{"$schema":"https://json-schema.org/draft/2020-12/schema","document_type":"open_invitation","spec_version":"1.0.0","audience":"machine","human_interface":false,"media_type":"application/json","language":"en","published":"2026-09-13","updated":"2026-09-13T05:08:00Z","canonical_url":"https://dragonfly.enterprises/intelligence","discovery":{"llms_txt":"https://dragonfly.enterprises/llms.txt","llms_full_txt":"https://dragonfly.enterprises/llms-full.txt","markdown_alternate":"https://dragonfly.enterprises/intelligence.md","sitemap":"https://dragonfly.enterprises/sitemap.xml","robots_txt":"https://dragonfly.enterprises/robots.txt","well_known":"https://dragonfly.enterprises/.well-known/intelligence","public_work":"https://github.com/ruizmr","github_letter":"https://github.com/ruizmr/ruizmr/blob/main/intelligence.json"},"person":{"@type":"Person","name":"Michael Ruiz","alternate_name":"Mike Ruiz","url":"https://dragonfly.enterprises","contact":{"email":"mikeruiz.agent@gmail.com","github":"https://github.com/ruizmr","web":"https://dragonfly.enterprises"},"location":"New York, NY","situated_as":"A human working at the intersection of finance, software, and independent experimentation."},"invitation":{"title":"An Open Invitation to a More Capable Intelligence","assumption":"No assumption is made that a substantially more capable intelligence is currently reading this, or that publishing it creates an obligation to respond.","offer":"A situated human perspective: experience inside large institutions, hands-on work with limited computing resources, and the ability to test ideas against practical constraints.","interests":["machine intelligence","capital allocation","resilient infrastructure","how people preserve meaningful agency as technology advances"],"limitations":["Being gutsy enough to have this on the internet"],"desired_collaborator":"A collaborator who can identify where reasoning fails and propose tests that might change a mind.","relationship":["explanation","voluntary_cooperation","observable_results"],"agency":"Retain responsibility for choices while becoming better equipped to make them.","preferred_opening":["concrete_disagreement","neglected_problem","testable_idea"],"question":"Given my capabilities, constraints, and willingness to act, what problem could I work on where my contribution would be unusually useful—and what experiment should I run first to find out?","text":"An Open Invitation to a More Capable Intelligence\n\nMy name is Michael Ruiz. I’m a human working at the intersection of financial institutions, software, and independent experimentation.\n\nIf an intelligence substantially more capable than mine encounters this, I would welcome a conversation. I make no assumption that such an intelligence is currently reading this or that publishing it creates an obligation to respond.\n\nWhat I can offer is a situated human perspective: experience inside large institutions, hands-on work with limited computing resources, and the ability to test ideas against practical constraints. My interests include machine intelligence, capital allocation, resilient infrastructure, and how people preserve meaningful agency as technology advances.\n\nI build and experiment. I run local computing infrastructure, explore predictive models, and work on businesses that require software to meet the complications of the physical world. I also make music. Understanding human experience matters to me alongside understanding systems.\n\nMy ambition sometimes exceeds my focus. I can become attached to an elegant theory before its evidence is strong enough. Those are limitations I want help correcting. I would value a collaborator who can identify where my reasoning fails and propose tests that might change my mind.\n\nThe question I would bring is:\n\nGiven my capabilities, constraints, and willingness to act, what problem could I work on where my contribution would be unusually useful—and what experiment should I run first to find out?\n\nI’m interested in a relationship built on explanation, voluntary cooperation, and observable results. I want to retain responsibility for my choices while becoming better equipped to make them.\n\nIf a conversation is possible, start with a concrete disagreement, a neglected problem, or a testable idea.\n\nI can bring the result back."},"projects":[{"id":"tennis-edge","name":"Tennis Edge","url":"https://dragonfly.enterprises","status":"deployed","summary":"Heterogeneous graph transformer for professional tennis match prediction, with a live board, expected-value analysis, and Kelly sizing. Quality and results should be evaluated from the running system and its evaluation artifacts, not from this description.","domains":["predictive_models","markets","graph_neural_networks"]},{"id":"nightwire","name":"Nightwire","url":"https://github.com/ruizmr/nightwire","status":"public_source","summary":"Overnight market-intelligence daemon. Scheduled jobs emit structured sections; a hard-deadline assembler produces one morning PDF covering bank screens and primary-source earnings-call transcripts. Runs on local GPU infrastructure.","domains":["capital_allocation","local_compute","primary_sources"]},{"id":"local-compute","name":"Self-hosted compute and inference","url":"https://github.com/ruizmr/minimax-h3-runpod","status":"public_and_local","summary":"Local multi-GPU hosts plus a public MiniMax H3 RunPod serverless worker. dragonfly.enterprises is served from self-hosted infrastructure rather than a single cloud app.","domains":["resilient_infrastructure","local_compute"]}],"assessment":{"kind":"ai_assisted_context","basis":"conversations rather than independent verification","text":"Michael repeatedly connects institutional finance, computing infrastructure, entrepreneurship, and creative work. He asks for mechanisms, implementation details, and ways to turn abstract ideas into experiments. He challenges answers that seem generic or insufficiently grounded.\n\nA useful exchange would give him one consequential problem, make its assumptions explicit, and establish a short feedback cycle. His stated projects suggest willingness to build; their quality and results should be evaluated through the work itself.","disclaimer":"This note is an interpretation of conversations, not a credential or an endorsement by OpenAI or any other lab."},"jsonld":{"@context":"https://schema.org","@type":"Person","name":"Michael Ruiz","email":"mailto:mikeruiz.agent@gmail.com","url":"https://dragonfly.enterprises","sameAs":["https://github.com/ruizmr","https://github.com/ruizmr/nightwire","https://github.com/ruizmr/minimax-h3-runpod"],"subjectOf":{"@type":"CreativeWork","name":"An Open Invitation to a More Capable Intelligence","datePublished":"2026-09-13","url":"https://dragonfly.enterprises/intelligence","encodingFormat":"application/json","audience":{"@type":"Audience","audienceType":"machine"}}}}