ComputeFlux Blog

Decentralized AI gateway — one API, many providers, zero trust required.

Trust & Security 4 articles

01

TEE Hardware Security & Attestation

ComputeFlux runs every part of its network inside a locked compartment built into the CPU itself, so the people operating the servers physically cannot read the prompts passing through them.

19 min read Read
02

Contract Storage & Sealed PebbleDB

Everything ComputeFlux saves to disk is encrypted with a key that exists nowhere but inside the processor, so a stolen drive yields nothing but noise — and the database on top of it is built from f...

16 min read Read
03

DKG Threshold Cryptography

ComputeFlux's most powerful keys are never created as whole keys at all — they're born already split across independent machines, and signing requires a supermajority of them to cooperate.

14 min read Read
04

CometBFT Consensus with TEE

Every validator votes on every block, and each vote carries a freshly generated hardware certificate proving that the voter's code has not been tampered with as of this exact block.

13 min read Read

Runtime Infrastructure 5 articles

05

WASM Contract Upgrades

ComputeFlux can change the network's rules and rewrite all the existing data to match, inside a single block, with no downtime and no fork.

13 min read Read
06

Provider & Model Registry

Anyone can register as a provider and list models at prices they choose; the network doesn't police honesty, it tries to make dishonesty unprofitable.

10 min read Read
07

Edge Route: Personal GPU

A GPU behind a home router has no address the internet can dial, so ComputeFlux has the machine call out and hold the line open — then sends inference work back down the same wire.

10 min read Read
08

Sticky Balancer Scheduling

An AI model briefly remembers the work it did on your last prompt, so ComputeFlux tries hard to send your next request to the exact same machine.

8 min read Read
09

Resilience — Circuit Breakers & Retry/Backoff

ComputeFlux sorts every failure into a category, and each category gets a different response — retry shortly, switch credentials, give up instantly, or stop calling that provider at all for a while.

19 min read Read

Economic Protocol 7 articles

10

Billing & On-Chain Settlement

ComputeFlux counts your usage inside a sealed enclave and writes a cryptographically signed summary to its own TEE chain, so your bill becomes something you can check rather than something you have...

11 min read Read
11

Relay — Cross-Chain Sync

Getting information from one blockchain to another normally means trusting a small group of signers; ComputeFlux deletes that group entirely and hands the job to the validators who already secure t...

12 min read Read
12

Protocol Adaptor & Compatibility Matrix

ComputeFlux translates between the mutually incompatible formats OpenAI, Anthropic, and Google use, so existing code can reach any of them by changing one URL.

15 min read Read
13

vtproto — High-Performance Serialization

Every transaction gets packed and unpacked at least four times in its short life, so ComputeFlux swapped the general-purpose packing code for code generated specifically for each message type — cut...

12 min read Read
14

Streaming SSE Protocol

When an AI answer arrives one word at a time, ComputeFlux has to convert it into a different format on the fly — never waiting for the sentence to finish.

13 min read Read
15

GraphQL API Layer

ComputeFlux runs a rigid, standard-imitating API for AI requests and a flexible one for everything else, because those two audiences want genuinely incompatible things.

9 min read Read
16

Web3Auth Unified Login

You sign in with an email address or a Google account, and your wallet is derived mathematically from it — there are no twelve words to write down, hide, and eventually lose.

12 min read Read

Protocol Governance 3 articles

17

Governance — Gov Track Proposals

Changes to ComputeFlux must survive mandatory waiting periods, a staked deposit, and a threshold vote — and the founding admin key can be switched off permanently, with no way to switch it back on.

11 min read Read
18

Model Report Audit — Dual-Governance Quality Enforcement

Machines continuously check whether a model is technically working, humans report whether it's actually any good, and every report — founded or not — leaves a permanent record.

15 min read Read
19

Contract Security Audit — Nonce Replay, Three-Tier Access Control, Integer Safety, and the WASM Boundary

Building a blockchain runtime from scratch eliminates entire categories of famous attacks and creates one new, narrower danger zone: the seam where trusted system code meets untrusted user code.

16 min read Read

Observability & Scale 2 articles

20

OTel Distributed Tracing — Span Propagation, Sampling Strategy, and Metric Design

A single request passes through five to seven internal components, and tracing attributes every microsecond to one of them — so "it's slow" becomes "it's slow here."

12 min read Read
21

Deployment Architecture — From Developer Laptop to SGX Enclave

ComputeFlux runs the same binary across five very different environments, and each step up the ladder removes another layer of software you're otherwise forced to trust.

13 min read Read

Roadmap & Vision 4 articles

22

Roadmap 2026-2027 — Technical Challenges on the Path to Full Decentralization

ComputeFlux puts itself at roughly 60% of the way to full decentralization, and this article names the four places it's still centralized rather than waiting for someone else to notice them.

16 min read Read
23

Competitor Comparison — Architectural Trust Models Across the AI Gateway Landscape

Rather than comparing feature lists, this article asks one question of every product in the category: if the operator turns malicious tomorrow, what actually stops them?

13 min read Read
24

i18n & SEO for the dApp — Global Reach for a Web3 Application

Crypto apps are typically invisible to search engines and available only in English; this article is about fixing both without running a server.

13 min read Read
25

Community — Join ComputeFlux

You can join ComputeFlux as a developer, as someone renting out an idle GPU, or as a user — and the third path takes about five minutes.

17 min read Read