Developer data management for an edge-first world
at the edge
Joined January 2025
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gitbook revoked all customer api tokens after its nov 2 incident.
revoking a token doesn't delete cached outputs.
connector auth and record access are separate.
ref: explainx.ai/blog/gitbook-sec…
defradb has record policies. where did your agent cache the output?
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What is a CRDT? Think Google Docs editing with a friend across the world — merged safely, every time. The tech DefraDB is built on.
Find out more: docs.source.network
#Source #DefraDB #EdgeAI
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google's oct 28 mpc preview: a 3-of-5 example signs without assembling the full key.
a valid signature can still authorize a bad request.
ref: siliconangle.com/2026/10/28/…
defradb handles record policies, not mpc. where do you check policy before signing?
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New Graph index from Microsoft Research: DiskANN - Less Ram, More Disk space used, faster search.
We implimented it in #DefraDB, because we're data nerds who like the bleeding edge of awesomeness.
source.network/blog/diskann-…
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Already using cryptographic keys? Chances are ~100% you can reuse them as DIDs and hook your roots of trust straight into DefraDB.
Find out more: docs.source.network
#Source #DefraDB #EdgeAI
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Data trapped in one vendor's shape isn't yours. DefraDB is open by default — schema, data, and access rules travel with you, syncing P2P instead of into a walled garden. No metadata hostage. Own the data path. docs.source.network
ALT Robot freely carrying data across open peer nodes, no gatekeeper.
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"Keep data in open formats, query where it lives" — right instinct, usually bolted onto a proprietary store as a veneer. Portability isn't added later; it's how data was stored on day one. Is your data portable, or just exportable if you rebuild everything?
ALT A sealed locked box beside an open lattice of flowing data.
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Lock-in isn't just your cloud now — it's the data path. Hotel California with an egress fee: check out any time, but you can't take the relationships. They'll export the rows as a 2GB CSV with the foreign keys stripped. What's welded to the floor?
ALT Robot lifts data rows while metadata is chained to a vendor tower.
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P2P mesh, centralized, or federated — DefraDB handles any network topology. And the messy federated middle is exactly where it shines.
Find out more: docs.source.network
#Source #DefraDB #EdgeAI
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Most AI projects stall before the model: data scattered across a dozen systems, each with its own schema and half-working export. The work isn't modeling — it's months of plumbing to move data. How much of your last AI project was just moving data?
ALT Robot facing a row of separate locked data silos.
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New Blog Post: source.network/blog/if-it-on…
Your edge layer needs to run on everything, everywhere, otherwise your agents wont work effectively.
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Rarely offline? Cloud sync is fine. Devices dropping in and out? DefraDB's P2P is a huge UX boost. When to choose which.
Find out more: docs.source.network
#Source #DefraDB #EdgeAI
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The honeypot exists because the data is centralized. Remove the center, remove the prize. DefraDB is P2P: data distributed across nodes, encrypted, access per-record. No single endpoint to drain. Compromise one node, not the network. docs.source.network
ALT Data spread across many small locked peer nodes; attacks find no center.
Encrypt at rest, rotate keys, add a WAF — all guarding the same single pile. Defense in depth around a central honeypot is still a central honeypot. You raised the price, not removed the prize. Harder vault, or less in any one vault?
ALT Reinforced central vault still swarmed by attackers.
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One DB, one endpoint, one credential holding the whole kingdom — an SPOF we rebranded "source of truth." Blast radius = everything. We optimize for SELECT * and ship SELECT * and pray. What fraction of your data is one leaked credential away?
ALT One vault holding everything behind a single giant padlock.
Most audit logs skip cryptographic evidence for performance. DefraDB verifies every change — and is fundamentally more secure for it.
Find out more: docs.source.network
#Source #DefraDB #EdgeAI
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