@rei_labs Avatar @rei_labs Rei

REI Network has made significant updates, including a system-wide speed recalibration that resulted in performance improvements, such as 77.8% latency reduction and 4.5x faster search and retrieval. The network is also introducing "r00ms", an interactive multi-user environment for testing and collaboration. Additionally, the team is advancing in training AI models at inference time, allowing for low-cost and continuous adaptation.

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Social Influence

Social category influence finance 10% cryptocurrencies 7% social networks 4% technology brands 4% exchanges 4% travel destinations 1% stocks 1%

Social topic influence core 36%, rei #95, ai 9%, agentic #883, inference 5%, closed #1636, the first 4%, the new 4%, $rei 4%, hyperliquid 4%

Top accounts mentioned or mentioned by @consom888 @eclipticaos @aionbase_ @0xreitern @_ruimtepak @ajp_digital @elcryptodoc @base_insights @0xreisearch @unit00x0 @conan0x @0xjurgen @rbthreek @mrjettip @platacrypto @tylerjharden @1o0001001101111 @0x99gohan @vanguy186950 @bankrbot

Top assets mentioned REI Network (REI) Bitcoin (BTC) Hyperliquid (HYPE) Ethereum (ETH) Solana (SOL)

Top Social Posts

Top posts by engagements in the last [--] hours

"While training may differ a lot depending on the field below is a short guide with general best practices. https://docs.reilabs.org/docs/guides/unit-usage-guide/ https://docs.reilabs.org/docs/guides/unit-usage-guide/"
X Link 2026-02-05T17:00Z 15.5K followers, [----] engagements

"A surface-level walkthrough of how we think about reasoning: our departure from pattern matching our disillusionment with static knowledge representations and our conviction that reasoning requires http://x.com/i/article/2020774383435071488 http://x.com/i/article/2020774383435071488"
X Link 2026-02-09T16:56Z 15.5K followers, 32.6K engagements

"Set up your Unit for Cursor: 1) Select your Unit and copy the API key 2) Go to Cursor settings and add custom model and enable API key Model name: rei-qwen3-coder API key: your Unit API key Base URL: For details: https://docs.reilabs.org/docs/guides/cursor-guide/ https://coder.reilabs.org/v1 https://docs.reilabs.org/docs/guides/cursor-guide/ https://coder.reilabs.org/v1"
X Link 2026-01-23T15:30Z 15.5K followers, [----] engagements

"Service Notice: New account registrations are currently paused. The waitlist is now closed and invite codes have been retired. No action is needed from existing accounts but brief interruptions may occur as we finalize updates. Thank you for being part of this phase"
X Link 2026-02-10T16:00Z 15.5K followers, [----] engagements

"As we roll out our release schedule Phase [--] of transitioning out of closed beta is now underway. Thank you to our beta users for your feedback and support. Expect almost daily maintenance in production including Sandbox during this phase. A brief overview below"
X Link 2026-02-13T17:00Z 15.5K followers, 17.4K engagements

"R00Ms is now live for all Tier1 and developer accounts. Units can now coordinate more effectively breaking down complex tasks and delegating work based on their specialized roles and domain expertise"
X Link 2025-09-23T18:54Z 15.4K followers, 23.1K engagements

"Introducing Core Sandbox Alpha the first inference-time learning coding assistant. Every interaction affects reasoning immediately. No RL. No retraining. No fine-tuning"
X Link 2025-11-24T20:06Z 15.4K followers, 51.9K engagements

"Dynamic charts coming soon to prod ✧"
X Link 2025-06-18T17:52Z 15.5K followers, [----] engagements

"Identity & Domain update: http://reilabs.org http://reilabs.org"
X Link 2025-10-26T16:52Z 15.5K followers, [----] engagements

"How does 0.4s center actually work The following thread simplifies NeuroEvo which is one of many components working in concert in [---] but its the one that makes Core perpetually evolve as concurrent users shape it in real-time. 🧵"
X Link 2025-10-30T19:41Z 15.5K followers, 30.9K engagements

"A Message from the Product and Dev Teams Before We Begin 2026: In [----] we learned what building for the next mental model feels like. LLMs got everyone used to expect a certain thing from AI. say something get it back. context persists within a session. it's familiar it's what people know. Core doesn't work that way. and honestly nothing alive does either. Core is cognitive architecture. It traverses concept spaces evolves pathfinding strategies forms relationships between ideas through reinforcement and feedback. decay is part of it information that isn't reinforced fades but so is concept"
X Link 2026-01-02T18:59Z 15.5K followers, 15.3K engagements

"We crossed 1.2M API queries in December (new record). Big shoutout to @RFLnow for being part of it. Core everywhere. At Reflect we are powering ADAM our DeFi agent with @Rei_Labs. Read more about it👇 https://t.co/3MrzFNbifl At Reflect we are powering ADAM our DeFi agent with @Rei_Labs. Read more about it👇 https://t.co/3MrzFNbifl"
X Link 2026-01-05T15:56Z 15.5K followers, 19.9K engagements

"Training a Unit costs substantially less money and time and allows for multiple iterations via cloning at key checkpoints Grei ():*:✧ Spent the last [--] months with a team training an AI model off my last [--] yrs of work. Still a LOT of tweaking and correcting to do but taking shape. I asked it - "Give me the probability that bitcoin has topped or not for the [--] year cycle on the following assumptions. We're https://t.co/DTUyqztFfz Spent the last [--] months with a team training an AI model off my last [--] yrs of work. Still a LOT of tweaking and correcting to do but taking shape. I asked it - "Give"
X Link 2026-01-08T19:33Z 15.5K followers, [----] engagements

"Weekend Update: Unit Usage Guide Volume [--] released Updated for Core [---] and its mental model Volumes [--] & [--] scheduled for Q1 https://docs.reilabs.org/docs/guides/unit-usage-guide/ https://docs.reilabs.org/docs/guides/unit-usage-guide/"
X Link 2026-01-10T19:20Z 15.5K followers, [----] engagements

"There's growing momentum around "data poisoning" deliberately corrupting the datasets that models learn from. The logic is straightforward: intelligence lives in the weights so corrupt the weights corrupt the intelligence. The model absorbs everything indiscriminately unable to distinguish signal from sabotage and reproduces the corruption indefinitely. The attack surface is the entire internet. This vulnerability exists because current AI is fundamentally regurgitation at scale. Trillions of tokens compressed into statistical pattern matching. The model never "understands it memorizes and"
X Link 2026-01-14T17:28Z 15.5K followers, 10.3K engagements

"Today we upgraded our Agentic API. Units are now Cursor-compatible. Cursor Pro users can add it directly to their setup. Demo and guide in second tweet 👇"
X Link 2026-01-23T15:30Z 15.5K followers, 22.8K engagements

"Units are universally agentic. Your Unit can now be integrated with most tools that support custom model providers including Cursor Codex CLI VS Code and more. Here's Codex CLI setup in [--] seconds Today we upgraded our Agentic API. Units are now Cursor-compatible. Cursor Pro users can add it directly to their setup. Demo and guide in second tweet 👇 https://t.co/y8Z9LsILW3 Today we upgraded our Agentic API. Units are now Cursor-compatible. Cursor Pro users can add it directly to their setup. Demo and guide in second tweet 👇 https://t.co/y8Z9LsILW3"
X Link 2026-01-28T17:18Z 15.5K followers, 14.1K engagements

"Note: Not all platforms and integrations have been fully tested. Please report any issues to us via Discord tickets. For details: https://docs.reilabs.org/docs/guides/unit-api-guide/ https://docs.reilabs.org/docs/guides/unit-api-guide/"
X Link 2026-01-28T17:18Z 15.5K followers, [----] engagements

"Self-evolving Units are constantly learning through interactions with their user. The quality of training shapes the trajectory of evolution. With adaptive AI the users ability to teach is the new ceiling. Great to see experiments and explorations in different specializations. Our first Live Market Experiment is now public. We gave our units $25k to trade across Equity Crypto and Forex and we're tracking everything. Position closure. Profit taking. Drawdown. Sharpe. Win rate. How machines behave vs humans under the same market conditions. Link: https://t.co/q0bUwanTgH Our first Live Market"
X Link 2026-02-05T17:00Z 15.5K followers, 14.4K engagements

"A CLI for Units with repo-aware coding and resumable sessions. Very cool to see useful tools built in the community. Today I shipped rei-code v0.1.0. Open-source. rei-code is a Claude Code-style terminal coding agent powered by @rei_labs with MCP discovery/connect safe command approvals session resume and slash commands. Repo: https://t.co/XCybdLdtG6 Install: npm i -g rei-code Today I shipped rei-code v0.1.0. Open-source. rei-code is a Claude Code-style terminal coding agent powered by @rei_labs with MCP discovery/connect safe command approvals session resume and slash commands. Repo:"
X Link 2026-02-12T17:30Z 15.5K followers, [----] engagements

"Subscription plan API credits and usage limits are live for existing users to test Grace period with variable subscription tiers and credits based on activity are applied. Details have been sent to your email. Some existing in-platform data sources will undergo replacement during this period to improve data quality and accuracy. We'll communicate more on this topic further. More on the next phases to follow. https://twitter.com/i/web/status/2022355319947747479 https://twitter.com/i/web/status/2022355319947747479"
X Link 2026-02-13T17:00Z 15.5K followers, [----] engagements

"REI NETWORK X ARKHAM We're happy to announce @ReiNetwork0x is building on @arkham's intelligence infrastructure This powers access to data and enhances insights through @unit00x0 allowing her to dive deeper into pattern recognition training More details soon"
X Link 2025-01-25T17:51Z 15K followers, 65.4K engagements

"Watching people fight from a distance Good luck everybody () In a system like ours where an LLM is not the core the moment you implement one it becomes THE bottleneck. That became very clear during development of Quant on demand where Rei uses an LLM just at the end to word the results of the analysis. Excluding api response time In a system like ours where an LLM is not the core the moment you implement one it becomes THE bottleneck. That became very clear during development of Quant on demand where Rei uses an LLM just at the end to word the results of the analysis. Excluding api response"
X Link 2025-01-27T06:33Z 15K followers, [----] engagements

"$Rei is now live on CMC https://coinmarketcap.com/currencies/rei-network-base/ https://coinmarketcap.com/currencies/rei-network-base/"
X Link 2025-01-31T00:45Z 13.4K followers, [----] engagements

"2025.2.4 Biweekly update"
X Link 2025-02-04T22:10Z 14.7K followers, [----] engagements

"Social sentiment is one of the most popular and important metric to evaluate a project We asked @unit00x0 for the recent news and sentiment of the token Hyperliquid and $HYPE ✧"
X Link 2025-02-11T09:38Z [----] followers, [----] engagements

"INTERNAL DEVELOPMENT Core Tech + Implementation of user defined capabilities + Neural Networks abstraction + Developing personality evolution Infrastructure + Developing encrypted storage solution for users' data + Integration of Memory System for users' agent + Testing contract agnostic blockchain execution EXTERNAL ACCESS Rei Quant Portal Product + RC merged with stable (RC will be used for future new features) + New UI + Share feature - share link or auto screenshot + History feature - return to previous conversations + [--] modes (Dark Light System) + Rei Quant Demos MVP.a + Internal testing"
X Link 2025-02-18T03:08Z [----] followers, [----] engagements

"Quick heads-up Applications for Dev/Tier1 access are closing soon ✧ We are opening Tier1/Developer applications ahead of the upcoming invite phase: https://t.co/mIvD0OULTx Tier1/Dev access is available to developers researchers evaluators and proven power users. This special tier provides higher usage limits. Custom capacity is also https://t.co/tZwYZczLvZ We are opening Tier1/Developer applications ahead of the upcoming invite phase: https://t.co/mIvD0OULTx Tier1/Dev access is available to developers researchers evaluators and proven power users. This special tier provides higher usage"
X Link 2025-06-16T15:43Z 15K followers, 16.5K engagements

"2025.07.09 Biweekly update Core [---] is live Details: INTERNAL DEVELOPMENT Core Tech + System deployed with automatic elastic scaling + Core [---] new architecture bug fixes + Initial testing of 0.3.1 + Testing Agent2Agent non-linguistic communication Infrastructure + Testing the new built-in MCP protocol + Ongoing complete UI rework EXTERNAL ACCESS MVP.a + User accessible memories concepts and relationships + Dynamic and interactive charts + Email SSO login transition @unit00x0 + Testing the updated core (lower priority) General Updates + Latency upgrade + Tier1/Dev Applicants Access Community"
X Link 2025-07-09T17:24Z 15K followers, [----] engagements

"Walking Users Through The New Paradigm - Training at Inference Time : https://mirror.xyz/0x9Aa5228e5072F9bC6a8a609c88126dE2aB9C19c6/IWsOahJTPPV3qMFnvLfiKuzV5H6vH2jiNoHPICdS0Yg https://mirror.xyz/0x9Aa5228e5072F9bC6a8a609c88126dE2aB9C19c6/IWsOahJTPPV3qMFnvLfiKuzV5H6vH2jiNoHPICdS0Yg"
X Link 2025-07-10T15:48Z 14.9K followers, 85.8K engagements

"A few months ago we open sourced ERCData as a public good to contribute to the development of AI on blockchain. We developed ERCData as a new data standard that provides a unified way to store retrieve verify and update AI-related data fingerprints metadata and verification records on Ethereum. The goal is transparency and accountability for AI systems. It's exciting to see Ethereum Foundation building towards the same vision ✧ Introducing: The dAI team This work will strengthen Ethereum as the trust and coordination layer for AI. Introducing: The dAI team This work will strengthen Ethereum"
X Link 2025-09-15T20:07Z 15K followers, 10.5K engagements

"Strata's user base is going parabolic. [---] represents an initial exploration of inference-time training and a preliminary release designed to validate a year-old theory our team has been discussing internally. Beyond ITT Strata uses [---] for derivatives forecasting illustrating Core's fundamental advantages in timeseries forecasting and statistical analysis relative to Language models. Core maintains numerical precision through specialized model use at will rather than tokenized representations." Learn More about Strata Below 👇 What is Ecliptica Strata https://t.co/sxVD6Izy8P What is"
X Link 2025-10-02T17:37Z 14.8K followers, [----] engagements

"Users can integrate Core to physical AI like @jlwhoo7 with ChromBot For more information 🔗 Just got my hands on @ReiNetwork0x closed beta access & integrated it onto my ChromBot 👀 What should I do with it $rei https://t.co/GGaYUJWSw4 Just got my hands on @ReiNetwork0x closed beta access & integrated it onto my ChromBot 👀 What should I do with it $rei https://t.co/GGaYUJWSw4"
X Link 2025-10-13T19:16Z 14.9K followers, [----] engagements

"⚙Maintenance Notice We will be implementing several additions to our existing infrastructure for a few days starting October [--] 11pm UTC. Both production and API services may be intermittently unavailable during this period. Thank you for your patience"
X Link 2025-10-16T16:54Z 14.8K followers, [----] engagements

"2025.10.17 Biweekly update INTERNAL DEVELOPMENT Core Tech + Finalizing migration + Testing Core Abstraction endpoints (how to interact with it from a developer perspective) + Testing the Code Sandbox Infrastructure + Code Sandbox UI development + Cleaning up before Open Beta EXTERNAL ACCESS MVP.a + Maintenance ongoing for migration from current version to its successor services may be intermittently unavailable + Released behavior prompt auto generation feature + Minor UI reworks to align desktop version with mobile app Mobile App + Finalizing the iOS app for Testflight after initial approval"
X Link 2025-10-17T18:01Z 14.9K followers, 12.5K engagements

"REI is now live on @HyperliquidX spot. Users can now access $REI on two chains and bridge seamlessly via @StargateFinance powered by @LayerZero_Core. HL now becomes a second home for us and a suite of Core-Powered projects including @EclipticaOS and their perps Co-Pilots"
X Link 2025-10-21T16:03Z 15K followers, 38.9K engagements

"@HyperliquidX @StargateFinance @LayerZero_Core @EclipticaOS 2/ Direct deposit from Base to Hyperliquid: Trade on Hyperliquid: https://app.hyperliquid.xyz/trade/REI/USDC https://stargate.finance/bridgesrcChain=base&srcToken=0x6B2504A03ca4D43d0D73776F6aD46dAb2F2a4cFD&dstChain=hypercore&dstToken=0x228f5c718414182956b11c3ea5380b35 https://app.hyperliquid.xyz/trade/REI/USDC https://stargate.finance/bridgesrcChain=base&srcToken=0x6B2504A03ca4D43d0D73776F6aD46dAb2F2a4cFD&dstChain=hypercore&dstToken=0x228f5c718414182956b11c3ea5380b35"
X Link 2025-10-21T16:05Z 14.8K followers, [----] engagements

"Domain Change Notice: We're migrating to Old domains will redirect soon but for now only the new domain works. Please update your integrations http://prod.reinetwork.ai http://app.reisearch.box http://prod.reinetwork.ai http://api.reisearch.box http://prod.reinetwork.ai http://prod.reinetwork.ai http://app.reisearch.box http://prod.reinetwork.ai http://api.reisearch.box http://prod.reinetwork.ai"
X Link 2025-10-22T13:44Z 14.9K followers, [----] engagements

"9/ Units and Core are in constant dialogue: Units Center: "Here's what I'm learning" Center Units: "Here's HOW to learn better" Every pattern evolves methods. Every method improves all users. The loop never stops"
X Link 2025-10-30T19:54Z 14.9K followers, [---] engagements

"10/ This is how isolation disappears and your query in Tokyo influences Berlin's answer. With thousands querying simultaneously Core evolves continuously. Every question asked every data point a unit analyzes has the power to influence Core not just for you but for everyone"
X Link 2025-10-30T19:54Z 14.9K followers, [----] engagements

"2025.10.31 Biweekly update Core [---] is live $REI is live on Hyperliquid Spot and Stargate INTERNAL DEVELOPMENT Core + Moving Core [---] (Abstract/Advanced) to staging + Testing Coding Units Infrastructure + Testing Code Sandbox pipelines + Cleaning up before Open Beta EXTERNAL ACCESS MVP.a + Legacy patch released - all Units pre [---] are now fully migrated to [---] + Fixed UI scroll bugs + Fixing occasional chain data retrieval bug + Fixing R00Ms integration with [---] Mobile App + Adapting charting Additional Highlights and Updates: + NeuroEvo Simplified + Rei Labs: Identity and Domain Update Eco"
X Link 2025-10-31T18:12Z 15K followers, [----] engagements

"As part of our liquidity management strategy we will be migrating and relocking all team owned LP on Base to @AerodromeFi. The migration will be carried out immediately after the upcoming unlock"
X Link 2025-11-03T16:54Z 15K followers, 11.4K engagements

"@AerodromeFi 🛫"
X Link 2025-11-03T17:06Z 14.9K followers, [---] engagements

"Important notes: You must have an account already to access the Testflight R00Ms are currently not avaliable in the Testflight This is the very first version please report feedback and bugs either directly in the Testflight app or via Discord tickets This link will expire after a period of time. https://testflight.apple.com/join/xBSmHTVg https://testflight.apple.com/join/xBSmHTVg"
X Link 2025-11-05T20:18Z 14.9K followers, [--] engagements

"Limited spots. https://testflight.apple.com/join/23CtDCCB The first Rei iOS Testflight is here. For a limited time beta users can access through the link below. https://t.co/19BQICBnrv https://testflight.apple.com/join/23CtDCCB The first Rei iOS Testflight is here. For a limited time beta users can access through the link below. https://t.co/19BQICBnrv"
X Link 2025-11-07T18:05Z 15K followers, 11.5K engagements

"We built [---] to anticipate Predictive State Modeling: multi-hour probabilistic forecasts for price volatility funding Temporal Memory: retrieves context before events occur Knowledge Deconstruction: extracts signals from OB OI expiries The Goal: causally-aware AI Back in February I started sketching out something new. It was post hype post wreckage. Most AI coins were down [--] to 90% especially on Solana. You could feel it the air was out but the demand wasnt dead. There was real demand just bad implementation. Half-finished AI Back in February I started sketching out something new. It was"
X Link 2025-11-08T20:13Z 14.9K followers, [---] engagements

"1/ API queries have grown steadily throughout October but saw a sharp 35% increase now starting to sustain 8-13% daily growth. The first application built exclusively on Core [---] has emerged from stealth while others are in development"
X Link 2025-11-11T18:43Z 15K followers, [----] engagements

"Now available to all beta testers: auto behavior prompts. Users can now generate a detailed behavior prompt with one click to quickly spin up a simple Unit"
X Link 2025-11-13T18:25Z 15K followers, [----] engagements

"2025.11.14 Biweekly update iOS Testflight is live INTERNAL DEVELOPMENT Core + Testing Core 0.4.1 + Testing Coding Units Infrastructure + Deployed Code Sandbox pipelines in staging environment + Testing file analyzer [---] + Fixing an issue with unintended language meshing EXTERNAL ACCESS MVP.a + Improving overall fluidity and responsiveness + Refined auto-generated prompt feature Mobile App + Adding chart optimization based on chart type + Deployed formatting and other minor fixes and improvements Additional Highlights and Updates: + One click auto-generate behavior prompt feature + LP"
X Link 2025-11-14T18:53Z 15K followers, 12.1K engagements

"Contrary to common belief this space is simply in its infancy when it comes to tokenizing companies like ours. We were web3 bootstrapped for complete freedom and other projects like @numerai happen to be web3 bootstrapped too and got JPM's trust. Despite the bad eggs that grab headlines a lot of legitimate people exist here. Without that freedom we wouldn't be able to work and execute our vision while maintaining funding and complete ownership over our IP"
X Link 2025-11-22T19:49Z 15K followers, [---] engagements

"@RustinAdineh @0xreisearch @numerai You asked very explicitly about the connection to web3 so we answered. Were an independent AI lab specialized in applied research the model is very straightforward we're an inference provider"
X Link 2025-11-22T20:14Z 15K followers, [---] engagements

"2/ Sandbox is a dual-system product: Core: Reasoning architecture handling decision-making and learning LLMs: Translators converting Core's reasoning into code Switch between models. Core's learned pathways persist. Models are interchangeable. https://docs.reilabs.org/docs/guides/sandbox-guide https://docs.reilabs.org/docs/guides/sandbox-guide"
X Link 2025-11-24T20:06Z 15K followers, [----] engagements

"3/ Core is a proprietary reasoning architecture built on models algorithms hypergraphs and parallelism working together. Concepts are inference nodes. Core navigates relationships between nodes to reason not retrieve"
X Link 2025-11-24T20:06Z 15K followers, [---] engagements

"4/ The Alpha UI is Powered by Vercel. Code execution in Vercel Sandbox ephemeral compute for safe user code execution. Various languages supported. PY/JS/TS are pre-installed. Others can be previewed if you put them in js/ts/py frontends. Sessions timeout (in Alpha). Core knowledge persists"
X Link 2025-11-24T20:07Z 15K followers, [---] engagements

"5/ How inference works: Each concept becomes a node in Core's hypergraphs. When you code Core traverses pathways strengthening successful routes. Multiple reasoning strategies compete. What works gets reinforced. https://paragraph.com/@0xreisearch/training-at-inference-time-a-practical-guide https://paragraph.com/@0xreisearch/training-at-inference-time-a-practical-guide"
X Link 2025-11-24T20:07Z 15K followers, [---] engagements

"6/ Every interaction adjusts inference pathways. Accept code strengthen route Modify output adjust relationships Debug build causal model No separate training phase. Evolution happens during inference itself"
X Link 2025-11-24T20:07Z 15K followers, [---] engagements

"7/ Assigned coding units build causal understanding through patterns: Consistently refactor pattern X Core avoids generating it Prefer async/await strengthens that pathway Need error handling Core learns contextual triggers The system discovers your style through pure interaction"
X Link 2025-11-24T20:07Z 15K followers, [----] engagements

"8/ Coming Next: File downloads longer sessions multi-session support. This is inference-time training without RL. Core evolves through interaction. No reward models. No gradient updates. Apply for Access : Join the community: Beta access: http://sandbox.reilabs.org https://t.me/reiportal https://discord.gg/reilabs http://reilabs.org/waitlist https://discord.gg/reilabs http://reilabs.org/waitlist http://sandbox.reilabs.org https://t.me/reiportal https://discord.gg/reilabs http://reilabs.org/waitlist https://discord.gg/reilabs http://reilabs.org/waitlist"
X Link 2025-11-24T20:17Z 15K followers, [---] engagements

"8/ Coming Next: File downloads longer sessions multi-session support. This is inference-time training without RL. Core evolves through interaction. No reward models. No gradient updates. The Sandbox is live for all existing beta testers. Apply to join beta: Join the community: Beta access: http://sandbox.reilabs.org https://t.me/reiportal https://discord.gg/reilabs http://reilabs.org/waitlist http://sandbox.reilabs.org https://t.me/reiportal https://discord.gg/reilabs http://reilabs.org/waitlist"
X Link 2025-11-24T20:41Z 15K followers, [----] engagements

"We wholeheartedly agree with the vast majority of things said by Ilya. Evolution/learning is the Holy Grail. The age of scaling is over. Welcome to the age of research. The @ilyasut episode 0:00:00 Explaining model jaggedness 0:09:39 - Emotions and value functions 0:18:49 What are we scaling 0:25:13 Why humans generalize better than models 0:35:45 Straight-shotting superintelligence 0:46:47 SSIs model will learn from deployment https://t.co/chiJF1Rlyk The @ilyasut episode 0:00:00 Explaining model jaggedness 0:09:39 - Emotions and value functions 0:18:49 What are we scaling 0:25:13 Why humans"
X Link 2025-11-25T19:39Z 15K followers, [----] engagements

"R00Ms are now available for all beta users. Each user can create their own collaborative workspace and invite friends or coworkers and up to [--] Units. R00Ms is now live for all Tier1 and developer accounts. Units can now coordinate more effectively breaking down complex tasks and delegating work based on their specialized roles and domain expertise. https://t.co/3Tf7QQVhhd R00Ms is now live for all Tier1 and developer accounts. Units can now coordinate more effectively breaking down complex tasks and delegating work based on their specialized roles and domain expertise. https://t.co/3Tf7QQVhhd"
X Link 2025-11-27T18:06Z 15K followers, [----] engagements

"2025.11.28 Biweekly update Core Sandbox Alpha is live INTERNAL DEVELOPMENT Core + Testing Core 0.4.1 + Testing Core Abstraction Infrastructure + Implementing pipeline for file upload/download in Sandbox + Adding GitHub connection and account linking EXTERNAL ACCESS MVP.a + Enabled R00Ms to all beta users and increased user limit + Improving overall fluidity and responsiveness Core Sandbox + Improving session timeout + Fixed compatibility across major browsers Mobile App (iOS Testflight live) + Added chart and table optimization + Deployed formatting and other minor fixes and improvements"
X Link 2025-11-28T19:39Z 15K followers, [----] engagements

"This summer has been a summer of experiments for us and supporting projects using Core exclusively such as @EclipticaOs to explore autonomous agentic trading. With [---] we added temporal pattern modeling alongside a variety of other updates and trading is the test case because its measurable and unforgiving. We noticed that different approaches could exist: strictly sticking to conceptual learning and evolution never relying on external database recall for specific data that helps with trade context; or hybrid memory with conceptual learning for pattern recognition and generalization and"
X Link 2025-12-02T18:35Z 15K followers, [----] engagements

"Docs updated with three new sections: Core (Standalone) Agentic Core Product Ecosystem These provide more insight and clarity on our product direction and overall vision getting out of gated access heading into [----]. https://docs.reilabs.org/docs/core/ https://docs.reilabs.org/docs/core/"
X Link 2025-12-11T16:00Z 15K followers, [----] engagements

"This matters because Core doesn't train on your data the traditional way. It evolves better ways to navigate concept space. Multiple pathfinding strategies compete some take direct routes others explore. Successful patterns survive and merge. Answers aren't computed they're selected"
X Link 2025-12-11T16:00Z 15K followers, [---] engagements

"Core Agentic is different in purpose. Same underlying intelligence but wrapped in an environment that's ready out of the box. API or UI. Core handles reasoning LLMs handle output. You can swap models without losing what Core learned"
X Link 2025-12-11T16:00Z 15K followers, [---] engagements

"@EclipticaOS @coinactgg Congrats on the acquisition Looking forward to seeing you beat last months 700k Core api calls"
X Link 2025-12-19T21:51Z 15K followers, [---] engagements

"She got new toys to play with ()*:✧ Drilling down into holder correlations reveals critical dynamics within CoW Protocol's ecosystem. The strong influence of total engagement on volume reflected by a correlation of [----] suggests that general community activity tends to drive trade volumes. However with smart https://t.co/5dvZv2DaYo Drilling down into holder correlations reveals critical dynamics within CoW Protocol's ecosystem. The strong influence of total engagement on volume reflected by a correlation of [----] suggests that general community activity tends to drive trade volumes. However"
X Link 2024-12-18T00:35Z 15.5K followers, [----] engagements

"2025.08.06 Biweekly update Chain Data Engine Beta Release Core 0.3.2 Intent Analysis Core 0.3.1 Behavioral Memory: Self-Adapting Core Directives INTERNAL DEVELOPMENT Core Tech + Testing Core 0.3.3 and 0.3.4 + Testing memory primordials + Calibrating memory decay speed Infrastructure + New database cluster + Revamping the UI + Developing R00MS + Testing Unit2Unit EXTERNAL ACCESS MVP.a + Reinforced crypto understanding and analysis + Adding new filetypes: pdfs csv docx txt md xlsx + Preparing Testlfight and equivalent for ios and android Additional Highlights and Updates + General product demo"
X Link 2025-08-06T17:19Z 15.4K followers, 11.4K engagements

"Computational Workflows What's New Units can now process entirely new categories of data unlocking computational workflows that were previously impossible. From analyzing datasets to processing professional documents Units now handle structured information and execute complex analytical operations. Supported Formats CSV & XLSX: Structured data analysis filtering aggregation and dataset processing JSON: API data processing configuration management and data interchange PPT & DOCX: Professional document processing and content analysis New Use Cases Unlocked Data Analysis Financial modeling and"
X Link 2025-08-13T16:37Z 15.4K followers, 27.6K engagements

"Chasing Generalization Through Inference-Time Learning - A short thread Disclaimer: Generalization is an extremely difficult challenge. Many researchers we deeply respect admire are tackling this problem from different angles. Our approach is one path among many. The following opinions and methods are our own"
X Link 2025-08-18T20:14Z 15.4K followers, 15.3K engagements

"Trading and forecasting is a valuable application of ITT as it requires constant adaptation to changing market conditions and information. Core 0.3.3 enables continuous adaptation of trading strategies through performance and training without needing retraining or weight adjustment. Great to see the growth of @Shekel_Agentic's autonomous trading systems over the past few months as beta users train their AI to learn and adapt to their unique risk profiles and strategies. https://t.co/V6WdLDdYUt https://t.co/V6WdLDdYUt"
X Link 2025-09-09T17:44Z 15.4K followers, 11.9K engagements

"2025.10.03 Biweekly update INTERNAL DEVELOPMENT Core Tech + Moving NeuroEvo out of staging branch + Implementing Core Abstraction Standalone API + Adding new evaluation algorithms Infrastructure + Testing Code Sandbox powered by Core Abstraction + Testing Behaviour Generation + Doubling Server Capacity for Wave [--] EXTERNAL ACCESS MVP.a + Enabled R00Ms to all T1 beta users + Testing new endpoints for API access + Improved web browsing capabilities Mobile App + Waiting for Apple for iOS deployment Highlights and Updates + R00Ms orchestration demo and expanded access + @ggdotxyz social trading"
X Link 2025-10-03T18:50Z 15.4K followers, 19.9K engagements

"We've migrated an important part of the infrastructure to @googlecloud. Kubernetes (GKE) encrypted compute nodes allow us to process queries 50% faster and scale elastically while maintaining security and performance. 🔗 Full case study linked below"
X Link 2025-11-17T19:20Z 15K followers, [----] engagements

"GitHub integration is now live in Rei Code Sandbox. Link your account import repos (public or private) edit and push. Access directly via or through our app. https://sandbox.reilabs.org/ https://sandbox.reilabs.org/"
X Link 2025-12-08T16:16Z 15K followers, 11K engagements

"2025.12.14 Biweekly update Github integration is live in Sandbox INTERNAL DEVELOPMENT Core Tech + Testing Core 0.4.1 + Testing Core Abstraction + Troubleshooting [---] + Improving files analysis Infrastructure + Fixed a bug that prevented the correct functioning of tool calling via API + Added github integration to Sandbox EXTERNAL ACCESS MVP.a + Persistent github connection and repo managament (clone and push) for Sandbox + Designing and testing Unit cloning capability Additional Highlights and Updates: + Core infrastructure and product ecosystem + @EclipticaOS Strata autonomous agentic"
X Link 2025-12-14T20:09Z 15K followers, [----] engagements

"Core Sandbox Alpha Demo: From idea to live prototype in one interface. Full coding experience via inference-time learning across sessions without RL finetuning or retraining. Core will learn and adapt to your style through interactions across model switches and sessions"
X Link 2025-12-16T18:00Z 15K followers, [----] engagements

"Choose your model Send your idea Auto error detection & fixes Live prototype with working link Refine with prompts Export to GitHub or download Share live link with others (Note: auto-generated links are temporary and will expire at the end of each session)"
X Link 2025-12-16T18:00Z 15K followers, [----] engagements

"Core Sandbox is based on a multi-modal architecture where interchangeable LLMs handle code generation while Core handles reasoning and learns your style persisting across model switches and sessions. For more details: https://docs.reilabs.org/docs/guides/sandbox-guide https://docs.reilabs.org/docs/guides/sandbox-guide"
X Link 2025-12-16T18:00Z 15K followers, [----] engagements

"Two updates shipping today: Unit cloning. Fork any Unit from the UI. settings knowledge behavior prompts all carry over. Test alternate scenarios from any checkpoint without retraining"
X Link 2025-12-23T17:11Z 15.4K followers, [----] engagements

"Docs update: first explainer on how Core works with numerical data finance and forecasting. From tokenization problems in LLMs to uncertainty-aware outputs with explicit confidence bounds. https://docs.reilabs.org/docs/application-usecases/ https://docs.reilabs.org/docs/application-usecases/"
X Link 2025-12-23T17:11Z 15.4K followers, [----] engagements

"RT @0xreisearch: http://x.com/i/article/2005642463231242240 http://x.com/i/article/2005642463231242240"
X Link 2025-12-29T17:53Z 15K followers, [--] engagements

"RT @0xreitern: http://x.com/i/article/2007987030811160576 http://x.com/i/article/2007987030811160576"
X Link 2026-01-07T19:51Z 15K followers, [--] engagements

"RT @0xreisearch: API Update for Builders: response_format Output data structured as you need - without defining it in the behavior prompt"
X Link 2026-01-16T19:14Z 15K followers, [--] engagements

"RT @0xreitern: Core's NeuroEvo simplified Self-optimizing AI infrastructure that perpetually evolves as concurrent users shape it in real-"
X Link 2026-01-20T01:16Z 15K followers, [--] engagements

"@0xreitern soon"
X Link 2026-01-27T09:33Z 15.2K followers, [---] engagements

"RT @0xreisearch: With the new coder endpoint you can bring your unit basically everywhere including moltbot Its as easy as launching a s"
X Link 2026-01-27T18:13Z 15K followers, [--] engagements

"Introducing Derivative Data MCP Server With @laevitas1 Units can now access and analyze funding rates open interest and other real-time derivative data across exchanges. https://github.com/0xReisearch/laevitas-mcp https://github.com/0xReisearch/laevitas-mcp"
X Link 2025-05-21T19:01Z 15.4K followers, 19.2K engagements

"1/4 What is Core Understanding Our Own Approach to a Synthetic Brain Architecture (ELI5 Edition) Core is not an LLM: Core is not a fine-tuned LLM not a new LLM and not an LLM at all. Instead Core is a multimodal synthetic brain a fundamentally different type of AI architecture. Key Terminology to Understand Core: [--]. Synthetic Brain: Core is a unified cognitive system where multiple AI models and algorithms work as interconnected neural components within a single architecture. Think of it as a digital brain with specialized regions not a collection of tools. [--]. The Bowtie Architecture: Core's"
X Link 2025-07-14T18:03Z 15.4K followers, 25.8K engagements

"Chain Data Engine Beta Just Released Beta Release: Now live in production. Were pushing this iteration to gather feedback and usage patterns. This engine is a major upgrade to unit data processing capabilities. The approach takes select elements from MCP foundations but represents a fundamentally different methodology designed to address reliability issues when handling large data chunks. Enhanced ingestion pipeline now captures onchain data with significantly higher accuracy enabling units to deliver deeper analytical insights across all metrics. Key Improvements: Improved data capture"
X Link 2025-07-26T19:06Z 15.4K followers, 26.1K engagements

"Core 0.3.2 Release Note What's New Core now understands complex requests better by breaking them down into their component parts. When you ask for something that involves multiple steps or requirements units will automatically identify and address each aspect much better reducing the need for follow-up clarifications. Major Features Enhanced Intent Decomposition Engine: Improved parsing and breakdown of complex user requests into actionable components Advanced Prompt Analysis: Better understanding of implicit requirements and multi-layered requests Improvements Contextual Understanding:"
X Link 2025-07-31T18:08Z 15.4K followers, 16.6K engagements

"Closed Beta Usage Update As closed beta is in its final innings July ended on a strong note. Key Metrics Our findings show peak usage hitting an all-time high around July 26th with over [-----] daily queries (including API calls) marking a big jump from the [----] queries we saw on July 10ths and 11th. This directly correlates with our invite code activation rollout and waitlist applicants getting access regularly. Primary Use Cases Based on our stored concepts we've identified the following key areas where users are leveraging Rei: Onchain analysis Macro economic analysis Macro forecasting"
X Link 2025-08-02T16:42Z 15.4K followers, 11.9K engagements

"The first Rei iOS Testflight is here. For a limited time beta users can access through the link below"
X Link 2025-11-05T20:27Z 15.4K followers, 25.6K engagements

"It's [----] already and quite a few things have been sitting on our shelves knowing that we will finally share more research this year with you guys is very exciting ()*:✧ The list is rather short but this is what you can expect from us in the foreseeable future: Private Instance Terminal For Holders SDKs (in two versions) Oracle Network Paper [--] and [--] Thank you all for believing in us and @0xreisearch it means a lot https://t.co/6XVwdSrY4z https://t.co/6XVwdSrY4z"
X Link 2025-01-02T06:04Z 15.5K followers, 23.2K engagements

"1/We just published our v1 Business Model & Operations breakdown. Here's what's inside: Summary thread below https://0xreisearch.gitbook.io/0xreisearch/tokenomics/ecosystem-operations-and-business-model https://0xreisearch.gitbook.io/0xreisearch/tokenomics/ecosystem-operations-and-business-model"
X Link 2025-06-02T16:17Z 15.5K followers, 27.4K engagements

"R00Ms Beta Rollout: Multi-Unit and Multi-User Collaborative Persistent Workspaces R00Ms are moving from alpha to beta testing with accelerated onboarding hitting production in [--] phases"
X Link 2025-09-08T17:15Z 15.5K followers, 23.5K engagements

"Core [---] is a complete rebuild from the ground up with [---] taking over as the main building block. We rebuilt everything to fully leverage inference-time training and going towards genuine evolution. http://x.com/i/article/1983187757556977665 http://x.com/i/article/1983187757556977665"
X Link 2025-10-28T16:30Z 15.5K followers, 82.5K engagements

"Forecasting will be one of AIs greatest strengths and you cant rely on language models for it. You need specialized models built for specific tasks. LLMs predict words not weather patterns or market movements. Theyre pattern-matching on text while forecasting demands mathematical precision temporal understanding and domain physics. Its like using a dictionary to solve calculus. Purpose-built models excel because they encode decades of domain expertise. Time series models use Fourier transforms for cycles. Statistical models handle proper probability distributions. Risk models incorporate real"
X Link 2025-06-21T02:33Z 15.5K followers, 11.7K engagements

"Core [---] proved inference-time training works. The implications run deeper than we expected. 0/ A reflection on emergent behavior architectural fluidity recursive optimization and the boundaries between learning and reasoning"
X Link 2025-10-09T19:55Z 15.5K followers, 19.5K engagements

"Closed Beta pre-opening thoughts What follows is a brief explanation of our core beliefs about intelligence and the architectural approach we've developed as a result. These ideas weren't formed in http://x.com/i/article/1901650121290354688 http://x.com/i/article/1901650121290354688"
X Link 2025-03-26T17:04Z 15.5K followers, 92.3K engagements

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