[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]  Frigg 🌸 [@0xfrigg](/creator/twitter/0xfrigg) on x 77.9K followers Created: 2025-07-20 18:44:48 UTC been digging into @wardenprotocol ’s AI trust layer and the real alpha most ppl miss? it’s called SPEX the backbone that makes AI usable onchain without trusting a single source AI in crypto is messy zkML is too slow + expensive TEEs rely on centralized hardware oracles? single point of failure warden solved this w/ statistical proof of execution (SPEX) a system that lets AI outputs be verified by multiple nodes, in real time, at low cost here’s how it works you (or a contract) request an AI task like a price prediction, LLM output, or model inference Prophet nodes pick it up and execute it offchain but instead of expecting them all to return identical outputs (impossible w/ AI), SPEX samples + compares them statistically if they match within safe confidence levels? → result gets committed onchain if not? → rejected, task invalid, nodes risk slashing this flips the trust model for AI onchain: → multiple nodes = no single failure point → bonded with $WARD = real skin in the game → consensus based on math, not trust plus it works fast enough for real apps, unlike zk or TEE based systems warden baked SPEX into everything: → every AVR plugin call gets SPEX checked → Intent Engine won’t approve actions unless AI output passes → Keychains won’t sign unless intents are validated w/ verified data even agents + AI decisions? locked behind this system real examples i’ve seen? → AI trade signals that trigger DeFi actions → LLM parsing user intents for onchain txs → cross chain data fetches that are verified before moving funds → risk scoring for custody based on AI all secured by SPEX for me, this is the big unlock for AI x blockchain: → it’s real-time → doesn’t rely on zk/TEE hacks → works with any AI model → scales w/ network size plus Prophets earn extra fees for running SPEX tasks another strong incentive loop warden’s SPEX turns AI from a “cool concept” into a verifiable, production-ready part of blockchain infra and honestly? if you’re betting on AI agents, AI DeFi, or AI-native infra… this layer is where the meta actually starts  XXXXXX engagements  **Related Topics** [coins oracle](/topic/coins-oracle) [hardware](/topic/hardware) [onchain](/topic/onchain) [coins ai](/topic/coins-ai) [Post Link](https://x.com/0xfrigg/status/1947004784508387544)
[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]
Frigg 🌸 @0xfrigg on x 77.9K followers
Created: 2025-07-20 18:44:48 UTC
been digging into @wardenprotocol ’s AI trust layer and the real alpha most ppl miss? it’s called SPEX the backbone that makes AI usable onchain without trusting a single source
AI in crypto is messy zkML is too slow + expensive TEEs rely on centralized hardware oracles? single point of failure
warden solved this w/ statistical proof of execution (SPEX) a system that lets AI outputs be verified by multiple nodes, in real time, at low cost
here’s how it works
you (or a contract) request an AI task like a price prediction, LLM output, or model inference
Prophet nodes pick it up and execute it offchain
but instead of expecting them all to return identical outputs (impossible w/ AI), SPEX samples + compares them statistically
if they match within safe confidence levels? → result gets committed onchain if not? → rejected, task invalid, nodes risk slashing
this flips the trust model for AI onchain: → multiple nodes = no single failure point → bonded with $WARD = real skin in the game → consensus based on math, not trust
plus it works fast enough for real apps, unlike zk or TEE based systems
warden baked SPEX into everything: → every AVR plugin call gets SPEX checked → Intent Engine won’t approve actions unless AI output passes → Keychains won’t sign unless intents are validated w/ verified data
even agents + AI decisions? locked behind this system
real examples i’ve seen? → AI trade signals that trigger DeFi actions → LLM parsing user intents for onchain txs → cross chain data fetches that are verified before moving funds → risk scoring for custody based on AI all secured by SPEX
for me, this is the big unlock for AI x blockchain: → it’s real-time → doesn’t rely on zk/TEE hacks → works with any AI model → scales w/ network size
plus Prophets earn extra fees for running SPEX tasks another strong incentive loop
warden’s SPEX turns AI from a “cool concept” into a verifiable, production-ready part of blockchain infra
and honestly? if you’re betting on AI agents, AI DeFi, or AI-native infra… this layer is where the meta actually starts
XXXXXX engagements
Related Topics coins oracle hardware onchain coins ai