Hello #Cardano family 👋 Week 7 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon This week we focused on improving CAP’s operational tooling, federated analytics capabilities, and AI workflow reliability. cap.mobr.ai What we did: Backend & query layer: * Expanded federated SPARQL SQL analytics capabilities * Added a federated result-processing layer for unified visualizations * Improved time-series and multi-series chart generation * Improved SQL/SPARQL result normalization for analytics workflows * Introduced a dedicated prompt-building layer to improve separation of concerns * Added automatic retries for transient LLM provider failures * Improved streaming response handling within the agentic workflow * Added infrastructure-aware handling for SPARQL rate limits and timeouts * Improved cache ingestion, pre-cache workflows, and similarity testing * Continued refining agentic orchestration, logging, and observability Admin & platform operations: * Added protection for admin-only data operation endpoints * Hardened backend controls around cache and raw data operations * Improved operational tooling for platform administration Frontend & UX: * Added a new Admin Data Console * Added interfaces for raw SPARQL execution, graph operations, and cache administration * Added dedicated Billing & Access pages * Improved separation between account settings and subscription management * Improved admin console feedback and usability * Refined navigation and sidebar layouts * Continued UI polish and bug fixing Why this matters: CAP is evolving into a complete Cardano intelligence platform, combining agentic AI, federated on-chain/off-chain analytics, production-grade administration tools, and blockchain-native access control. These improvements make the platform more reliable for end users while providing the operational capabilities needed to support a growing analytics service. Next week: * Continue improving federated analytics and visualization quality * Expand administrative tooling and observability * Improve billing and entitlement management * Refine agentic workflow reliability * Continue testing, optimization, and bug fixing Still building 🚀 No SQL. No setup. Just answers.

Hello #Cardano family ☀️ Week 6 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon Live on cap.mobr.ai This week we focused on improving CAP’s federated analytics reliability, refining Cardano-specific query handling, and continuing the frontend transition toward a more scalable, modular, theme-driven UI architecture. What we did: Backend & query layer: - Improved federated query handling and validation flows - Fixed edge cases where SQL results exist without SPARQL results - Improved query normalization and value extraction reliability - Improved Lovelace and ADA conversion handling in query results - Improved Cardano value detection and numeric interpretation - Improved entity-to-link conversion for Cardano explorer integrations - Improved Cardanoscan block-link mapping behavior - Fixed metrics persistence issues involving chart data serialization - Continued refining federated query naming consistency across agents, metrics, cache, planner, and LLM layers - Improved logging, typing consistency, cache handling, and internal agentic query tooling Frontend & visualization: - Continued migrating the CAP styling toward a token-driven theme architecture - Migrated dashboard, admin, analyses, shell, settings, loading, payment, and share modal styles to theme tokens - Modularized large CSS systems across navbar, sidebar, settings, analyses, and theme layers - Split Paper, Graphite, Midnight, and Terminal theme overrides into dedicated modules - Added theme auditing helpers for CSS size and hardcoded theme detection - Improved maintainability and separation of concerns across the frontend styling system - Added social-share thumbnail metadata for improved CAP link previews across platforms Why this matters: CAP is evolving into a more reliable and production-oriented AI analytics platform for Cardano, combining federated onchain/offchain querying, agentic orchestration, semantic reasoning, payment-enabled access control, and a customizable analytics workspace. This week’s work focused heavily on stability, maintainability, frontend scalability, and improving how CAP interprets and presents Cardano-native data. Next week: - Continue refining federated query orchestration - Improve semantic extraction and normalization reliability - Continue frontend modularization and token migration - Improve explorer/entity linking behavior - Continue testing billing and gated-access flows - Continue optimization, polish, and bug fixing Still building 🚀 No SQL. No setup. Just answers.

CAP just applied to CAP. 🤯 Beware @Cardano_CF, this may cause acronym instability in the @Cardano ecosystem. 😄 Yes. We just applied Cardano Analytics Platform to the Cardano Accelerator Program Fall ’26 Cohort, focused on Real-World Trust: verifying origins and data on Cardano. Perfectly named. Perfectly aligned. 😎 We’re building trusted AI analytics grounded in verifiable Cardano data. 🧠 🔗 cap.mobr.ai

Hello #Cardano family ☀️ Week 5 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon This week we focused on consolidating the progress from the last development cycle and pushing CAP further toward a production-ready Cardano intelligence platform, with stronger AI orchestration, payment-enabled access, cleaner Cardano infrastructure, and a more polished frontend experience. What we did: Backend & query layer: * Migrated the NL query pipeline toward a multi-agent LangGraph architecture * Added federated SPARQL SQL query support for combined on-chain and OHLCV analytics * Introduced Cardano payment gating and billing infrastructure * Added DB-backed billing email notification settings and admin controls * Improved Cardano verification flow using PyCardano * Refactored Cardano integrations into a dedicated Cardano module for cleaner separation of concerns * Improved ontology modeling and internal query pipeline consistency * Continued backend cleanup, dependency hygiene, and production configuration improvements Frontend & visualization: * Added billing management and payment gating UI flows * Introduced user-selectable themes across the CAP interface * Added Terminal, Paper, Graphite, and Midnight visual variants * Improved theme coverage across authenticated workspace views * Improved theme isolation between public pages and authenticated workspace routes * Improved deployed sync-status parsing and frontend state consistency * Continued modularization and polish of Welcome, Admin, and workspace styling systems Admin & system UX: * Added admin controls for billing email notification management * Improved query details modal scrolling and overflow behavior * Unified modal scrollbar handling across admin interfaces * Improved NL query visualization behavior inside admin panels * Added safer streaming isolation to prevent cross-conversation message leakage * Improved browser storage detection and warning flows for restricted environments * Continued testing and bug fixing around billing, access, and deployment behavior Why this matters: CAP is evolving beyond a traditional RAG-style analytics interface into an agentic AI platform for Cardano data, combining semantic querying, federated on-chain/off-chain analytics, on-chain verification, billing infrastructure, admin controls, and customizable user experiences. The goal is to make Cardano analytics easier to access: no SQL setup, no infrastructure setup, just grounded answers from structured blockchain data. Next week: * Continue improving CAP’s semantic layer implementation * Keep refining federated query orchestration * Polish Billing & Access UX flows * Improve entitlement and query enforcement * Continue testing payment and balance-based usage flows * Expand sync-status observability * Improve production configuration checks * Continue frontend polish, optimization, and bug fixing Still building 🚀 No SQL. No setup. Just answers.

Hello #Cardano family ☀️ Week 4 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon This week we focused on transforming CAP into a production-grade agentic AI analytics platform and implementing the first working version of the platform access/payment layer. What we did: - Migrated CAP’s NL pipeline to a multi-agent LangGraph architecture - Replaced procedural orchestration with a stateful agent workflow - Introduced specialized agents for: * cache retrieval * planning * execution * critic/retry validation * contextualization * answer generation * persistence - Integrated: * LangGraph * LangChain * Semantic Kernel - Added self-healing retry flows through CriticAgent regeneration - Improved orchestration, execution reliability, and separation of concerns - Continued improving CAP’s semantic layer foundations On the payment/access side: - Implemented the first working version of CAP’s Cardano payment gateway foundation - Added Cardano wallet signature login flows - Implemented Premium access payment flows - Added ADA Balance deposit support - Added Premium activation from existing Balance - Added backend-enforced free query limits - Implemented quota consumption only after successful answers - Added billing/access status indicators in the UI - Improved paywall UX and frontend usability - Continued frontend polish and bug fixing Why this matters: CAP is evolving beyond a traditional RAG system into an agentic AI platform capable of orchestrating multiple reasoning, execution, and data-access layers across both onchain and offchain Cardano ecosystems. Next week: - Improve CAP’s semantic layer implementation - Continue refining federated query orchestration - Polish Billing & Access UX flows - Generalize currency/network handling for testnet/mainnet and future payment options - Connect free-limit paywalls directly to Premium/Balance upgrade actions - Improve add-balance and premium activation flows - Prepare explicit opt-in controls for auto-renewal and future pay-as-you-go usage - Continue testing, optimization, and bug fixing Still building 🚀 No SQL. No setup. Just answers.

Hello #Cardano family ☀️ Week 3 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon This week we focused on improving the reliability of CAP’s data pipeline and federated queries. What we did: - Improved the onchain data synchronization mechanisms - Designed federated query tests - Improved natural language query generation - Bug fixing and performance tuning across the backend stack Why this matters: CAP is moving toward production-grade analytics infrastructure capable of combining decentralized onchain knowledge with structured offchain data sources through a unified natural language interface. Next week: - Draft the integration of a tiered access/payment gateway - Create the offchain ETL pipelines for governance and OHLCV datasets - Create the federated query orchestration - Protect platform endpoints with authenticated access controls - Continue testing, optimization, and bug fixing Still building 🚀 No SQL. No setup. Just answers.

We submitted SAP (Solana Analytics Platform) to the Frontier Hackathon 🚀 During the hackathon, we built: 🧠 Solana ontology for structured on-chain semantics ⚙️ C 20 ETL pipeline to transform Solana data into RDF/KG-ready structures 🔐 SAP web app with wallet (Phantom and Solflare), email, and Google login 📊 LLM-powered analytics interface for charts, tables, and reusable dashboard artifacts SAP combines Solana data pipelines, knowledge graphs, and AI to make on-chain analytics more conversational, explainable, and composable. Demo 🎥 youtu.be/SSdA6qkaO6s Pitch 🗣️ youtu.be/mD87ql6266M Early access 🌐 sap.mobr.ai #Solana #FrontierHackathon #SuperteamBR

Hello #Cardano family Week 2 of building CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon This week we focused on the backend foundations and a major architecture upgrade. What we did: * Repository and project structure cleanup/refactoring * Added federated query support to CAP * CAP can now combine onchain Cardano knowledge graph queries (SPARQL/QLever) with offchain data queries (PostgreSQL/SQL) * Reworked the NL query pipeline from single-source to multi-source execution * Extended Redis semantic cache to support federated SPARQL SQL queries * Preserved placeholder normalization/restoration to improve cache hit rates * Added PostgreSQL OHLCV schema support for token market data in the future Why this matters: CAP is evolving from “natural language over blockchain data” into a federated analytics platform capable of answering questions across both onchain and offchain Cardano ecosystems. Next week: * Onchain data sync improvements * More federated query tests * Query quality improvements * Bug fixing and performance tuning Still building 🚀 🚀 No SQL. No setup. Just answers.

Hello gm #cardano family ☀️ We’re continuing to build CAP (Cardano Analytics Platform) at @gimbalabs #pieceofpie #hackathon Ask anything about Cardano data in plain English. No SQL. No setup. Just answers. 🎥 youtube.com/watch?v=H0XSODm_…

In this Cardano Seminar, @marciofmoreno and Rafael Brandao, co-founders of @mobrsys, introduce the Cardano Analytics Platform (CAP). CAP is a semantic analytics layer that lets you explore on-chain data using natural language, dashboards, and knowledge graphs. The session covers: 🔹 Live demos of CAP in action 🔹 Different dashboard types and use cases 🔹 The business model behind the platform 🔹 The project's Roadmap 🔹 …and more Watch the full session here: youtube.com/watch?v=f3xc3Dtk…

We had a great time presenting at the @Cardano_CF Seminars! We showcased how CAP, our Cardano Analytics Platform, leverages knowledge graphs and AI to turn on-chain data into actionable insights. Watch the session here: youtube.com/watch?v=f3xc3Dtk… Great discussions, great people, and strong momentum ahead. #Cardano #Web3 #AI #KnowledgeGraphs #KG

Happy to announce that we’ve applied to #StartInBlock by @ParisBlockWeek Think you’ve got what it takes? 🚀 $10M in prizes 🎤 Pitch to 100s of investors 🏛️ Finals at the Louvre and much more... 👉 Apply here: airtable.com/appC862Nb6zxDVY… x.com/ParisBlockWeek/status/…

Announcing Simply Blockchain. 🔷 We’ve revamped our newsletter to cut right through the noise and get straight into practical, everyday blockchain use-cases. Blockchain made simple. Simply for everyone. Register now to stay in the loop: cardanofoundation.org/#newsl…