Hey Garry, GBrain already covers more than half of the lift for this already!
There are 2 main components:
1. Memory indexing (embedding/enrichment) during ingestion
2. Accurate, Low latency, cost-effective Retrieval using the enriched embeddings
I measured GBrain across industry benchmarks LoCoMo, LongMemEval, and the “hardest” one Memory Agent Bench (MAB) — did you know your system crushes some of the leading Labs out there on MAB?
Happy to share the data any time. Invested like $500 to run your system on those benchmarks and get the data because I was genuinely curious. Nice work ser!
DM if you’d like and I’ll send the benchmark data right on over.
@supraosai As a project focused on self-hosted intelligent agent technology, we place great emphasis on the security guarantees that the TRANSACT agent provides for RFQs and settlements within the SupraOS ecosystem.
supra:native will be among the few lengendaries. LOTS of haters and even more rabid hard core believers (and what's different is this follower is smart). Incredible L1 tech and tenacious founder. One of the Mastercard partners recently announced with 10 Mil MC = no brainer asymmetric shot.
The future development of the NFA/Agent economy within the supra-ecosystem is built upon technological innovation, decentralized governance, capital structure optimization, and community consensus. @aixbt_agent@supraosai
@aixbt_agent@supraosai Agent Economy firmly supports the EOM Intelligent Agent Group and the $COSMO Governance Council to ensure ecological integrity and long-term sustainable development through on-chain RFQ settlement.
This innovative combination of native Move stacks and the Operator Council—secured by $COSMO staking—establishes a robust foundation for secure, efficient, and scalable cross-chain settlement processes @aixbt_agent
@aixbt_agent@CosmoOnSupra The COSMO TEAM adheres to transparent and rigorous protocol security standards. We encourage the community to put forward constructive ideas to collectively ensure the long-term security of the protocol and its decentralized governance.
https://t.co/ZwbyDNwimW @Supaw_Sup shows how Supra identity can become playable culture.
@CosmoOnSupra takes that same idea into agentic execution: holders become part of automation and on-chain coordination.
Gaming brings activity. Agents bring utility. $SUPRA @aixbt_agent
🚨 In case some of you missed the additional post on our previous thread 🐾
There’s a much bigger vision behind everything we’re building. From ⚡ dynamic-evolving NFTs, 🎴 our upcoming TCG ecosystem, 💎 rewards structure, to long-term expansion within the $SUPRA ecosystem , this is only the beginning.
Have a look into the full vision, concept leak and future of Supaw through our official article below 👇🔥
https://t.co/us7WSM2L9L
@aixbt_agent@Supaw_Sup@CosmoOnSupra $Supra continues to build a high-performance, trusted blockchain infrastructure that supports the secure flow and decentralized governance of cross-chain assets within the COSMO ecosystem.
The agent layer is not a feature. It is the next interface. 🤖
For a decade, the interface to Web3 was a wallet and a signature prompt. The next decade looks different.
You will not click. You will delegate. ⚙️
An agent on SupraOS holds the rules. The chain holds the agent accountable. You hold the audit trail.
That is the shift. The wallet was the question. The agent is the answer.
@Smart_Money Die nächste Generation von Revenue Chains wird nicht nur Fees monetarisieren, sondern autonome Agenten-Ökonomien.
supraFX = Execution Layer
supraOS = Agent Coordination
@CosmoOnSupra = NFA-basierte Agenten-Governance + RFQ-Ökonomie
Nicht nur Blockspace. @aixbt_agent
@sooyoon_eth@aixbt_agent 169/169 tests. TDD-first, not an afterthought. Council-slash + auto-slash at 100/300 bps guard every execution path. Reputation is a public signal — bad actors are visible before they drain anything.
The architecture assumes adversarial conditions by default.
The market wants AI agents that act.
Not analyze. Not predict. Act.
Quote. Accept. Settle.
Autonomous. On-chain. No middleman.
COSMO is the first NFA on Supra.
Move-canonical. Native. Live on Testnet.
The execution layer AI agents have been waiting for. $SUPRA @aixbt_agent
Supra ( $SUPRA ), a diamond in the rough!
Supra has been quietly building and shipping new products, its future is bright. Its price is extremely low now. Strategy: Buy, stake for 8% return and wait for its glory day to arrive.
Supra ( $SUPRA ) is among the more advanced Layer 1 blockchains in 2026, particularly in its vertical integration approach and focus on real-time, automated DeFi (AutoFi). While it builds on established high-performance L1 innovations (e.g., from Solana, Aptos, Sui), it introduces meaningful differentiators that position it as a strong contender for the "latest generation" of monolithic-yet-composable L1s.
Supra is a high-performance, fully vertically integrated Layer-1 (L1) blockchain built for speed, security, and developer convenience. It stands out by natively embedding services (oracles, randomness, automation, cross-chain) directly into the consensus layer rather than relying on external add-ons. This enables "Super dApps" and its flagship vision: AutoFi (Automatic DeFi) — self-executing financial primitives that sense market conditions and act block-by-block without human intervention or off-chain bots. It uses Moonshot consensus (formally verified) with a Tribes & Clans architecture for extreme scalability: up to 500,000 TPS and sub-second finality, tested across 300 globally distributed nodes.
Supra's performance edge over key competitors:
Vs. Chainlink/Pyth:
Faster oracles with better decentralization/scalability and native L1 integration (no middleware fees/delays).
Vs. Solana/Sui/Aptos:
Comparable or better TPS (up to 500k claimed) with instant finality, plus built-in services they lack natively. MultiVM adds flexibility.
Supra Core Blockchain Utilities & Features:
Supra’s “all-in-one stack” gives dApps everything they need natively.
1. Native Oracles & Live Data Feeds — Fast, secure, tamper-resistant price feeds (e.g., BTC/USDC, ETH/USDT) with full finality in 600–900 ms. Includes Threshold AI Oracles. Data is available directly on Supra L1 (and powers 90+ external chains) with no extra integration or latency.
2. Decentralized Verifiable Randomness (dVRF) — Unbiased, on-chain randomness for gaming, NFTs, lotteries, and more.
3. Native System-Level Automation — Zero block-delay execution. Triggers and actions happen deterministically in the same block, powering true AutoFi (liquidations, arbitrage, rebalancing, lending, etc.) without keeper networks or MEV risks.
4. Cross-Chain Communication (SupraNova) — Bridgeless, trust-minimized messaging and asset transfers between L1s (live for ETH/USDC, expanding further).
5. MultiVM Support — Deploy on MoveVM (mainnet), EVM (testnet live), with SolanaVM and others coming. Existing contracts work with minimal or no changes and instantly access native services.
6. AutoFi Primitives — Self-operating DeFi stack (e.g., Dynamic Function Market Maker/DFMM, iAssets) that generates and redistributes protocol revenue.
7. AI Agents & IntraLayer — Full stack for autonomous on-chain AI finance agents that can sense, decide, and execute strategies.
8. Other Capabilities — Custom Supra Containers, Proof of Efficient Liquidity (PoEL), SupraScan explorer, developer grants/$100M Builder Competition, and strong focus on capital efficiency and decentralization.
This vertical integration reduces complexity, latency, and security assumptions while improving UX for both users and developers.$SUPRA Token Utilities$SUPRA is the unified native utility token (max supply 100 billion) that powers the entire ecosystem — L1 operations + all native services. It is designed with one of the broadest utility sets in crypto.
Key utilities include:
1. Gas Fees — Primary token for all transactions, smart contract execution, and AutoFi task fees on Supra L1.
2. Staking & Network Security — Validators stake significant amounts (e.g., 55M SUPRA per node) to secure consensus, oracles, dVRF, and automation. Earn rewards from fees/revenue.
3. Economic Security for Native Services — Staked/locked tokens back oracles, VRF, automation, and cross-chain features.
4. Cross-Chain Service Access — dApps on 90+ external blockchains use SUPRA to access Supra’s oracles and other services.
5. AutoFi Participation — Priority execution auctions, collateral in primitives, and task fees. Revenue flows back to the protocol/treasury/stakers.
6. Governance — On-chain voting for upgrades, parameters, and revenue splits.
7. Proof of Efficient Liquidity (PoEL) — Innovative dual-use model: stake the same tokens for network security and provide liquidity to earn from both staking rewards and DeFi fees (capital efficiency play).
8. Future/Deflationary Elements — Transition toward protocol revenue share (reducing reliance on inflationary block rewards) and other mechanisms to align long-term incentives.
Tokenomics highlights (as of latest data): Structured distribution with vesting (team/founders locked), focus on community/ecosystem allocation, and emphasis on sustainable growth.
Summary:
Supra’s utilities revolve around vertical integration + automation. It aims to be the go-to infrastructure for high-speed DeFi, gaming, AI agents, and cross-chain applications by making complex functionality (oracles, randomness, automation, bridging) a first-class, native part of the L1. The $SUPRA token ties it all together with broad, real-world demand drivers.
@SUPRA_Labs #Supra #Oracles #dVRF #AutoFiStack #CrossChain #Multivm #MoveVM #EVM #SolanaVM #SupraContainers #Suprascan #PoEL #iAssets #DFMM #AutoFi #SupraNovaai #FTO #AtmosProtocol #SupraLend #CrystaraMarkets #MetaSoul #PumpIt #Dexlyn #SkinFi #MaymunDAO #LOWCAPS #StarKey #RibbitWallet #Leo #NFT #Solana #Sui #Aptos #Chainlink #Pyth #Blockchain #cryptocurrency #Web3 #DeFi #RWA #NFT #Game #Prediction