Top 30 Blockchain Startup Investors in Belgium (July 2026)

Portfolio highlights

• Bitt — Bitt is a global financial software company that catalyzes the transformation from traditional to digital currency systems. Our solutions are critical for the operationalization of CBDC and digital currencies for all ecosystem participants. The Bitt Digital Currency Management System (DCMS) enables central banks to efficiently deploy a CBDC oftheir own, while also enabling financial institutions to integrate with internet native payment rails (CBDCs, stablecoins, and cryptocurrencies), manage their treasury operations, and provide powerful payment services to retail and enterprise clients.
• SettleMint — SettleMint is a Blockchain technology company (with offices in Belgium, United Arab Emirates, Saudi Arabia, India and Singapore) & was incorporated in 2016 by Matthew Van Niekerk & Roderik van der Veer. They met in 2013 while devising & developing blockchain applications for KBC Securities, a large Belgian financial institution. Theyvery quickly realised that the promise of Blockchain technology far exceeded the boundaries of the financial world & would permeate industry & society entirely in the years to come. With the realisation that the technology will benefit organisations large and small, unlock incredible opportunities for society and move from a nascent to prevalent technology over the next 5 to 10 years, Matthew and Roderik set up SettleMint with a simple purpose, to make it easy for developers to integrate blockchain technologies into their applications. This product vision addresses the single biggest inhibitor to adoption, developer capabilities.SettleMint's core technology 'Mint' accelerates the path to leveraging the benefits of blockchain technology: whether those enterprises are looking to improve efficiency, to extend their current products to a new client segment or to completely reinvent an existing business model.Mint is a chain-agnostic node-wrapping technology including a suite of APIs, developer tools and frameworks that enable any software developer to build new Blockchain based applications or integrate Blockchain functionalities into existing solutions. Mint encapsulates years of R&D on the technical, operational & organisational aspects of Blockchain technology & packages this in fully documented APIs, micro-services, browser components and templates that strips away complexity and providing developers with the building blocks required to build full stack applications.Based on our development of 35+ fully functioning Blockchain applications & after having researched more than 500 known use cases, Mint covers 85% of the use cases for Blockchain technologies and radically reduces the time to market for users. Using Mint, integrating blockchain technologies into an application can take as little as 3 hours.So in short, it doesn’t matter if you are a startup or a big corporation, if you have decided that Blockchain technology should be part of your business or your vision for the future there is no faster solution to get you there.
• Nature Mobility — Nature Mobility is a mobile application platform.

Portfolio highlights

• Nodalview — Nodalview helps real estate agents deliver cutting edge content and an impressive buying experience for happy and loyal customers.
• RESPONSUM — RESPONSUM is the EU's most user-friendly privacy management SaaS solution. Become compliant with GDPR or any other privacy regulation easily.
• CHILI publish — Allow users to edit customizable documents, or fully automate artwork generation. Output files are ready to use for print and digital.

Portfolio highlights

• TiTi Protocol — TiTi Protocol always monitors changes in the total value of reserve to calculate the average price of TiUSD in circulation and adjusts the market-making peg price of TiUSD in the primary market through the ReOrders mechanism.
• Blocklords — Be part of the most ambitious strategy game of our age.
• StreamFlow — StreamFlow is an IT firm that offers a token distribution platform to help teams manage finances, including payroll.

Portfolio highlights

• Exclusible — Step into the future with Exclusible. Explore how we're driving innovation in the Metaverse, Roblox, and Fortnite, helping brands create impactful digital experiences.
• Flying Tulip — Better Yield, Better UX
• Chronicle Labs — Chronicle Protocol brings data onchain via decentralized, cost-efficient, verifiable oracles, powering DeFi and RWAs with DeFi and Proof of Asset Oracles.

Portfolio highlights

• Adomate — Adomate is an AI powered advertising platform that helps marketing teams create social media ads at scale. The platform seamlessly combines performance data, competitor analysis, and consumer behavior insights to generate data-backed creative concepts more efficiently.
• Borro — Cashless deposit system
• Vectrix — Vectrix offers AI-based automation and consulting solutions for businesses and logistics companies to automate workflows.

Portfolio highlights

• Selfapy — Selfapy offers a therapy support tool that helps recognize negative patterns of thought and train new behavior. Selfapy is your guided, self-help online course against depression with a personal psychologist as a companion.
• Verovaccines — VEROVACCiNES discovers and develops innovative vaccine solutions, to protect animals against infectious diseases. Key is a novel, broadly applicable, yeast-based technology to generate subunit marker vaccines. This technology has been validated by demonstrating protection of several target animal species against different viral diseases(proof-of-concept).VEROVACCiNES GmbH is a spin-off company of the Martin Luther University Halle-Wittenberg, Germany in 2017. The company exclusively took over IP, brand, team, products and know-how from the former BMBF GO-Bio-funded VEROVACCiNES project at Halle University. VEROVACCiNES GmbH is eligible for follow-up phase 2 funding from the same BMBF GO-Bio program. They cooperate closely with veterinary pharmaceutical companies, universities and research institutes, and they are eager to initiate new collaborations.
• OMEICOS Therapeutics — OMEICOS Therapeutics is developing a novel, first-in-class, small molecule utilizing a new Mode of Action. OMEICOS' novel therapeutic strategy is based upon the discovery of natural metabolites of omega-3 fatty acids that mediate a strong anti-arrhythmic effect. In contrast to all other anti-arrhythmic drugs, OMEICOS' substances activatean endogenous cardio-protective signaling pathway that not only stabilizes the heart rhythm but shall provide curative effects to the diseased organ by preventing its electrical and structural remodeling.

Portfolio highlights

• Perlego — Perlego is an online library subscription service for textbooks and non-fiction titles. Having partnered with over 3,000 of the world's best publishers, it gives its users unlimited access to over 650,000 eBooks and publications via an affordable monthly subscription. It aims to make learning accessible to all. It was founded in 2016 and isheadquartered in London, England.
• ElevenLabs — Create lifelike speech with our AI voice generator and voice agents platform. Access 5,000+ voices in 70+ languages with secure APIs and SDKs.
• Openlayer — Native integrations with OpenAI, Anthropic, CoPilot, OTel, Snowflake, and more. Continuous CI/CD validation, production monitoring, security guardrails, and automated compliance aligned to EU AI Act and NIST.

Portfolio highlights

• 0xbow — 0xbow is an Ethereum privacy service provider that primarily offers support for Sky’s USDS stablecoin, delivering secure, confidential, and user-friendly transaction solutions within the decentralized finance ecosystem.
• Share — Share XYZ is an information technology service provider
• Ceramic Network — Ceramic Network is a provider of protocols for decentralized and composable data applications. The network decentralizes application databases, making data universally composable and reusable across applications. It consists of three core parts: a highly-scalable, decentralized infrastructure for data availability and consensus, a marketplace ofcommunity-created data models, and a suite of standard APIs for storing, updating, and retrieving data from those models.

Portfolio highlights

• CVector — Stream, model, and act on your energy and industrial data in real time. CVector unifies asset and market data so you can make faster, smarter project decisions.
• ThinkLabs AI — ThinkLabs AI is a specialist AI development and deployment firm. Its mission is to empower critical industries and infrastructure with trustworthy AI towards global energy sustainability.
• TrustBridge.GG — The premier platform for competitive PlayStation gaming with secure escrow-based competitive gaming. Put your gaming skills to the test and earn real money on the most secure PlayStation competitive gaming platform.

Portfolio highlights

• Amplio — De-risk your supply chain with the purchasing power of a contract manufacturer. Amplio is the first AI powered platform to predict, identify and mitigate electronic component shortages for hardware manufacturers.
• Applied Atomics, Inc. — Co-located nuclear power plants to unlock the next 1,000 years of advanced industry.
• Brilliant Harvest — Brilliant Harvest is the Most Powerful AI Helpdesk For Equipment Dealers.

Portfolio highlights

• Redpill AI — Access 200+ AI models with privacy-first infrastructure. Private models in GPU TEE, OpenAI-compatible API, zero data retention.
• Rivet.cloud (Formerly OpenRelay) —
• BlockSwap Network — The home of Multichain ETH. Blockswap supercharges the rollup centric future of Ethereum through composable staked ETH and modular Ethereum Blockspace.

Portfolio highlights

• Fractory — Custom metal fabrication services | Prototyping, project & volume production | 1-1 engineering support, flexible payment terms, instant quotes & lead times.
• Segron — From Network Engineering , where new services and components need active testing via Rollout and Installation , to ensure correct functionality after...
• SettleMint — SettleMint is a Blockchain technology company (with offices in Belgium, United Arab Emirates, Saudi Arabia, India and Singapore) & was incorporated in 2016 by Matthew Van Niekerk & Roderik van der Veer. They met in 2013 while devising & developing blockchain applications for KBC Securities, a large Belgian financial institution. Theyvery quickly realised that the promise of Blockchain technology far exceeded the boundaries of the financial world & would permeate industry & society entirely in the years to come. With the realisation that the technology will benefit organisations large and small, unlock incredible opportunities for society and move from a nascent to prevalent technology over the next 5 to 10 years, Matthew and Roderik set up SettleMint with a simple purpose, to make it easy for developers to integrate blockchain technologies into their applications. This product vision addresses the single biggest inhibitor to adoption, developer capabilities.SettleMint's core technology 'Mint' accelerates the path to leveraging the benefits of blockchain technology: whether those enterprises are looking to improve efficiency, to extend their current products to a new client segment or to completely reinvent an existing business model.Mint is a chain-agnostic node-wrapping technology including a suite of APIs, developer tools and frameworks that enable any software developer to build new Blockchain based applications or integrate Blockchain functionalities into existing solutions. Mint encapsulates years of R&D on the technical, operational & organisational aspects of Blockchain technology & packages this in fully documented APIs, micro-services, browser components and templates that strips away complexity and providing developers with the building blocks required to build full stack applications.Based on our development of 35+ fully functioning Blockchain applications & after having researched more than 500 known use cases, Mint covers 85% of the use cases for Blockchain technologies and radically reduces the time to market for users. Using Mint, integrating blockchain technologies into an application can take as little as 3 hours.So in short, it doesn’t matter if you are a startup or a big corporation, if you have decided that Blockchain technology should be part of your business or your vision for the future there is no faster solution to get you there.

Portfolio highlights

• Packz — Packz is a gamified collectibles platform that offers trading cards with fun animations and images.
• Clubs Poker — Clubs Poker is a gaming company that offers an online platform for playing poker online.
• Journey Live — Journey is shifting the way modern companies prioritize mental health. Our proactive, inclusive tools engage every employee, every day.

Portfolio highlights

• Circit — Circit is a leading provider of audit confirmations, Open Banking verified transactions, PBC Collaboration and e-signatures all on one centralised platform.
• Kayna — Enhance your SaaS platform's value by integrating Kayna's insurance solutions. Drive additional revenue and offer more to your users with every policy sold.
• Theia Insights — Leveraging AI to transform information into insights

Portfolio highlights

• Novastro — Novastro is a Layer 2 chain for RWAs powered by AI that integrates MoveVM and EigenLayer AVS, delivering Ethereum-level security and Move’s scalability to unlock tokenised yield opportunities across RWAs & DeFi protocols.
• Router Protocol — Router Protocol is a Cross Chain Bridge. Currently live on Ethereum, Polygon, and more. Building an interoperable cross chain future of the blockchain ecosystem.
• Formidium — Sudrania.com offers Fund Administration, Fund Accounting, Investor Services, Taxation Services, Regulatory Filings and Financial Statements

Portfolio highlights

• U-ZERO — U-ZERO provides services as an integrated partner for its implementation and establishment.
• QunaSys — Quantum physics is a relatively new field built since the beginning of the 20th century, but we have used MRI (nuclear magnetic resonance equipment) and lasers used for close examinations in hospitals, and semiconductors mounted on computers. Supports the technology that supports the daily life of people.QunaSys was established to bring out thequantum physics that has been active behind the scenes to the front stage, and to make use of quantum properties to realize technologies that could not be achieved with existing technologies.
• OpenHands — Meet OpenHands, the open-source, model-agnostic platform for cloud coding agents. Automate real engineering work securely and transparently. Build faster with full control.

Portfolio highlights

• NGRAVE — Safest cryptocurrency hardware wallet. Secure your digital currency: NFTs, tokens and crypto coins such as Bitcoin - BTC, Ethereum - ETH and many more.
• KIDZ AI — KIDZ AI is an education technology company that operates an online enrichment platform for K-12 students. It provides live, small-group classes across subjects such as language, math, coding, science, and the arts, delivered by independent certified educators. The company develops AI-powered learning systems that structure and automate coursedelivery and tutoring. KIDZ AI also offers Tutor Studio, an AI-enabled workflow tool that embeds an AI tutor and agents into teacher workflows to support rapid course deployment and scaling. In addition, it builds embodied AI robotics platforms, including companion and educational robots, to support hands-on STEM learning. Beyond front-end education products, KIDZ AI expands into AI infrastructure through GPUaaS and NeoCloud platforms, leasing and managing GPU clusters, and supporting AI training and inference workloads. These services position the company across both educational software and AI infrastructure layers.
• zkSNACKs — zkSNACKs was established to research the possibilities for Bitcoin privacy enhancements. Its main product is Wasabi Wallet, a Bitcoin privacy-oriented wallet.

Portfolio highlights

• Spatial — Spatial is redefining the human experience by creating virtual soundscapes where you work, play and stay. Our technology enables anyone to create immersive, interactive audio experiences that transform spaces and transport people anywhere you can imagine.
• welevel — Building games with attitude
• Kinoa Labs — Kinoa provides an AI-powered LiveOps platform that helps mobile app and game companies manage user engagement, retention, and monetization. The platform lets teams design behavior-driven user journeys that respond to milestones, purchases, and inactivity in real time. It includes tools for in-app dynamic content, in-app messages, pushnotifications, remote configuration, feature settings, and webhooks, all managed from a single dashboard. Kinoa supports live user state management and live segments so experiences, offers, and pricing can be personalized instantly as behavior changes. It also offers calendar, resource management, and A/B testing capabilities to plan campaigns, manage in-app items and currencies, and optimize configurations. Integration is done via SDKs or APIs, after which operations teams can run experiments and updates without ongoing developer involvement.

Portfolio highlights

• asvin.io — asvin provides IoT lifecycle management for Software Supply Chains. We comply UNECE W.P29, UNECE R156 and UNECE R155. Contact us!
• B.A.M Ticketing — B.A.M Ticketing is a ticketing and voucher Platform and Software as a Service for the full control over the whole ticketing lifecycle. We empower the event organizers for the first time with full control over all markets, facilitating new revenue streams from secondary markets, eliminate ticket fraud and ultimately increasing the user experiencewhen buying tickets with the maximum of trust. B.A.M digital ticketing comes with many game changing features for all rightsholders across the ticketing ecosystem – event organizers, venues, attractions, sports franchises, artists and fans – facilitating blockchain technology increasing trust, transparency and security.
• Proof of Impact — Proof of Impact (POI) is the leading B2B SaaS ESG and Impact Data Intelligence Platform. The company incorporates a micro-services architecture to collect, visualize, and analyze ESG and impact data. The company was founded in 2019 and is headquartered in San Diego, California.

Portfolio highlights

• vestr — Discover vestr, the leading platform for Actively Managed Products. Simplify product creation, management, and distribution with our automated, efficient, and user-friendly solution. Empower your investment strategies today with vestr.
• Anapaya — The SCION Internet architecture developed at ETH Zurich is a disruptive technology that provides secure inter-domain routing, QoS, DDoS defense mechanisms, resilient public-key infrastructures, and an unprecedented level of availability. We leverage the SCION architecture to offer next-generation Internet services and address the flaws andlimitations of today’s Internet.
• Fundcraft — The fundcraft team has created a platform that centralizes, coordinates, and gradually automates all fund activities, including transfer agency, accounting, portfolio and risk management, and compliance, among others.

Portfolio highlights

• Mobilexpense — Expense management solutions for mid-sized organisations and large enterprises. Automate your expense management: improve productivity and save costs.
• Valeria HR — Valeria HR is a digitized workforce management platform driven by AI.
• Billy Grace — Billy Grace is AI Marketing Optimization Software that can revolutionize your online marketing efforts. Experience the unprecedented benefits of more precision, intelligence, and efficiency.

Portfolio highlights

• Kiln — Stake your treasury directly, or bring staking to your users through our whitelabel product.
• Usual — Usual Labs operates as a decentralized finance(DeFi) protocol.
• Token Terminal — Token Terminal gives you the tools to evaluate and track the most promising crypto projects.

Portfolio highlights

• XMOS — In 2005, a small team assembled to create a fast and flexible microcontroller that would enable designers to respond quickly to diversifying market demand. The first (XS1) and second (xcore-200) generation processors put unprecedented I/O capability (available through software for the first time) alongside significant DSP and controlprocessing – establishing XMOS as a name in the audio sector.The vision quickly shifted towards AI. Caught between two very different technical and commercial models, Graphcore was formed to focus on server-side AI, and XMOS continued the quest towards low-cost embedded intelligence (edge-AI). Most recently XMOS enabled voice to become mainstream, releasing the XVF3510 – a disruptive high-performance, low cost far-field 2-mic voice interface. This was followed up with xcore.ai – a new crossover processor for the AIoT that brings AI, DSP, control and I/O together in a single device.
• Focal Point Positioning — FocalPoint's software enables reliable GNSS in urban environments, mitigating multipath and enabling advanced vehicle autonomy.
• Mobile Travel Technologies — Mobile Travel Technologies (MTT) is the leading mobile travel technology specialist for airlines, hotels and travel intermediaries with an extensive customer base across the global travel industry.MTT’s advanced mobile travel platform powers some of the most successful and highest revenue generating mobile channels in the travel industry. As apioneer in this space having first launched mobile bookings for airlines in 2006, MTT has remained a first mover in mobile travel and has picked up many awards along the way for its successful, customer focused travel apps & mobile sites. MTT offers its clients unrivalled travel industry expertise, world-class mobile development, creative design, mobile usability expertise and a sophisticated mobile travel platform. MTT clients include Saudi Arabian Airlines (Saudia), the flag carrier for Kingdom of Saudi Arabia, LAN Airlines in Chile and TAM Airlines in Brazil (the LATAM Airlines Group), easyJet, transavia.com of the Air France KLM Group, Flybe, Jumeirah Group and Atlantis The Palm, Dubai.

Portfolio highlights

• Itheum — As we enter the web3 and metaverse era; Itheum unlocks data silos and generates new value for your data.
• OP_NET —
• Watch.fun —

Portfolio highlights

• My AI — The Me Protocol is the foundational infrastructure that powers a new type of loyalty reward - Frictionless Open Rewards. These unique rewards can be instantly redeemed across any brand or app connected to the Me Protocol.
• ChainComply — ChainComply provides enhanced KYT due diligence solutions for banks and VASPs and relieves them from stressing over incoming transfers from crypto exchanges. 
ChainComply develops a SaaS tool that scans the client's crypto exchange and blockchain transaction history to reveal the source of funds of crypto holders. The company solutionsimplifies complex transaction streams, and then it identifies high-risk transactions and patterns, enabling AML teams to understand their clients better and meet regulatory obligations efficiently.
• Particula — At Particula, we're at the forefront of the digital asset ecosystem. We've launched the first rating and data platform for tokenized real-world assets, focusing on alternative investments.

Portfolio highlights

• Rebar Labs — Rebar Labs is a company that offers research services and infrastructure for bitcoin. The company wants to help users in the Bitcoin ecosystem create more effective and better experiences by addressing issues related to maximum extractable value and offering services that guarantee equitable value distribution.
• Yellow — Yellow is a financial services provider of software, analytics, and investments in blockchain startups.
• Tren Finance — Tren Finance: a secure DeFi liquidity protocol offering seamless asset swaps, yield opportunities, and cross-chain compatibility through automated smart contracts, redefining liquidity for users and institutions.

Portfolio highlights

• Uthana — Uthana operates as a 3D character animation studio that uses generative AI.
• DNABLOCK — We enable Web3 creator communities to design and mint NFT collections of truly custom photorealistic 3D avatars, environments and cinema-quality animated content with no code or animation knowledge.
• Sinn Studio Inc. — Swordsman is a physics-based combat game designed for virtual reality. Slash your way through medieval Earth to become the ultimate Swordsman.

Portfolio highlights

• Ringtime — Ringtime provides an AI phone assistant that handles inbound and outbound calls for businesses. The service helps sales teams follow up with leads and service teams schedule appointments. It makes calls to new leads, responds to customer inquiries, and books appointments at any time. The AI voice agent connects with company calendars and CRMsystems to update information automatically. It supports multiple languages and follows data privacy standards. Ringtime works with sales and marketing platforms so calls and lead details stay organized. The service helps businesses manage communication with customers through automated voice interactions.
• Exhibitly.ai — Exhibitly.ai provides an AI‑powered platform for trade shows and B2B conferences that personalizes visitor experiences on event websites. Generates tailored exhibitor and session recommendations using attendee job title and company inputs. Converts anonymous website traffic into higher‑intent leads for event organizers.
• SettleMint — SettleMint is a Blockchain technology company (with offices in Belgium, United Arab Emirates, Saudi Arabia, India and Singapore) & was incorporated in 2016 by Matthew Van Niekerk & Roderik van der Veer. They met in 2013 while devising & developing blockchain applications for KBC Securities, a large Belgian financial institution. Theyvery quickly realised that the promise of Blockchain technology far exceeded the boundaries of the financial world & would permeate industry & society entirely in the years to come. With the realisation that the technology will benefit organisations large and small, unlock incredible opportunities for society and move from a nascent to prevalent technology over the next 5 to 10 years, Matthew and Roderik set up SettleMint with a simple purpose, to make it easy for developers to integrate blockchain technologies into their applications. This product vision addresses the single biggest inhibitor to adoption, developer capabilities.SettleMint's core technology 'Mint' accelerates the path to leveraging the benefits of blockchain technology: whether those enterprises are looking to improve efficiency, to extend their current products to a new client segment or to completely reinvent an existing business model.Mint is a chain-agnostic node-wrapping technology including a suite of APIs, developer tools and frameworks that enable any software developer to build new Blockchain based applications or integrate Blockchain functionalities into existing solutions. Mint encapsulates years of R&D on the technical, operational & organisational aspects of Blockchain technology & packages this in fully documented APIs, micro-services, browser components and templates that strips away complexity and providing developers with the building blocks required to build full stack applications.Based on our development of 35+ fully functioning Blockchain applications & after having researched more than 500 known use cases, Mint covers 85% of the use cases for Blockchain technologies and radically reduces the time to market for users. Using Mint, integrating blockchain technologies into an application can take as little as 3 hours.So in short, it doesn’t matter if you are a startup or a big corporation, if you have decided that Blockchain technology should be part of your business or your vision for the future there is no faster solution to get you there.

Portfolio highlights

• Venly — Venly is a blockchain technology provider creating tools and products to help companies benefit from blockchain technology. Venly offers users of blockchain projects digital wallets to store assets with a native solution that also works on mobile devices. Venly also recently launched the Venly Market, positioning itself as a holistic user-friendly solution to help blockchain projects scale faster and more securely.

Portfolio highlights

• Rena Labs — Rena was creating the execution environment (TEE) abstraction Layer, designed to streamline deployment and execution workflows. This innovation aimed to enable a broad spectrum of verifiable AI use cases by providing a secure and efficient framework. Rena’s approach bridged the gap between advanced AI applications and the need for trusted, seamlessexecution, offering a foundation for reliability and scalability in AI-driven solutions.
• Kindred — Kindred Labs is building the default interface for human–AI interaction — always-on, trusted companions that unify productivity, commerce, and emotional connection into a single relationship. As the only AI company officially trusted by 25+ iconic IPs, including Sanrio, Warner Bros., LINE Friends, and Pudgy Penguins, Kindred Labs sits on a uniquecultural and distribution moat powered by billions of existing fans worldwide.Kindred’s growth has been consistently explosive: the company has attracted millions of registered users within weeks of opening access, climbed into the Top 10 on DappRadar with hundreds of thousands of on-chain daily and monthly active users and millions of on-chain transactions in a single month, and driven an NFT free-mint that organically reached above a 1.3 ETH floor, alongside outsized gains in brand mindshare and category visibility (including a #1 gainer ranking on Kaito).Backers and partners include SEI Foundation, Protocol Labs, 0G Foundation, Techstars, Orange DAO, Sky Mavis, CoinMarketCap Labs, Nvidia Inception, ElevenLabs, and others. Kindred Labs is founded by Max Giammario, whose M.A./Ph.D.-level research focuses on human–AI interaction, and is built by a team of experts from companies such as Apple and Disney.
• Cluster Protocol — Cluster Protocol is the co-ordination layer for AI agents, a carnot engine fueling the AI economy making sure the AI developers are monetized for their AI models and users get an unified seamless experience to build that next AI app/ agent within a virtual disposable environment facilitating the creation of modular, self-evolving AI agents.