Secure, trusted inference begins at the completion transaction.
Nelix engineers Joule-Bounded Inference Architecture (JBIA) on InferEdge™ — ICSM-managed completion transactions under Energy Contract, INT8/INT4 execution, checkpoint-capable recovery, and Proof-Carrying Inference outputs secured by TrustCore™.
Mission-critical edge systems cannot trust unattested inference
Operators of energy, defense, industrial, and utility infrastructure need local inference that survives intermittent power, constrained connectivity, and hostile field conditions — and that can prove what ran.
Attested Infrastructure Inference (AII) is the architecture Nelix is designing toward: every completion is a managed transaction under an Energy Contract, measured by TrustCore, and exported as Proof-Carrying Inference.
Global framing, infrastructure-first — not a consulting brochure, and not a claim of shipping silicon.
Trust begins at the silicon layer
Attested Infrastructure Inference (AII) starts where software cannot — at the silicon attestation boundary. TrustCore™ anchors the Trust Continuum on every Nelix die: PUF identity, measured boot, and proof signing before any model executes.
InferEdge™ JBIA and SecureGrid™ silicon export Proof-Carrying Inference and measurement attestation for field deployment reality — intermittent power, 55°C operation, and offline workflows that cannot wait on the cloud.
Joule-Bounded Inference Architecture (JBIA)
JBIA does not treat inference as a stateless kernel call. Each request is a managed completion transaction — governed by the Inference Completion State Machine (ICSM), executed under an accepted Energy Contract, and exported as Proof-Carrying Inference when complete.
ICSM
Inference Completion State Machine owns each transaction from attested input through execute, checkpoint, complete, prove, and export — or explicit untrusted abort.
Energy Contract
Execution constraints accepted before EXECUTE — joule budget, approved model tier, clock profile, and checkpoint policy. Renegotiated at safe boundaries when infrastructure conditions change.
Checkpoint Recovery
Transactionally consistent inference recovery across power loss. Restore validates checkpoint integrity and execution-compatible Energy Contract revision before resume.
Energy Contract Restore
Grid anomaly inference runs under accepted joule budget and model tier.
Progress committed at a safe tile boundary before power loss.
On return, infrastructure conditions may differ from the original contract.
Lower clock profile preserves committed state semantics; resume to EXECUTE.
TrustCore: the Trust Continuum from power-on
TrustCore is not secure boot alone — it is a continuous trust continuum from manufacture through cryptographic retirement. Boot ROM measures each stage, PUF derives per-die identity, firmware and models load only under PQC verification, runtime attestation never stops, and the same trust plane signs every Proof-Carrying Inference export.
What the chain guarantees
Because identity is derived from the physics of each die rather than stored in flash, there is no key material to extract, clone, or reflash. Invasive attacks disturb the silicon structure the PUF depends on, destroying the identity they were trying to steal.
| Identity | PUF-derived, per-die, never leaves silicon |
| Cryptography | Post-quantum + classical suites, hardware-accelerated |
| Boot | Measured and attested, anti-rollback counters |
| Tamper | Active mesh, environmental sensors, key zeroization |
| Updates | Signed OTA with staged rollout and offline queueing |
Attested Infrastructure Inference, secured in silicon
These are roadmap product families under active architecture work. Status is honest: conceptual design complete, no Nelix silicon prototype yet.
InferEdge™ / JBIA
Joule-Bounded Inference Architecture: ICSM-managed completion transactions, Energy Contract scheduling, INT8/INT4 execution, and checkpoint-capable recovery in sub-15 W envelopes.
In Development / Pre-SiliconTrustCore™ Hardware Root of Trust
Trust Continuum from manufacture to retirement. PUF identity, measured boot, signed delivery, and Proof-Carrying Inference signing — binding each result digest to its execution context.
In Development / Pre-SiliconSecureGrid™ Infrastructure SoC
Inference Integrity Chain and Metrology Integrity Chain in one trust domain — encrypted measurement, tamper detection, signed OTA, and optional local JBIA inference.
In Development / Pre-SiliconReady to talk architecture?
Walk through the AII thesis, TrustCore continuum, JBIA completion model, and engineering partnership paths — honest stage, global infrastructure framing.