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Private Field Search with Local Recovery
ninjra · 2026-05-26 · via Hacker News: Show HN

mushku.com

Gravitas Search

Gravitas is a private-field search demo. Encode text locally, send field payloads to the server, and recover the matching answer locally with a replayable receipt.

Ionizer Commercial encoder for signed packages and private deployments

Gravitas The search engine and demo boundary

OpenEncoder Apache-2.0 reference encoder for developer review

Benchmark Snapshot

Concrete local proof results, not a vague accuracy claim.

Local proof passed means the named benchmark surface has committed receipts, deterministic replay, and no raw-source-text egress in the tested request payloads. Official leaderboard acceptance is not claimed unless explicitly stated. Open the proof output JSON.

Benchmark Lane Queries Corpus Qrels / Rank Entries top1 accuracy success@5 success@10 mrr@10 raw_hotpath receipt_sha256
Legal-MLEB full aggregate OpenEncoder + Gravitas comparator 2,535 7,635 2,580 qrels 538 / 2,535 0.21222880 0.35936884 0.43313609 0.27680442 45.686745 qps proof-output.json
Legal-MLEB full aggregate Ionizer + Gravitas 2,535 7,635 2,580 qrels 2,535 / 2,535 1.00000000 1.00000000 1.00000000 1.00000000 Aggregate proof 39d8aaf9c9cd...
MS MARCO v2 passage Ionizer + Gravitas 285,328 138,364,198 285,328,000 rank entries 285,328 / 285,328 1.00000000 1.00000000 1.00000000 1.00000000 5.25 TB/s 8453ca55ad60...

Live Proof

Ask a question against live records.

This demo loads 10 public records when available, asks a plain-language question, sends encoded fields to Gravitas over same-origin HTTPS, and shows the answer with a proof receipt.

1

Records and Question

Ten records are loaded live. The question asks which current headline looks most relevant for a commercial risk review.

Live Data Injection

Refresh loads public records and a unique browser nonce. If live loading fails, a small synthetic risk corpus is used.

Live payload loads automatically when the page opens.

2

Prepared Fields

These are the encoded values sent to Gravitas. They are shown for audit, not for reading.

3

Send the prepared records and question to the live Gravitas service.

4

Answer

The readable answer is recovered locally from the processed record envelope.

Search Contract

Public boundary for the live Gravitas demo.

This is the buyer-facing contract for the demo search. It explains what the page sends and what the buyer receives back.

Zero-Cleartext Boundary

Inspect the Envelope

  • Source files, local ledgers, secrets, and decoded reports stay local.
  • The service receives the patent-specified field envelope and non-secret request metadata.
  • Those payloads are not raw text, but they should still be treated as sensitive metadata.
  • OpenEncoder is deterministic field encoding, not encryption.
How to Verify

Do Not Trust the Copy

  • Use Browser DevTools, Network, request payload to inspect the outbound envelope.
  • Advanced users can use a local TLS proxy such as mitmproxy, Proxyman, Charles, or Burp.
  • Packet capture alone usually shows TLS metadata, not HTTPS request bodies.
  • Repo users can run the encoder locally and compare outbound JSON against the source ledger.
Groth16 zkSNARK

Separate Proof Surface

  • OpenEncoder includes a gated Groth16 zkSNARK proof surface for its pinned reference circuit.
  • The no-raw-source-text egress boundary and Groth16 circuit proof are separate claim surfaces.
  • A SNARK claim is valid only when tied to the exact passed circuit and receipt.
Known Leakage

Not Magic Privacy

  • The service can see field envelope shape, tensor counts, context labels, request timing, and account metadata.
  • Repeated requests can be correlated when the same context or secret is reused.
  • Generated field payloads are sensitive metadata even when raw source text is absent.
Public Routes

Allowed

  • GET /healthz returns service health.
  • POST /api/calc accepts the demo field request.
Blocked Routes

Not Public

  • Private service routes are not available from the public website.
  • Source ledgers are not exposed by the website.
Request Shape

Demo JSON

  • Method: POST
  • Content-Type: application/json
  • Fields: field_a and field_b
Limits

Current Demo

  • Request body limit: 163840 bytes
  • Per-field limit: 65536 hex characters
  • Control bytes are rejected.
Boundary

Field Payloads

  • The service receives encoded fields, not the local source ledger.
  • Human-readable recovery is handled locally by the client envelope.
  • Browser communication uses same-origin HTTPS/TLS routes.
Status

Demo Endpoint

  • This public endpoint is for demonstration.
  • Production deployments are handled commercially through Ionizer + Gravitas.

Commercial Stack

Commercial offer first. OSS reference second.

Commercial

Ionizer

Commercial encoder for signed packages, private deployments, and customer-specific evidence bundles.

View commercial one-pagers
Engine

Gravitas

Search engine that receives field payloads, performs the field operation, and returns a receipt suitable for local recovery and audit trails.

Run the live engine demo
OSS Reference

OpenEncoder

Public encoder lane for deterministic field envelopes and local answer map-back. Linked for patent reference, developer review, and boundary clarity.

github.com/ninjra/openencoder

Evidence Board

Detailed benchmark and boundary evidence.

These are public-facing proof surfaces. Benchmark, transport, proof type, and egress claims stay separate from official leaderboard status.

Metric OpenEncoder + Gravitas Ionizer + Gravitas
Legal-MLEB scope Same 12 lanes, 2,535 queries, 7,635 docs, 2,580 qrels Same 12 lanes, 2,535 queries, 7,635 docs, 2,580 qrels
Legal-MLEB top-1 hits 538 / 2,535 2,535 / 2,535
Legal-MLEB accuracy 0.21222880 1.00000000
Legal-MLEB success@5 / success@10 0.35936884 / 0.43313609 1.00000000 / 1.00000000
MS MARCO v2 passage scope Full-scale OpenEncoder run not claimed here 285,328 queries over 138,364,198 records
MS MARCO v2 passage result Not claimed 1.00000000 local field/world proof
Public proof output proof-output.json proof-output.json
Proof surface OpenEncoder bounded Groth16 pinned-circuit proof plus local replay receipts Ionizer and Gravitas receipt-backed signed endpoint proof surfaces
Raw source text egress in tested request payloads 0 bytes 0 bytes
GPU VRAM required 0 GB 0 GB

Contact

Commercial deployments, licensing, and evidence review.

Founder / Inventor

Shri Narayan Justin Ram

Builder of Ionizer, Gravitas, and OpenEncoder. Commercial work is handled through Mushku Nobleworks.

Company

Mushku Nobleworks

Commercial field-search systems for legal, defense, and other high-stakes retrieval surfaces where local recovery, auditability, and controlled data boundaries matter.

Email

sram@mushku.com

Use this for commercial pilots, licensing, one-pagers, benchmark review, and private deployment discussions.