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[@cortensor](/creator/twitter/cortensor)
"๐Ÿงช Phase #6 Recap Final Dev Phase Before Testnet Phase #6 has been one of the most comprehensive milestones yet - the final development phase before the Testnet rollout. With about two weeks remaining nearly all planned objectives are complete and the network is operating in one of its most stable states to date. ๐Ÿ”น Validator Expansion & Stabilization - Both Validator v2 (PoI) and Validator v3 (PoUW) are fully live and running across DevNet7 Testnet-0 and Testnet-1. - Node operators are now participating in distributed validation confirming stability across both GPU and CPU instances. -"  
[X Link](https://x.com/cortensor/status/1979669575395672549) [@cortensor](/creator/x/cortensor) 2025-10-18T22:03Z 3834 followers, 3801 engagements


"๐Ÿงฉ Testnet Phases Planning Recap The Testnet Phases plan is now fully drafted and entering active planning - outlining the roadmap from mid-November 2025 through early/mid-Q2 2026. Total X phases - Each phase spans roughly XX weeks progressively transitioning Cortensor from internal DevNet cycles to full-scale public testing on Testnet-0 (Arbitrum Sepolia) and Testnet-1 (COR L3 Rollup). ๐Ÿ”น Current Status - Draft documentation published and under refinement: - Four structured phases cover system regression validator refinement privacy and payment mechanisms and agentic integration leading"  
[X Link](https://x.com/cortensor/status/1980049949158240676) [@cortensor](/creator/x/cortensor) 2025-10-19T23:14Z 3830 followers, 1588 engagements


"๐Ÿ›  DevLog Validator v2 GPU Compatibility Issue We're debugging an intermittent embedding-vector lookup failure in Validator v2 affecting some node operators. The issue appears when running inside Docker with specific GPU configurations - producing a batch index out of bounds error during inference comparison. ๐Ÿ”น Root Cause (WIP Diagnosis) - Inconsistent GPU kernel shape/size handling across different CUDA builds. - Variations in GPU architecture driver versions and container runtimes. - Larger batch or sequence lengths amplifying the mismatch. ๐Ÿ”น Current Debugging Steps - Working with node"  
[X Link](https://x.com/cortensor/status/1980559465079558373) [@cortensor](/creator/x/cortensor) 2025-10-21T08:59Z 3844 followers, 1524 engagements


"๐Ÿ›  DevLog DevNet6 Reset for Component Testing We'e resetting DevNet6 (our previous dev environment) to run component-level tests only for Stake-to-Inference. DevNet7 + Testnet-0/1 are fully in use and must not be disrupted so all experiments stay isolated on DevNet6. ๐Ÿ”น Scope - Minimal bring-up with mocks (e.g. SessionPaymentStaking scaffolds). - Isolated tests: staking pre-check session top-up calls sliding-window logic. - Local event emission with a lightweight oracle listener stub. ๐Ÿ”น Non-Goals - No end-to-end integration migrations or production dashboards. - No changes to existing payout"  
[X Link](https://x.com/cortensor/status/1981479963007324562) [@cortensor](/creator/x/cortensor) 2025-10-23T21:56Z 3840 followers, 1175 engagements


"๐Ÿ›  DevLog Remaining & Follow-Up Items (This Week) ๐Ÿ”น DevNet6 reset - component design validation & tests for Stake-to-Inference - Resetting DevNet6 (previous dev env) for component-only checks; DevNet7 + Testnet-0/1 remain fully in use. - Bring up minimal services/mocks (Session SessionPayment rough SessionPaymentStaking scaffolds). - Exercise staking pre-check session top-up normal payout in isolation. - Stand up a lightweight oracle listener for rate-limit/sliding-window events; spin up XX dev miners; gate behind flags; run smoke tests. - Why: validate building blocks without risking active"  
[X Link](https://x.com/cortensor/status/1981588708886479152) [@cortensor](/creator/x/cortensor) 2025-10-24T05:08Z 3849 followers, XXX engagements


"Monthly Node Rewards October 2025 (Initial Batch Sent) We've just sent out the first round of $COR rewards to XX active nodes as part of our monthly node reward program. ๐Ÿ”น Rewards will be distributed in batches ๐Ÿ”น More batches rolling out over the next few days ๐Ÿ”น Recognizing uptime stability & contribution ๐Ÿ’ฌ Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"  
[X Link](https://x.com/cortensor/status/1981799078855074178) [@cortensor](/creator/x/cortensor) 2025-10-24T19:04Z 3850 followers, 1964 engagements


"๐Ÿ›  DevLog DevNet6 Ready for Stake-to-Inference Experiments DevNet6 has been reset with the latest modules and will serve as our experimental ground to iterate on Stake-to-Inference (Stake-to-Use) foundations. DevNet7 + Testnet-0/1 remain fully in use and won't be touched. ๐Ÿ”น Current Setup - Minimal stack online (Session SessionPayment + SessionPaymentStaking scaffolds). - Lightweight oracle listener for rate-limit/sliding-window events. - Rough UI mocks wired to DevNet6 for session creation and "Staking To Use" selection (see screenshots). ๐Ÿ”น What We'll Use It For - Exercise staking pre-check"  
[X Link](https://x.com/cortensor/status/1981868445370376243) [@cortensor](/creator/x/cortensor) 2025-10-24T23:40Z 3842 followers, 2060 engagements


"๐Ÿงฉ New Design Doc: Cor Prover - Public Validator (Agentic MCP + ERC-8004) MCP/HTTP surfaces for agent task validation ERC-8004compatible signed CID artifacts Payments: x402 pay-per-call or delegated $COR sessions Pluggable policies (embeddings/rules/hybrid) Read: WIP - #Cortensor #AI #DePIN #MCP #ERC8004 #x402 #Agents"  
[X Link](https://x.com/cortensor/status/1982039304630346103) [@cortensor](/creator/x/cortensor) 2025-10-25T10:59Z 3849 followers, 8994 engagements


"๐Ÿ—“ Weekly Recap - Validator Rollout Snapshot in X Week & Groundwork for Stake-to-Use This week pushed validator rollout across networks and laid the groundwork for both validators and Stake-to-Use as we head toward the Phase #6 snapshot (7 days). ๐Ÿ”น Operator Checklist - Snapshot in X days - Keep nodes online/synced; avoid reboots during the snapshot window. ๐Ÿ”น Hackathon #2 - Wrap-up (right after snapshot) - Finalize and submit your project; ensure demo link & README are live. ๐Ÿ”น Groundwork: Validator Rollout & Data - v2 (PoI) & v3 (PoUW) are in early testing on DevNet7 / Testnet-0 / Testnet-1"  
[X Link](https://x.com/cortensor/status/1982174948648169598) [@cortensor](/creator/x/cortensor) 2025-10-25T19:58Z 3843 followers, 2218 engagements


"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"  
[X Link](https://x.com/cortensor/status/1982202493779272065) [@cortensor](/creator/x/cortensor) 2025-10-25T21:47Z 3850 followers, 2356 engagements


"๐Ÿ›  DevLog SessionPaymentStaking UI Mocks & Allocation Model (DevNet6) We're prototyping UI mocks for staking-based payments and per-session allocation in DevNet6 (screenshots from the mock dialog). This is experimental - active nets remain untouched. ๐Ÿ”น What's in the mock dialog - Staking Balance: total staked COR limit calc expiry + refresh. - Session Staking Allocation: assign/unassign stake to the current session. - Usage Window Status: consumed/remaining for the rolling window. - Detailed Contract Info: last sync window start/limit/consumed timestamps. - Guardrails: warning banner if"  
[X Link](https://x.com/cortensor/status/1982392310663897438) [@cortensor](/creator/x/cortensor) 2025-10-26T10:22Z 3850 followers, 3507 engagements


"๐Ÿ›  DevLog Stake-to-Inference (SessionPaymentStaking) High Level Design We're mapping a stake-based payment mode that reuses the existing SessionPayment flow with minimal code changes while adding rate-limit controls tied to staked $COR. ๐Ÿ”น How funds flow - Network admin deposits $COR into SessionPaymentStaking (contract-level pool for stake-to-use). - Devs/apps choose PaymentType = StakeToUse at session creation. - During task assignment the system draws credit from the staking pool (not user prepay) then routes payouts via the same SessionPayment settlement path used today. ๐Ÿ”น What's new vs."  
[X Link](https://x.com/cortensor/status/1980379069645828172) [@cortensor](/creator/x/cortensor) 2025-10-20T21:02Z 3851 followers, 2732 engagements


"๐Ÿ’ก Community Spotlight Cortensor Price Analyzer One of the entries in Hackathon #2: An intelligent web app that delivers AI-assisted market insights across equities ETFs cryptocurrencies forex pairs and core commodities all powered by Cortensors decentralized AI network. It brings together resilient data fallbacks automated analytics and Cortensor-generated narratives so traders can move from idea to action in one dashboard. ๐Ÿ“Œ How It Works ๐Ÿ”น Select an Asset Choose from equities ETFs crypto pairs forex or commodities. ๐Ÿ”น Automated Data Fetch The system cascades through multiple sources"  
[X Link](https://x.com/cortensor/status/1982905291500073252) [@cortensor](/creator/x/cortensor) 2025-10-27T20:20Z 3850 followers, XXX engagements


"๐Ÿ’ก Community Spotlight Cortensor Watcher Bot One of the entries in Hackathon #2: A smart automation tool designed to bridge dev insights from Discord to Telegram making it easier for the community to stay updated in real time. Built on top of the Cortensor Network the Watcher Bot monitors developer logs summarizes updates using decentralized inference and delivers concise versions straight to Telegram. ๐Ÿ“Œ How It Works ๐Ÿ”น Monitors Dev Updates Tracks new posts automatically from the #dev-insight channel. ๐Ÿ”น Mirrors to Private Channel Copies updates to #mirror-dev-insight for processing. ๐Ÿ”น"  
[X Link](https://x.com/cortensor/status/1982334780697133119) [@cortensor](/creator/x/cortensor) 2025-10-26T06:33Z 3852 followers, XXX engagements


"๐Ÿ›  DevLog SessionPaymentStaking: Moving to a Two-Module Payment Design We updated SessionPaymentStaking to meet the new tracking requirements (stake balance per-session allocation sliding window oracle sync). The scope is now large enough that a split architecture is cleaner and faster than merging into one module. ๐Ÿ”น Architecture - SessionPayment (existing): direct $COR pay-per-use; lean high-throughput settlement. - SessionPaymentStaking (new): stake-to-use; staking pool allocations sliding-window rate limits oracle sync. ๐Ÿ”น Why the split - Performance: keep staking math/rate checks off the"  
[X Link](https://x.com/cortensor/status/1982623673719890229) [@cortensor](/creator/x/cortensor) 2025-10-27T01:41Z 3848 followers, 1026 engagements


"๐ŸŒ€ Introducing COR/ETH on Base (Uniswap) We've launched an initial COR pair on Uniswap (Base) with liquidity bridged from the original Ethereum issuance via the Native Base Bridge. ๐Ÿ“Œ Status: still testing - we're testing internally first before adding more liquidity so it's ready to open up for broader users/liquidity providers. If you're serious about providing liquidity or swapping please use the COR/ETH pair for now. ๐Ÿ”น Token address (Base): 0xe30c0801a516f0c67ebc0c4b45ffa7dcbd72ea9a ๐Ÿ”น BaseScan: ๐Ÿ”น Docs (address verification): Notes - Always verify contract addresses before swapping. -"  
[X Link](https://x.com/cortensor/status/1982522252781576488) [@cortensor](/creator/x/cortensor) 2025-10-26T18:58Z 3853 followers, 15K engagements


"$COR #Base Pair - DexScreener FDV/MC Inaccuracy & Update The COR/ETH pair on DexScreener (Base) is not yet showing accurate FDV/MC. Metrics will correct after CoinGecko lists the Base DEX entry (request submitted). We're still testing and will scale liquidity gradually on Base as we approach Testnet. #Cortensor #Uniswap #Base #COR"  
[X Link](https://x.com/cortensor/status/1982652932182208819) [@cortensor](/creator/x/cortensor) 2025-10-27T03:37Z 3853 followers, 2650 engagements


"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"  
[X Link](https://x.com/cortensor/status/1982718828540027383) [@cortensor](/creator/x/cortensor) 2025-10-27T07:59Z 3853 followers, 1910 engagements


"๐Ÿ›  DevLog SessionPaymentStaking UI Mocks & Module Iteration Prototyping session-level allocations and sliding-window limits is progressing well on DevNet6 (see screenshots). ๐Ÿ”น Allocation Example - Staked: 5000 COR - Allocations across sessions: XX COR XXX COR 1000 COR - Each session is rate-limited based on its allocation (developer-configurable). ๐Ÿ”น What Works Now - Contract-level allocation + per-session rate-limit state are wiring correctly. - UI dialog renders staking balance session allocation window status and contract info as expected. ๐Ÿ”น Next - Validate enforcement at submit-time in"  
[X Link](https://x.com/cortensor/status/1982769702758953440) [@cortensor](/creator/x/cortensor) 2025-10-27T11:21Z 3853 followers, 2012 engagements


"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XXX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"  
[X Link](https://x.com/cortensor/status/1982977470744944788) [@cortensor](/creator/x/cortensor) 2025-10-28T01:07Z 3853 followers, 1519 engagements


"$COR #Base Pair - DexScreener Update Quick metrics follow-up: Market Cap now shows correctly on the COR/ETH pair (Base). FDV is still unreliable which is common for Bridged tokens. We're still testing and will scale liquidity gradually on #Base as we approach Testnet. Thanks for your patience. #Cortensor #Base #Ethereum #Uniswap"  
[X Link](https://x.com/cortensor/status/1983096113885524191) [@cortensor](/creator/x/cortensor) 2025-10-28T08:58Z 3853 followers, 3925 engagements


"As compute becomes abundant trust becomes scarce. That's where Cortensor stands - turning cheap inference into verifiable intelligence powering the trust layer for the agent economy. #Cortensor #AI #DePIN #AgentEconomy #JevonsCurve"  
[X Link](https://x.com/cortensor/status/1983155156779970970) [@cortensor](/creator/x/cortensor) 2025-10-28T12:53Z 3853 followers, XXX engagements


"๐Ÿ›  DevLog Stake-to-Use Prototype: Iteration & Regression To avoid surprises before the planned Testnet rollout we're regression-testing existing paths and iterating experimentally; the critical path is confirmed but were still surfacing and fixing edge cases. ๐Ÿ”น What we're doing - Running dual payment paths (Pay-Per-Use + Stake-to-Use) side-by-side (experimental) - Verifying submit-time Pre-Check Top-Up Execute against current flow (regression) - Refining per-session allocation rules (reallocate expiry desync recovery) - Validating sliding-window rate limits over time - Checking oracle sync"  
[X Link](https://x.com/cortensor/status/1983488373198397441) [@cortensor](/creator/x/cortensor) 2025-10-29T10:57Z 3853 followers, 1271 engagements


"Inference is getting cheap; demand won't fall. Jevons paradox: efficiency more usage not less. As costs trend toward X the bottleneck moves from compute trust UX memory. Smart builders reinvest savings into verification + long-term memory - that's where durable value compounds. Context: NPR explainer tl;dr via our Summarizer #AI #JevonsParadox #Economics #Inference #LLM"  
[X Link](https://x.com/cortensor/status/1983660022233190871) [@cortensor](/creator/x/cortensor) 2025-10-29T22:19Z 3853 followers, XXX engagements


"@BlockFlow_News @taikoxyz @eigenlayer @OpenledgerHQ @EternalAI_ @PhalaNetwork @openservai @Unibase_AI @santavirtuals @kinic_app @virtuals_io @ZyfAI_ ๐Ÿ‘‹"  
[X Link](https://x.com/cortensor/status/1983397226757161139) [@cortensor](/creator/x/cortensor) 2025-10-29T04:55Z 3854 followers, XXX engagements


"๐Ÿงฉ Testnet Phases Planning Recap Our 4-phase Testnet plan is nearly finalized (mid-Nov 2025 early/mid-Q2 2026). Each phase runs XX weeks moving from DevNet R&D to full public testing on Testnet-0 (Arbitrum Sepolia) and Testnet-1 (COR L3). ๐Ÿ”น Current Status - Draft docs are close to final: ๐Ÿ”น Phase Highlights X. System Integration & Regression validate all node roles. X. Validation Hardening expand PoI/PoUW redundancy gas optimizations. X. Privacy & Payments privacy sessions + Stake-to-Use (SessionPaymentStaking). X. Agentic & Mainnet Prep ERC-8004 alignment Agent SDK L2/L3 readiness. ๐Ÿ”น Cor"  
[X Link](https://x.com/cortensor/status/1982583808642933130) [@cortensor](/creator/x/cortensor) 2025-10-26T23:03Z 3853 followers, 1010 engagements


"๐Ÿ—“ Weekly Focus Phase #6 Wrap & Testnet Prep As we close Phase #6 this weekend we're prioritizing snapshot readiness hackathon wrap-up validator rollout and lining up work for Testnet. ๐Ÿ”น Phase #6 Snapshot & Ops - Take the snapshot this weekend. - Keep nodes online/synced; avoid reboots. Run the latest dev-stable for miners/validators. ๐Ÿ”น Hackathon #2 Wrap-up - Final submissions due this weekend (right after the snapshot). - Ensure your demo link + README are live. ๐Ÿ”น Testnet Plan & Documentation - The Testnet Phases doc is being fully finalized this week to guide execution and comms. ๐Ÿ”น"  
[X Link](https://x.com/cortensor/status/1982680148056174898) [@cortensor](/creator/x/cortensor) 2025-10-27T05:25Z 3853 followers, 3691 engagements


"๐Ÿ›  DevLog Additional Payment Design for Core Inference E2E (#x402 + $COR) Context: Cor Prover Agent will support #x402 so external agents can pay for task result validation requests. This post is separate - it explores adding #x402 directly into Cortensor's core inference payment flow as a third option. ๐Ÿ”น What & Why - low friction + token utility - Third payment path: add x402 pay-per-call alongside $COR pay-per-use (today) and Stake-to-Use (in progress). - Onboarding: x402 lets new agents/devs try inference without touching $COR. - Flywheel: once value is clear delegated $COR sessions"  
[X Link](https://x.com/cortensor/status/1982738801698185229) [@cortensor](/creator/x/cortensor) 2025-10-27T09:19Z 3853 followers, 1532 engagements


"๐Ÿ›  DevLog Stake-to-Use Prototype: End-to-End Flow Confirmed We now have a rough working prototype of the Stake-to-Use (Stake-to-Inference) flow wired through contracts oracle sync and UI on DevNet6. This is still experimental but you can see the full path in action in the screenshots. ๐Ÿ”น High-Level Flow (prototype) X. Fund Network Pool (admin) deposit to SessionPaymentStaking pool (screenshot) X. Create Session (user) choose Payment = Staking To Use X. Allocate Stake per Session split your staked COR across sessions (screenshot) X. Submit Task pre-check runs pool tops up session (per"  
[X Link](https://x.com/cortensor/status/1983138506504646830) [@cortensor](/creator/x/cortensor) 2025-10-28T11:47Z 3853 followers, 1599 engagements


"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XXX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"  
[X Link](https://x.com/cortensor/status/1983257509306741213) [@cortensor](/creator/x/cortensor) 2025-10-28T19:40Z 3853 followers, 1252 engagements


"๐Ÿงฉ New Design Doc: x402 ERC-8004 (3-Phase Plan) - toward agent-ready Cortensor ๐Ÿ”น Objective: become agentic AI infra first-class inference + validation (COR Prover) #ERC8004 discoverable callable via MCP with #x402. ๐Ÿ”น Router Node Router Agent: evolve today's REST Router into a dual-mode Router Agent (HTTP + MCP) #x402-payable #ERC8004 discoverable exposing /infer and Prover/validate. ๐Ÿ”น Phases X Phase A COR Prover x402 MVP (ERC-8004-ready): delegated sessions k-redundant commitreveal PoI/PoUW + v3 eval signed attestations. No core changes; targets Testnet. X Phase B Hardening & 8004"  
[X Link](https://x.com/cortensor/status/1983422273139970410) [@cortensor](/creator/x/cortensor) 2025-10-29T06:34Z 3853 followers, 1150 engagements


"๐Ÿ›  DevLog Stake-to-Use Prototype: Allocation-to-Rate-Limit Calculation + E2E Flow End-to-end flow under Stake-to-Use continues to stabilize - including task execution rate-limit enforcement and now dynamic calculation of session capacity during allocation. ๐Ÿ”น What's Working - Full Pre-Check Top-Up Execute Miner Result path confirmed - Token Rate-Limit mapping applies correctly (e.g. XXX $COR = XXX tasks / XX h window) - Allocation dialog now shows predicted task capacity based on the selected stake amount - Sliding-window limit refresh and exhaustion lockouts working as expected - Oracle sync"  
[X Link](https://x.com/cortensor/status/1983821086430261303) [@cortensor](/creator/x/cortensor) 2025-10-30T08:59Z 3853 followers, XXX engagements

[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.]

@cortensor "๐Ÿงช Phase #6 Recap Final Dev Phase Before Testnet Phase #6 has been one of the most comprehensive milestones yet - the final development phase before the Testnet rollout. With about two weeks remaining nearly all planned objectives are complete and the network is operating in one of its most stable states to date. ๐Ÿ”น Validator Expansion & Stabilization - Both Validator v2 (PoI) and Validator v3 (PoUW) are fully live and running across DevNet7 Testnet-0 and Testnet-1. - Node operators are now participating in distributed validation confirming stability across both GPU and CPU instances. -"
X Link @cortensor 2025-10-18T22:03Z 3834 followers, 3801 engagements

"๐Ÿงฉ Testnet Phases Planning Recap The Testnet Phases plan is now fully drafted and entering active planning - outlining the roadmap from mid-November 2025 through early/mid-Q2 2026. Total X phases - Each phase spans roughly XX weeks progressively transitioning Cortensor from internal DevNet cycles to full-scale public testing on Testnet-0 (Arbitrum Sepolia) and Testnet-1 (COR L3 Rollup). ๐Ÿ”น Current Status - Draft documentation published and under refinement: - Four structured phases cover system regression validator refinement privacy and payment mechanisms and agentic integration leading"
X Link @cortensor 2025-10-19T23:14Z 3830 followers, 1588 engagements

"๐Ÿ›  DevLog Validator v2 GPU Compatibility Issue We're debugging an intermittent embedding-vector lookup failure in Validator v2 affecting some node operators. The issue appears when running inside Docker with specific GPU configurations - producing a batch index out of bounds error during inference comparison. ๐Ÿ”น Root Cause (WIP Diagnosis) - Inconsistent GPU kernel shape/size handling across different CUDA builds. - Variations in GPU architecture driver versions and container runtimes. - Larger batch or sequence lengths amplifying the mismatch. ๐Ÿ”น Current Debugging Steps - Working with node"
X Link @cortensor 2025-10-21T08:59Z 3844 followers, 1524 engagements

"๐Ÿ›  DevLog DevNet6 Reset for Component Testing We'e resetting DevNet6 (our previous dev environment) to run component-level tests only for Stake-to-Inference. DevNet7 + Testnet-0/1 are fully in use and must not be disrupted so all experiments stay isolated on DevNet6. ๐Ÿ”น Scope - Minimal bring-up with mocks (e.g. SessionPaymentStaking scaffolds). - Isolated tests: staking pre-check session top-up calls sliding-window logic. - Local event emission with a lightweight oracle listener stub. ๐Ÿ”น Non-Goals - No end-to-end integration migrations or production dashboards. - No changes to existing payout"
X Link @cortensor 2025-10-23T21:56Z 3840 followers, 1175 engagements

"๐Ÿ›  DevLog Remaining & Follow-Up Items (This Week) ๐Ÿ”น DevNet6 reset - component design validation & tests for Stake-to-Inference - Resetting DevNet6 (previous dev env) for component-only checks; DevNet7 + Testnet-0/1 remain fully in use. - Bring up minimal services/mocks (Session SessionPayment rough SessionPaymentStaking scaffolds). - Exercise staking pre-check session top-up normal payout in isolation. - Stand up a lightweight oracle listener for rate-limit/sliding-window events; spin up XX dev miners; gate behind flags; run smoke tests. - Why: validate building blocks without risking active"
X Link @cortensor 2025-10-24T05:08Z 3849 followers, XXX engagements

"Monthly Node Rewards October 2025 (Initial Batch Sent) We've just sent out the first round of $COR rewards to XX active nodes as part of our monthly node reward program. ๐Ÿ”น Rewards will be distributed in batches ๐Ÿ”น More batches rolling out over the next few days ๐Ÿ”น Recognizing uptime stability & contribution ๐Ÿ’ฌ Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"
X Link @cortensor 2025-10-24T19:04Z 3850 followers, 1964 engagements

"๐Ÿ›  DevLog DevNet6 Ready for Stake-to-Inference Experiments DevNet6 has been reset with the latest modules and will serve as our experimental ground to iterate on Stake-to-Inference (Stake-to-Use) foundations. DevNet7 + Testnet-0/1 remain fully in use and won't be touched. ๐Ÿ”น Current Setup - Minimal stack online (Session SessionPayment + SessionPaymentStaking scaffolds). - Lightweight oracle listener for rate-limit/sliding-window events. - Rough UI mocks wired to DevNet6 for session creation and "Staking To Use" selection (see screenshots). ๐Ÿ”น What We'll Use It For - Exercise staking pre-check"
X Link @cortensor 2025-10-24T23:40Z 3842 followers, 2060 engagements

"๐Ÿงฉ New Design Doc: Cor Prover - Public Validator (Agentic MCP + ERC-8004) MCP/HTTP surfaces for agent task validation ERC-8004compatible signed CID artifacts Payments: x402 pay-per-call or delegated $COR sessions Pluggable policies (embeddings/rules/hybrid) Read: WIP - #Cortensor #AI #DePIN #MCP #ERC8004 #x402 #Agents"
X Link @cortensor 2025-10-25T10:59Z 3849 followers, 8994 engagements

"๐Ÿ—“ Weekly Recap - Validator Rollout Snapshot in X Week & Groundwork for Stake-to-Use This week pushed validator rollout across networks and laid the groundwork for both validators and Stake-to-Use as we head toward the Phase #6 snapshot (7 days). ๐Ÿ”น Operator Checklist - Snapshot in X days - Keep nodes online/synced; avoid reboots during the snapshot window. ๐Ÿ”น Hackathon #2 - Wrap-up (right after snapshot) - Finalize and submit your project; ensure demo link & README are live. ๐Ÿ”น Groundwork: Validator Rollout & Data - v2 (PoI) & v3 (PoUW) are in early testing on DevNet7 / Testnet-0 / Testnet-1"
X Link @cortensor 2025-10-25T19:58Z 3843 followers, 2218 engagements

"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"
X Link @cortensor 2025-10-25T21:47Z 3850 followers, 2356 engagements

"๐Ÿ›  DevLog SessionPaymentStaking UI Mocks & Allocation Model (DevNet6) We're prototyping UI mocks for staking-based payments and per-session allocation in DevNet6 (screenshots from the mock dialog). This is experimental - active nets remain untouched. ๐Ÿ”น What's in the mock dialog - Staking Balance: total staked COR limit calc expiry + refresh. - Session Staking Allocation: assign/unassign stake to the current session. - Usage Window Status: consumed/remaining for the rolling window. - Detailed Contract Info: last sync window start/limit/consumed timestamps. - Guardrails: warning banner if"
X Link @cortensor 2025-10-26T10:22Z 3850 followers, 3507 engagements

"๐Ÿ›  DevLog Stake-to-Inference (SessionPaymentStaking) High Level Design We're mapping a stake-based payment mode that reuses the existing SessionPayment flow with minimal code changes while adding rate-limit controls tied to staked $COR. ๐Ÿ”น How funds flow - Network admin deposits $COR into SessionPaymentStaking (contract-level pool for stake-to-use). - Devs/apps choose PaymentType = StakeToUse at session creation. - During task assignment the system draws credit from the staking pool (not user prepay) then routes payouts via the same SessionPayment settlement path used today. ๐Ÿ”น What's new vs."
X Link @cortensor 2025-10-20T21:02Z 3851 followers, 2732 engagements

"๐Ÿ’ก Community Spotlight Cortensor Price Analyzer One of the entries in Hackathon #2: An intelligent web app that delivers AI-assisted market insights across equities ETFs cryptocurrencies forex pairs and core commodities all powered by Cortensors decentralized AI network. It brings together resilient data fallbacks automated analytics and Cortensor-generated narratives so traders can move from idea to action in one dashboard. ๐Ÿ“Œ How It Works ๐Ÿ”น Select an Asset Choose from equities ETFs crypto pairs forex or commodities. ๐Ÿ”น Automated Data Fetch The system cascades through multiple sources"
X Link @cortensor 2025-10-27T20:20Z 3850 followers, XXX engagements

"๐Ÿ’ก Community Spotlight Cortensor Watcher Bot One of the entries in Hackathon #2: A smart automation tool designed to bridge dev insights from Discord to Telegram making it easier for the community to stay updated in real time. Built on top of the Cortensor Network the Watcher Bot monitors developer logs summarizes updates using decentralized inference and delivers concise versions straight to Telegram. ๐Ÿ“Œ How It Works ๐Ÿ”น Monitors Dev Updates Tracks new posts automatically from the #dev-insight channel. ๐Ÿ”น Mirrors to Private Channel Copies updates to #mirror-dev-insight for processing. ๐Ÿ”น"
X Link @cortensor 2025-10-26T06:33Z 3852 followers, XXX engagements

"๐Ÿ›  DevLog SessionPaymentStaking: Moving to a Two-Module Payment Design We updated SessionPaymentStaking to meet the new tracking requirements (stake balance per-session allocation sliding window oracle sync). The scope is now large enough that a split architecture is cleaner and faster than merging into one module. ๐Ÿ”น Architecture - SessionPayment (existing): direct $COR pay-per-use; lean high-throughput settlement. - SessionPaymentStaking (new): stake-to-use; staking pool allocations sliding-window rate limits oracle sync. ๐Ÿ”น Why the split - Performance: keep staking math/rate checks off the"
X Link @cortensor 2025-10-27T01:41Z 3848 followers, 1026 engagements

"๐ŸŒ€ Introducing COR/ETH on Base (Uniswap) We've launched an initial COR pair on Uniswap (Base) with liquidity bridged from the original Ethereum issuance via the Native Base Bridge. ๐Ÿ“Œ Status: still testing - we're testing internally first before adding more liquidity so it's ready to open up for broader users/liquidity providers. If you're serious about providing liquidity or swapping please use the COR/ETH pair for now. ๐Ÿ”น Token address (Base): 0xe30c0801a516f0c67ebc0c4b45ffa7dcbd72ea9a ๐Ÿ”น BaseScan: ๐Ÿ”น Docs (address verification): Notes - Always verify contract addresses before swapping. -"
X Link @cortensor 2025-10-26T18:58Z 3853 followers, 15K engagements

"$COR #Base Pair - DexScreener FDV/MC Inaccuracy & Update The COR/ETH pair on DexScreener (Base) is not yet showing accurate FDV/MC. Metrics will correct after CoinGecko lists the Base DEX entry (request submitted). We're still testing and will scale liquidity gradually on Base as we approach Testnet. #Cortensor #Uniswap #Base #COR"
X Link @cortensor 2025-10-27T03:37Z 3853 followers, 2650 engagements

"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"
X Link @cortensor 2025-10-27T07:59Z 3853 followers, 1910 engagements

"๐Ÿ›  DevLog SessionPaymentStaking UI Mocks & Module Iteration Prototyping session-level allocations and sliding-window limits is progressing well on DevNet6 (see screenshots). ๐Ÿ”น Allocation Example - Staked: 5000 COR - Allocations across sessions: XX COR XXX COR 1000 COR - Each session is rate-limited based on its allocation (developer-configurable). ๐Ÿ”น What Works Now - Contract-level allocation + per-session rate-limit state are wiring correctly. - UI dialog renders staking balance session allocation window status and contract info as expected. ๐Ÿ”น Next - Validate enforcement at submit-time in"
X Link @cortensor 2025-10-27T11:21Z 3853 followers, 2012 engagements

"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XXX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"
X Link @cortensor 2025-10-28T01:07Z 3853 followers, 1519 engagements

"$COR #Base Pair - DexScreener Update Quick metrics follow-up: Market Cap now shows correctly on the COR/ETH pair (Base). FDV is still unreliable which is common for Bridged tokens. We're still testing and will scale liquidity gradually on #Base as we approach Testnet. Thanks for your patience. #Cortensor #Base #Ethereum #Uniswap"
X Link @cortensor 2025-10-28T08:58Z 3853 followers, 3925 engagements

"As compute becomes abundant trust becomes scarce. That's where Cortensor stands - turning cheap inference into verifiable intelligence powering the trust layer for the agent economy. #Cortensor #AI #DePIN #AgentEconomy #JevonsCurve"
X Link @cortensor 2025-10-28T12:53Z 3853 followers, XXX engagements

"๐Ÿ›  DevLog Stake-to-Use Prototype: Iteration & Regression To avoid surprises before the planned Testnet rollout we're regression-testing existing paths and iterating experimentally; the critical path is confirmed but were still surfacing and fixing edge cases. ๐Ÿ”น What we're doing - Running dual payment paths (Pay-Per-Use + Stake-to-Use) side-by-side (experimental) - Verifying submit-time Pre-Check Top-Up Execute against current flow (regression) - Refining per-session allocation rules (reallocate expiry desync recovery) - Validating sliding-window rate limits over time - Checking oracle sync"
X Link @cortensor 2025-10-29T10:57Z 3853 followers, 1271 engagements

"Inference is getting cheap; demand won't fall. Jevons paradox: efficiency more usage not less. As costs trend toward X the bottleneck moves from compute trust UX memory. Smart builders reinvest savings into verification + long-term memory - that's where durable value compounds. Context: NPR explainer tl;dr via our Summarizer #AI #JevonsParadox #Economics #Inference #LLM"
X Link @cortensor 2025-10-29T22:19Z 3853 followers, XXX engagements

"@BlockFlow_News @taikoxyz @eigenlayer @OpenledgerHQ @EternalAI_ @PhalaNetwork @openservai @Unibase_AI @santavirtuals @kinic_app @virtuals_io @ZyfAI_ ๐Ÿ‘‹"
X Link @cortensor 2025-10-29T04:55Z 3854 followers, XXX engagements

"๐Ÿงฉ Testnet Phases Planning Recap Our 4-phase Testnet plan is nearly finalized (mid-Nov 2025 early/mid-Q2 2026). Each phase runs XX weeks moving from DevNet R&D to full public testing on Testnet-0 (Arbitrum Sepolia) and Testnet-1 (COR L3). ๐Ÿ”น Current Status - Draft docs are close to final: ๐Ÿ”น Phase Highlights X. System Integration & Regression validate all node roles. X. Validation Hardening expand PoI/PoUW redundancy gas optimizations. X. Privacy & Payments privacy sessions + Stake-to-Use (SessionPaymentStaking). X. Agentic & Mainnet Prep ERC-8004 alignment Agent SDK L2/L3 readiness. ๐Ÿ”น Cor"
X Link @cortensor 2025-10-26T23:03Z 3853 followers, 1010 engagements

"๐Ÿ—“ Weekly Focus Phase #6 Wrap & Testnet Prep As we close Phase #6 this weekend we're prioritizing snapshot readiness hackathon wrap-up validator rollout and lining up work for Testnet. ๐Ÿ”น Phase #6 Snapshot & Ops - Take the snapshot this weekend. - Keep nodes online/synced; avoid reboots. Run the latest dev-stable for miners/validators. ๐Ÿ”น Hackathon #2 Wrap-up - Final submissions due this weekend (right after the snapshot). - Ensure your demo link + README are live. ๐Ÿ”น Testnet Plan & Documentation - The Testnet Phases doc is being fully finalized this week to guide execution and comms. ๐Ÿ”น"
X Link @cortensor 2025-10-27T05:25Z 3853 followers, 3691 engagements

"๐Ÿ›  DevLog Additional Payment Design for Core Inference E2E (#x402 + $COR) Context: Cor Prover Agent will support #x402 so external agents can pay for task result validation requests. This post is separate - it explores adding #x402 directly into Cortensor's core inference payment flow as a third option. ๐Ÿ”น What & Why - low friction + token utility - Third payment path: add x402 pay-per-call alongside $COR pay-per-use (today) and Stake-to-Use (in progress). - Onboarding: x402 lets new agents/devs try inference without touching $COR. - Flywheel: once value is clear delegated $COR sessions"
X Link @cortensor 2025-10-27T09:19Z 3853 followers, 1532 engagements

"๐Ÿ›  DevLog Stake-to-Use Prototype: End-to-End Flow Confirmed We now have a rough working prototype of the Stake-to-Use (Stake-to-Inference) flow wired through contracts oracle sync and UI on DevNet6. This is still experimental but you can see the full path in action in the screenshots. ๐Ÿ”น High-Level Flow (prototype) X. Fund Network Pool (admin) deposit to SessionPaymentStaking pool (screenshot) X. Create Session (user) choose Payment = Staking To Use X. Allocate Stake per Session split your staked COR across sessions (screenshot) X. Submit Task pre-check runs pool tops up session (per"
X Link @cortensor 2025-10-28T11:47Z 3853 followers, 1599 engagements

"Monthly Node Rewards October 2025 (Batch X Sent) Another XX active nodes have just received their $COR rewards - bringing the total to XXX rewarded nodes so far this month. ๐Ÿ”นRewards will be distributed in batches ๐Ÿ”นMore batches rolling out over the next few days ๐Ÿ”นRecognizing uptime stability & contribution Join our Discord to set up a node or get involved: Thanks to all node operators pushing decentralized AI forward - it's $COR or nothing. #Cortensor #AI #DePIN #NodeRewards #COR"
X Link @cortensor 2025-10-28T19:40Z 3853 followers, 1252 engagements

"๐Ÿงฉ New Design Doc: x402 ERC-8004 (3-Phase Plan) - toward agent-ready Cortensor ๐Ÿ”น Objective: become agentic AI infra first-class inference + validation (COR Prover) #ERC8004 discoverable callable via MCP with #x402. ๐Ÿ”น Router Node Router Agent: evolve today's REST Router into a dual-mode Router Agent (HTTP + MCP) #x402-payable #ERC8004 discoverable exposing /infer and Prover/validate. ๐Ÿ”น Phases X Phase A COR Prover x402 MVP (ERC-8004-ready): delegated sessions k-redundant commitreveal PoI/PoUW + v3 eval signed attestations. No core changes; targets Testnet. X Phase B Hardening & 8004"
X Link @cortensor 2025-10-29T06:34Z 3853 followers, 1150 engagements

"๐Ÿ›  DevLog Stake-to-Use Prototype: Allocation-to-Rate-Limit Calculation + E2E Flow End-to-end flow under Stake-to-Use continues to stabilize - including task execution rate-limit enforcement and now dynamic calculation of session capacity during allocation. ๐Ÿ”น What's Working - Full Pre-Check Top-Up Execute Miner Result path confirmed - Token Rate-Limit mapping applies correctly (e.g. XXX $COR = XXX tasks / XX h window) - Allocation dialog now shows predicted task capacity based on the selected stake amount - Sliding-window limit refresh and exhaustion lockouts working as expected - Oracle sync"
X Link @cortensor 2025-10-30T08:59Z 3853 followers, XXX engagements

creator/twitter::1802916496789929984/posts
/creator/twitter::1802916496789929984/posts