Local AI. Private pipe.

WikiLLM's web layer runs on Azure so your wiki is always available. Heavy LLM inference can stay wherever your hardware lives — a GPU at home, a workstation at the office, or any cloud you prefer. The two halves talk over an outbound-only secure tunnel. No VPN, no inbound firewall rules, no exposed ports.

Always on
Cloud web layer
Azure Container Apps
+ Managed Identity
+ Key Vault
Your hardware
Local LLM
Ollama, vLLM,
llama.cpp, LM Studio,
or any HTTP API

Start building your wiki.

Your data stays yours.

Microsoft and Google sign-in coming soon.