Hurukan is the superintelligent, agentic operating system for the sovereign enterprise: one system of action on open source, extended by agents rather than clicks.https://hurukan.comenhttps://hurukan.com/blog/one-identity-for-people-and-agentshttps://hurukan.com/blog/one-identity-for-people-and-agentsAgents acting under a shared service account make every action anonymous. Why an agent needs its own identity, delegated from a person, with scopes that expire.Thu, 22 Oct 2026 00:00:00 GMTidentitypermissionsagentsaudit trailontologyhttps://hurukan.com/blog/the-live-state-and-the-record-two-memories-of-a-company-operating-systemhttps://hurukan.com/blog/the-live-state-and-the-record-two-memories-of-a-company-operating-systemA company operating system needs two memories: the live state modules change every second, and the record of every event, proposal and decision for the audit.Wed, 21 Oct 2026 00:00:00 GMTrecordlakehouseaudittable formatssovereigntyhttps://hurukan.com/blog/an-agent-that-writes-to-the-erphttps://hurukan.com/blog/an-agent-that-writes-to-the-erpReading from a system of record is cheap and safe. Writing back is where integrations fail. What has to exist before an agent may write, and where Hurukan draws its line.Tue, 20 Oct 2026 00:00:00 GMTsystem of recordERPagentsidempotencyapprovalshttps://hurukan.com/blog/apache-paimon-one-state-table-for-the-operator-the-planner-and-the-agenthttps://hurukan.com/blog/apache-paimon-one-state-table-for-the-operator-the-planner-and-the-agentHow Apache Paimon keeps a table that a stream updates thousands of times an hour, how its merge engines express ontology rules, and what it costs to run.Mon, 19 Oct 2026 00:00:00 GMTApache PaimonLSM treemerge engineoperationsData layerhttps://hurukan.com/blog/one-record-readable-by-the-tools-you-already-have-xtable-and-uniformhttps://hurukan.com/blog/one-record-readable-by-the-tools-you-already-have-xtable-and-uniformApache XTable and Delta UniForm let one record be read as Delta, Iceberg or Hudi without a copy. What they translate, what they do not, where lock-in sits.Fri, 16 Oct 2026 00:00:00 GMTApache XTableDelta UniFormtable formatslock-inMicrosoft Fabrichttps://hurukan.com/blog/android-xr-as-an-enterprise-endpointhttps://hurukan.com/blog/android-xr-as-an-enterprise-endpointAndroid XR brings Gemini, a camera and agents onto glasses. Before a company rolls them out: what runs on the device, what at the vendor, what in the company's own system.Tue, 13 Oct 2026 00:00:00 GMTAndroid XRon-device agentssmart glassesdevice managementdata sovereigntyhttps://hurukan.com/blog/xreal-aura-on-the-shop-floorhttps://hurukan.com/blog/xreal-aura-on-the-shop-floorXREAL Aura puts a camera, a display and Android XR in front of a frontline worker. What it takes for what the glasses see to end up in the company's own record.Tue, 13 Oct 2026 00:00:00 GMTXREAL AuraAndroid XRsmart glassesfrontline workquality inspectionhttps://hurukan.com/blog/apache-hudi-the-coexistence-phase-change-data-from-the-old-erp-into-the-recordhttps://hurukan.com/blog/apache-hudi-the-coexistence-phase-change-data-from-the-old-erp-into-the-recordModules take over one process at a time; until then the old ERP keeps writing. How change data capture and Apache Hudi keep the record current meanwhile.Fri, 09 Oct 2026 00:00:00 GMTApache Hudichange data capturecoexistenceERP migrationincremental processinghttps://hurukan.com/blog/the-state-domain-agents-read-paimon-for-the-work-queue-stock-and-approvalshttps://hurukan.com/blog/the-state-domain-agents-read-paimon-for-the-work-queue-stock-and-approvalsA domain agent needs the company's state as of now, not a nightly copy. How the Data layer keeps it in Apache Paimon, and why agents only propose.Tue, 06 Oct 2026 00:00:00 GMTApache Paimondomain agentslive stateapproval inboxData layerhttps://hurukan.com/blog/delta-lake-when-the-company-stands-on-microsofthttps://hurukan.com/blog/delta-lake-when-the-company-stands-on-microsoftOneLake stores tables as Delta Parquet. What the Delta log gives a company's record, what Microsoft Fabric manages for you, and what remains yours to decide.Thu, 01 Oct 2026 00:00:00 GMTDelta LakeMicrosoft FabricOneLaketransaction logsovereigntyhttps://hurukan.com/blog/apache-iceberg-the-record-you-can-take-with-youhttps://hurukan.com/blog/apache-iceberg-the-record-you-can-take-with-youIceberg keeps a table as a tree of immutable metadata with one pointer in a catalogue. Why so many vendors read it, and why the catalogue decides sovereignty.Tue, 29 Sep 2026 00:00:00 GMTApache Icebergtable formatcatalogueexitsovereigntyhttps://hurukan.com/blog/the-audit-trail-is-a-table-delta-lake-iceberg-or-hudihttps://hurukan.com/blog/the-audit-trail-is-a-table-delta-lake-iceberg-or-hudiWho changed what, and what did the agent see when it proposed it? Delta Lake, Iceberg and Hudi answer differently. Choose by catalogue and infrastructure.Sat, 26 Sep 2026 00:00:00 GMTtable formatsDelta LakeApache IcebergApache Hudiaudit trailhttps://hurukan.com/blog/small-models-on-your-own-hardwarehttps://hurukan.com/blog/small-models-on-your-own-hardwareNot every task needs a frontier model in someone else's data centre. Small open-weight models on your own hardware handle many narrow jobs well. How to tell which ones.Tue, 22 Sep 2026 00:00:00 GMTsmall language modelsopen-weight modelson-premisesmodel evaluationhttps://hurukan.com/blog/apache-parquet-how-the-record-is-laid-out-so-superintelligence-can-read-the-whole-companyhttps://hurukan.com/blog/apache-parquet-how-the-record-is-laid-out-so-superintelligence-can-read-the-whole-companySuperintelligence reads the record constantly, on the company's own hardware. Parquet's layout sets what each question costs: row groups, statistics, codecs.Fri, 18 Sep 2026 00:00:00 GMTApache Parquetthe recordcolumnar storagecost of readingsovereign infrastructurehttps://hurukan.com/blog/parquet-and-avro-the-event-between-modules-and-the-record-superintelligence-readshttps://hurukan.com/blog/parquet-and-avro-the-event-between-modules-and-the-record-superintelligence-readsAn event travels between modules as a row with a contract and rests in the record as columns. Why Avro carries the first and Parquet the second.Fri, 11 Sep 2026 00:00:00 GMTApache ParquetApache Avroevent contractsthe recorddata layerhttps://hurukan.com/blog/retrieval-over-the-ontologyhttps://hurukan.com/blog/retrieval-over-the-ontologyRetrieval over a pile of documents finds text that looks relevant. Retrieval over a model of the company finds the facts that are true now, together with their relations.Mon, 07 Sep 2026 00:00:00 GMTRAGretrievalontologyknowledge managementhttps://hurukan.com/blog/a-system-of-record-cannot-acthttps://hurukan.com/blog/a-system-of-record-cannot-actBusiness software was designed to hold an accurate account of what already happened. That design decision is why a company's speed is set by how fast its staff can type.Fri, 04 Sep 2026 00:00:00 GMTsystem of actionERPautomationsoftware designhttps://hurukan.com/blog/apache-avro-the-contract-between-moduleshttps://hurukan.com/blog/apache-avro-the-contract-between-modulesEvery event between modules is a contract. Apache Avro writes it into the data, and a schema change becomes a proposal a person approves and the system records.Wed, 02 Sep 2026 00:00:00 GMTApache Avroschema registryevent contractsschema evolutiondata layerhttps://hurukan.com/blog/one-definition-of-revenuehttps://hurukan.com/blog/one-definition-of-revenueWhen finance, sales and the board each compute revenue their own way, agents inherit the confusion at machine speed. A semantic layer fixes each definition once, upstream.Mon, 24 Aug 2026 00:00:00 GMTsemantic layermetricsdata governancereportinghttps://hurukan.com/blog/the-integration-taxhttps://hurukan.com/blog/the-integration-taxEvery company knows what its software costs. Almost none can say what the space between the systems costs, and it is usually the larger number.Fri, 21 Aug 2026 00:00:00 GMTintegrationdata siloscostenterprise systemshttps://hurukan.com/blog/agents-rpa-or-workflowshttps://hurukan.com/blog/agents-rpa-or-workflowsWorkflow engines, RPA bots and language-model agents solve different problems. Choosing by fashion gives brittle bots and unpredictable agents. How to choose by the job.Wed, 12 Aug 2026 00:00:00 GMTRPAworkflowAI agentsprocess automationhttps://hurukan.com/blog/intelligence-has-a-lawful-meaninghttps://hurukan.com/blog/intelligence-has-a-lawful-meaningBorrowing intelligence vocabulary for a business product is easy and mostly harmless. Borrowing the practices those words describe is a criminal offence.Fri, 07 Aug 2026 00:00:00 GMTOSINTGDPRboundariescorporate intelligencehttps://hurukan.com/blog/voice-for-hands-busy-workhttps://hurukan.com/blog/voice-for-hands-busy-workWhen both hands hold a scanner, a part or a tool, a screen is the wrong interface. What voice has to do to be useful in a warehouse, a workshop or on a service visit.Fri, 31 Jul 2026 00:00:00 GMTvoice interfacespeech recognitionwarehousefield servicehttps://hurukan.com/blog/code-written-by-agents-still-gets-reviewedhttps://hurukan.com/blog/code-written-by-agents-still-gets-reviewedAn autonomous software factory is a real advantage and the easiest thing in this field to oversell. Here is exactly where the automation stops.Fri, 24 Jul 2026 00:00:00 GMTAI engineeringCI/CDreviewsoftware factoryhttps://hurukan.com/blog/when-the-company-changes-so-must-the-ontologyhttps://hurukan.com/blog/when-the-company-changes-so-must-the-ontologyA company adds a service line, splits a region or buys a competitor, and its model of the business goes stale. How to change an ontology without breaking what depends on it.Tue, 21 Jul 2026 00:00:00 GMTontologyversioningchange managementdata modelhttps://hurukan.com/blog/compute-is-a-market-not-a-subscriptionhttps://hurukan.com/blog/compute-is-a-market-not-a-subscriptionAI work is bursty and hardware sits idle. A grid where machines trade capacity is an old idea whose obstacles were never technical, and there is no token in it.Fri, 10 Jul 2026 00:00:00 GMTdistributed computegridsettlementinfrastructurehttps://hurukan.com/blog/which-data-must-never-leave-the-buildinghttps://hurukan.com/blog/which-data-must-never-leave-the-buildingTreating every record as secret makes the rule unworkable, and treating none as secret makes it pointless. A practical way to classify data before any model touches it.Fri, 10 Jul 2026 00:00:00 GMTdata classificationGDPRtrade secretslocal modelshttps://hurukan.com/blog/classical-ml-still-beats-llms-at-forecastinghttps://hurukan.com/blog/classical-ml-still-beats-llms-at-forecastingAsking a chat model how much stock to order produces a fluent number, not a forecast. Demand forecasting is still a job for classical models, a baseline and a backtest.Tue, 30 Jun 2026 00:00:00 GMTdemand forecastingmachine learningbacktestingprocurementhttps://hurukan.com/blog/where-language-models-earn-their-keephttps://hurukan.com/blog/where-language-models-earn-their-keepLanguage models are strong at reading, drafting and translating between people and systems, and weak at arithmetic, recall and final decisions. A map of where to use them.Fri, 19 Jun 2026 00:00:00 GMTLLMuse casesdocument processinghuman approvalhttps://hurukan.com/blog/the-dashboard-nobody-openshttps://hurukan.com/blog/the-dashboard-nobody-opensDashboards are built for the questions someone had last year. Managers have new ones every week. Analytics should start from the decision and the question, not the chart.Tue, 09 Jun 2026 00:00:00 GMTbusiness intelligencedashboardsmetricsdecision-makinghttps://hurukan.com/blog/hyperautomation-fails-at-the-handoverhttps://hurukan.com/blog/hyperautomation-fails-at-the-handoverEach automated step works in the demo, and the process still stalls, because nobody designed what happens between the steps: the handover, the exception and the owner.Fri, 29 May 2026 00:00:00 GMThyperautomationprocess designexceptionsownershiphttps://hurukan.com/blog/a-data-platform-is-not-a-data-lakehttps://hurukan.com/blog/a-data-platform-is-not-a-data-lakeCopying every system into one store and pointing a BI tool at it builds a bigger pile, not a platform. A platform is defined by meaning, ownership and a way back to action.Tue, 19 May 2026 00:00:00 GMTdata platformdata lakedata ownershiplineagehttps://hurukan.com/blog/your-company-already-has-an-ontologyhttps://hurukan.com/blog/your-company-already-has-an-ontologyEvery company runs on a shared model of customers, orders and exceptions that nobody wrote down. How to find where that model lives and how to get it out of people's heads.Fri, 08 May 2026 00:00:00 GMTontologytacit knowledgebusiness rulesagentshttps://hurukan.com/blog/a-chat-window-is-not-a-conversational-interfacehttps://hurukan.com/blog/a-chat-window-is-not-a-conversational-interfaceAdding a chat box to business software gives people a new place to type, not a new way to work. A conversational interface needs context, permissions and the right to act.Mon, 27 Apr 2026 00:00:00 GMTconversational interfacechat assistantagentsuser experiencehttps://hurukan.com/blog/sovereignty-is-an-architecture-decisionhttps://hurukan.com/blog/sovereignty-is-an-architecture-decisionMoving servers to a local data centre does not make a company sovereign. Who holds the keys, the model of the business and the exit does, and that is decided in the design.Tue, 14 Apr 2026 00:00:00 GMTdata sovereigntyvendor lock-inencryption keysopen source