CryptoDecentral
Tools for a sovereign internet
Field notes and education on privacy money, decentralized AI, Nostr, and self-custody — written from South Africa for a global audience. No custody. No swap UI. No “buy this coin.”
New here? Take the Sovereign Starter path — ordered notes on keys, privacy money, Nostr, storage, and local AI.
Network pulse
Live educational snapshots
Fees, difficulty progress, Tor relays, Nostr NIP-11 sample — no prices, no buy/sell calls. Updated 21 Sept 2026, 21:55 SAST when upstreams answer.
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Featured pillars
Privacy, DeAI, Nostr, wallets
Sharp field guides — not a trading terminal.
Privacy money
Monero-class privacy: threat models, how the tech works, and why opaque ledgers matter.
Decentralized AI
Open weights, local inference, and decentralized compute — tech, not tokens-to-buy.
Nostr
Keys as identity, public relays, clients, and zaps — without running a relay product.
Self-custody & wallets
Seed hygiene, hardware overview, and the habits that keep keys yours alone.
Latest notes
Field writing
Successful Load Is Not Proof: Embedded GGUF Alignment and Wrong Tensors
llama.cpp b11019 fixed embedded GGUF data-section alignment so a successful load can no longer silently return wrong tensors — packaging integrity for sovereign local AI.
2026-09-21
Stale Lists and Dark Outboxes: When NIP-65 Metadata Lies by Age or Uptime
NIP-65 kind:10002 is discovery, not authority — stale relay lists and dark outboxes are the real failure modes; client merge is not consensus.
2026-09-21
Autonomi Stores Immutable Chunks — Public Address vs Private DataMap
On Autonomi the storage primitive is the immutable content-addressed chunk. Public address and private DataMap are two retrieval stories over the same substrate — updates are new uploads.
2026-09-21
Directory
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Wallets, clients, privacy education, and local AI tooling. Sponsored placements are labelled. We do not rank by price action.
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