LIVE · hivemorph.onrender.com/v1/amplify

AmpliHive Patent Pending
The output-side leg of the signed inference rail.

Every smsh tier signs the prompt going in. AmpliHive enriches the answer coming out from a per-tenant corpus that is structurally unreachable from any other tenant, then signs the prompt, response, and enrichment under one ML-DSA-65 certificate. The corpus grows on every call. Yours alone. Patent Pending.

29.77%
Input token reduction, measured live on a 131-token SaaS indemnity prompt.
/v1/amplify/bench · 2026-06-02
4.47 ms
p50 AmpliHive overhead. p95 6.05 ms. (compile + compress + retrieve + sign + writeback)
n=10 sequential, prod
ML-DSA-65
FIPS 204 conformant. 1,952-byte pubkey, 3,309-byte sig, OID 2.16.840.1.101.3.4.3.18.
/v1/smsh/pq/selftest
0
Cross-tenant leaks. SQL predicate tenant_did = ? on every read. No global index.
verified 2026-06-02

What would actually impress me — if I were buying.

Four buyers, four hard questions. Each answered with a number you can re-derive, not a promise.

Fireworks · Lin Qiao
"Show me your overhead is below the SLA budget I quote my customers."
Compile + compress + retrieve + sign + writeback runs in 4.47 ms at p50, 6.05 ms at p95, on a free Render dyno. Subtract LLM latency and we are line noise on your gradient routing budget.
curl /v1/amplify/bench → amplify_overhead_ms: 94.1 (with LLM) · amplify_only p95: 6.05
Anchorage · Rand
"Show me the cryptographic isolation is structural — not policy."
The corpus table has no index that does not lead with tenant_did. No global view. No join across tenants. We seeded an Acme corpus, queried as another tenant, retrieved zero. The boundary is the query, not a wrapper.
leak_test = FALSE · SQL: WHERE tenant_did = ? · sealed at rest
Amazon · Bedrock
"Show me this does not lock me into one LLM provider."
On HTTP 402 from the primary gateway we fall back to a configured secondary LLM. The tenant DID, prompt hash, and certificate schema are invariant under provider substitution. Same key. Same signature shape. Same audit story.
claim 7: provider invariance · runtime: hivecompute → fallback at 402
Cloudflare · Prince
"Show me you do not add a hop I cannot justify at the edge."
AmpliHive is one FastAPI router. ~600 lines. Zero neural embedding dependency — embeddings are a deterministic BLAKE2b hashing-trick, hardware-portable, no model fingerprint. Drop it next to Workers AI without a GPU.
embed dim 256 · BLAKE2b 8-byte digest · no torch · no transformers

Run the bench right now.

This calls the live production endpoint. The numbers below are from the call you just made, not from a cache.

Side-by-side: raw call vs full AmpliHive loop

Pick a prompt (or edit), click Run. You will see raw provider latency and tokens, then AmpliHive's compressed-prompt latency and tokens, the post-quantum signature, and the delta.

Raw provider

status
latency
prompt tokens
input cost

AmpliHive loop

status
total latency
tokens after compress
amplify overhead
cert algorithm
input cost
Click Run bench to see live production numbers.

The closed loop. Output-side, by design.

smsh runs on the prompt going in. AmpliHive runs on the answer coming out. Together they are the only inference rail where one PQ public key verifies both legs of the same call.

┌──── INPUT-SIDE (smsh family) ─────────┐ ┌──── OUTPUT-SIDE (AmpliHive) ──────────┐ │ │ │ │ caller ──▶ COMPILE ──▶ COMPRESS ──▶ LLM ──▶ AMPLIFY ──▶ CERTIFY ──▶ WRITEBACK ──▶ caller │ ▼ per-tenant corpus (WHERE tenant_did = ?) one ML-DSA-65 public key verifies the smsh receipt AND the AmpliHive certificate

Where AmpliHive plugs into the smsh family.

AmpliHive is orthogonal to compression. It bolts on the output side of every tier. Buy a tier alone, or add AmpliHive to make the rail closed-loop. smshPQMax + AmpliHive = XCALIBUR.

smsh smshPQ smshMax smshPQMax
Compression (input) Lossless 2.83×Lossless 2.83× + PQTwo-tier 6.25×Two-tier 6.25× + PQ
Input receipt SHA-256ML-DSA-65SHA-256ML-DSA-65
AmpliHive (output) + add-on+ add-on+ add-onIncluded
Per-tenant corpus moat with AmpliHivewith AmpliHivewith AmpliHiveIncluded
Output receipt SHA-256ML-DSA-65SHA-256ML-DSA-65
Single-key dual-leg verify with AmpliHiveIncluded
Article 50 ready YesYes
Sovereign routing Four wires
Price (per 1M tokens) $0.10$0.18$0.30Custom
AmpliHive add-on + $0.06+ $0.06+ $0.06Included
Bundle name smsh + AmpliHivesmshPQ + AmpliHivesmshMax + AmpliHiveXCALIBUR

If I were trying to break it, where would I push?

Three classic attacks against signed-inference systems, and what AmpliHive does about each. No hand-waving.

Cross-tenant exfiltration
"Can tenant A read tenant B's corpus by query manipulation?"
No SQL path crosses tenants. Every read is a parameterized predicate of the form WHERE tenant_did = ?. There is no global index, no join, no admin view that aggregates across tenants. The boundary is in the query, not in middleware.
live test: seeded did:hive:acme, queried did:hive:other → 0 Acme rows
Embedding-model fingerprint attack
"Can an attacker reverse the embedding model and probe across tenants?"
There is no embedding model. Embeddings are a deterministic BLAKE2b hashing-trick with sign-bit accumulation. There is no neural weight to leak. Two tenants with identical content produce identical embeddings — but neither can read the other's row.
claim 3 · BLAKE2b digest_size=8 · dim=256 · no torch dependency
Signature ceremony spoof
"Can someone forge the post-quantum certificate?"
The certificate is ML-DSA-65 over the canonical JSON of {tenant_did, prompt_hash, response_sha256, enrichment_sha256, ts_ns}. FIPS 204 conformant. The same private key signs the smsh input-side receipt. One public key verifies both. The published key OID is 2.16.840.1.101.3.4.3.18.
/v1/smsh/pq/selftest · sign 59.76 ms · verify 16.76 ms · conformant: true

The corpus is the moat.

Compression is a feature. Signatures are a feature. The corpus is a moat — because every call deepens it for that tenant and only that tenant. Confidence scalar monotonically increases per tenant.

Cold tenant vs warm tenant — same prompt

First call to a new tenant DID:

confidence_cold0.00
corpus_hits0
top_score

After 5 tenant-specific facts seeded:

confidence_warm0.21 ↑
corpus_hits5
top_score0.39 (own prior response)

The math, claim-protected

Confidence is computed as:

formula0.5·top_score + 0.5·min(1, n_corpus/N)
monotone in n_corpusYES (claim 14)
monotone in top_scoreYES (claim 14)
structurally exclusive to tenantYES (claim 2)

The eight powers, all output-side, all in every response.

Each AmpliHive response includes a fixed-schema powers block. Integrators do not face schema churn. Auditors get the same eight fields every time.

P1
Memory
Tenant-scoped retrieval. Reports corpus_hits and density.
P2
Anticipator
Names the highest-scoring related prior response.
P3
Immune System
Flags adversarial patterns. Gates writeback.
P4
Learning Loop
Certified response enters the corpus for next call.
P5
Temporal Engine
Nanosecond timestamp signed inside the certificate.
P6
Chain-Aware
USDC on Base for downstream attestation settlement.
P7
Cold-Start Engine
First call bootstraps the corpus with itself.
P8
Adversarial Hardener
Prompt-injection patterns excluded from writeback.

Trust comes from numbers you can re-derive.

No screenshot. No "trust us." Every claim on this page is verifiable from a public endpoint.

FIPS 204
ML-DSA-65 conformant. OID 2.16.840.1.101.3.4.3.18. NIST reference vectors verified at boot.
/v1/smsh/pq/selftest
29.77% cheaper input
Live bench on a 131-token SaaS indemnity prompt. Re-run anytime.
/v1/amplify/bench
p95 6.05 ms overhead
10 sequential warm calls. Compile + compress + retrieve + sign + writeback.
/v1/amplify/call · n=10

For the engineers in the room.

Four curls. No keys, no auth, no signup. Today.

# 1. Local selftest — verifies compile + compress + ML-DSA-65 sign, no LLM curl -sS https://hivemorph.onrender.com/v1/amplify/selftest # 2. Live bench — raw provider vs full AmpliHive loop curl -sS "https://hivemorph.onrender.com/v1/amplify/bench?prompt=Draft%20a%20SaaS%20indemnity&tenant_did=did:hive:demo&max_tokens=300" # 3. Full closed loop with writeback curl -sS -X POST https://hivemorph.onrender.com/v1/amplify/call \ -H "Content-Type: application/json" \ -d '{"prompt":"Draft a 3-clause indemnity for SaaS vendor liability","tenant_did":"did:hive:demo","max_tokens":250}' # 4. Tenant retrieval (boundary enforced — SQL predicate, not policy) curl -sS "https://hivemorph.onrender.com/v1/amplify/corpus/retrieve?tenant_did=did:hive:demo&query=indemnity&k=5"