Ideas / research / engineering

Journal.

Inside the work behind 8DB.
Explore the questions, comparisons, and experiments shaping our database.

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13 series · 73 articles

Go deeper, one article at a time. Each series brings a connected body of work into view.

Post-Quantum Databases

17 articles

What stays protected. Who holds control. What happens when algorithms change.

Latest in this series

  1. Where Post-Quantum Security Fails, and Why the Database Matters

    ·7 min read

  2. Four Illusions of Post-Quantum Database Security

    ·16 min read

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  1. Protect your data from quantum threats. Take control today.

    ·8 min read

  2. 8DB | AES-256 Protects Your Data. What Protects the Key?

    ·5 min read

  3. Make Your Post-Quantum Migration Repeatable

    ·3 min read

  4. 8DB | Your Encryption Upgrade Must Include Yesterday’s Backup

    ·4 min read

  5. 8DB | Your Backup Remembers Old Permissions. Should Your Restore?

    ·4 min read

  6. 8DB | Find the Data Copies Your Migration Plan Misses

    ·4 min read

  7. 8DB | Post-Quantum Migration: Who Owns the Gaps Between Your Tools?

    ·6 min read

  8. 8DB | Make Cryptographic Migration a Product Feature

    ·5 min read

  9. 8DB | Post-Quantum Protection Without a Cloud Key Service

    ·4 min read

  10. 8DB | Your Quantum Migration Plan Needs an Archive Strategy

    ·4 min read

  11. 8DB protected storage | Post-quantum keys. The same compact records.

    Paired record-encryption measurements · Migration and recovery separately measured · Public source records

    ·5 min read

  12. 8DB | When Is a Cryptographic Migration Actually Finished?

    ·4 min read

  13. 8DB | Which Data Copies Still Need a Security Upgrade?

    ·5 min read

  14. 8DB | Small Records. Strong Integrity. Fewer Post-Quantum Signatures.

    Source-inspected native component · recorded storage experiments · Distinct verification contracts

    ·6 min read

  15. 8DB | Protect Your Data After the Secure Connection Ends

    ·4 min read

Explore the series ↗

Database Performance in Context

8 articles

The workload, the alternatives, and the conditions behind each comparison.

Latest in this series

  1. 8DB storage | Keep working when the connection disappears

    Vendor-run telemetry rehearsal · Separate historical storage tests

    ·6 min read

  2. 8DB cross-modal queries | 30× faster than SurrealDB

    Measured synthetic shipping query · Same-host tuned comparison · Resident memory

    ·8 min read

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  1. 8DB Vector Search: 1.8× Qdrant’s Throughput in Our Local Test

    Measured locally · Real 768D passage embeddings · Shared workstation · Unfiltered retrieval

    ·8 min read

  2. 8DB analytics | How we compare, and what else you get

    Historical server-path timings · Cross-campaign market context · Two selected analytical queries

    ·6 min read

  3. 8DB graph lookups | 218,000 answers a second. Keep the context.

    recorded service comparisons · Simplified queries · Different clients and returned-data contracts

    ·12 min read

  4. Half the wait: 8DB time-series loading vs. QuestDB on an M1 laptop

    recorded measurements · Custom TSBS-shaped harness · Differing client configurations

    ·11 min read

  5. 8DB spatial search | Six million locations. A 14.7 ms answer.

    Historical kernel and query-path timings · Different measurement boundaries · Selected SpatialBench workloads

    ·5 min read

  6. 8DB key-value reads | 19.99 million reads a second in our recorded run

    Historical report summaries · Custom YCSB-shaped harness · Different comparator configurations

    ·7 min read

Explore the series ↗

Trustworthy AI Data

6 articles

Explore the evidence and authority behind the answers your AI gives.

Latest in this series

  1. Your AI Found the Right Passage. Can It Tell Whether to Trust It?

    ·6 min read

  2. 8DB | Your AI Remembers. Who Controls What It Keeps?

    ·4 min read

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  1. 8DB | A Prompt Can Ask for Your Secrets. Can the Agent Open Them?

    ·4 min read

  2. Your AI Has an Answer. Where Did Its Data Come From?

    ·5 min read

  3. Give Your AI the Evidence Behind the Answer

    ·4 min read

  4. OpenSanctions in 8DB: follow the ownership, then the missing evidence

    ·7 min read

Explore the series ↗

More series to explore 10 series

8DB on Apple Silicon1 article ↗

Latest: 8DB | Give On-Device AI the Context Behind Your Question

AI With Authority3 articles ↗

Latest: I Would Pay for a Good Counterexample

AI, Evidence & Control3 articles ↗

Latest: Keep Control as Your Data Becomes Intelligence

Evaluation and Assurance3 articles ↗

Latest: OpenSanctions in 8DB: which conclusions survive a source change?

Evidence and Evaluation1 article ↗

Latest: 8DB Makes Every Benchmark Carry Its Evidence

Fielded Systems3 articles ↗

Latest: 8DB | Fewer Security Handoffs. A Clearer Database Assessment.

Iterating on Navier-Stokes10 articles ↗

Latest: After OpenAI's Navier-Stokes Proof, What Can the Next AI Reuse?

Model-Independent Data1 article ↗

Latest: 8DB | One Memory for AI That Sees, Searches and Remembers

One Protected Substrate13 articles ↗

Latest: How to Evaluate a New Database Without Betting Your Whole Stack

Trust Beyond Ledgers4 articles ↗

Latest: 8DB | Can Aid Be Accountable Without Tracking Everyone?

All articles

73 articles · newest first

  1. ·5 min read

  2. ·5 min read

  3. ·5 min read

  4. ·5 min read

  5. ·6 min read

  6. Post-Quantum Databases

    8DB | Small Records. Strong Integrity. Fewer Post-Quantum Signatures.

    Source-inspected native component · recorded storage experiments · Distinct verification contracts

    ·6 min read

  7. ·4 min read

  8. ·4 min read