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Under his leadership, Hermès established itself as one of the fastest-growing luxury houses in the region, with a reputation for both heritage craftsmanship and forward-looking innovation. Prior to Hermès, Bob held leadership positions at retail and fashion companies including Etro, Ermenegildo Zegna, and Bergdorf Goodman.","18d10aa6-d552-4a7a-a4f4-cf2799888125","Bob Chavez","Fashion Industry Advisor",{"id":435,"alt":17,"name":17,"focus":17,"title":17,"source":17,"filename":436,"copyright":17,"fieldtype":40,"meta_data":437,"is_external_url":42},94706725969226,"/__storyblok/f/286138730050527/832x1248/6962eed153/bob-chavez.jpg",{},{"bio":439,"_uid":440,"name":441,"role":433,"assetOne":442,"linkedin":17,"component":306},"Pierre Denis serves as an advisor to Inversa, bringing extensive leadership experience in global luxury and consumer markets. 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Our team will be in touch soon to explore how we can restore ecosystems together.",{"_uid":608,"component":126},"09d86814-2df9-4abb-a135-a96a5e025059","ContactPage",-40,[],"6bba66ae-ae53-4eb0-b1de-87bbc92b8927","2025-07-30T20:41:51.598Z",[],[616,622],{"_uid":617,"link":618,"component":621},"53e31bb1-4e60-49ef-8cc8-60f4476080ce",{"id":17,"rel":17,"url":619,"title":620,"target":56,"linktype":57,"fieldtype":20,"cached_url":619},"https://www.instagram.com/inversa.leathers","Instagram","TextLink",{"_uid":623,"link":624,"component":621},"191b6a60-7690-4160-92c1-86d997edc01e",{"id":17,"rel":17,"url":625,"title":626,"target":56,"linktype":57,"fieldtype":20,"cached_url":625},"https://www.linkedin.com/company/inversa-leathers/","LinkedIn",{"id":17,"rel":17,"url":54,"title":628,"linktype":57,"fieldtype":20,"cached_url":54},"INVERSA Leathers","navigation","global/navigation",[],75220213311857,"ff58bfba-869a-4642-86f2-bd1e5fa4ca13","2025-08-01T13:13:20.975Z",[],1784834194520,"Start a 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and tools for more reliable AI-assisted work.","memory_Db","Public release v0.1.0 · MIT License. A memory system that helps AI coding agents retain project notes, decisions, bugs, setup rules, and past fixes during long builds.","View on GitHub","https://github.com/soin8293/memory_Db","https://github.com/soin8293/memory_Db","_blank","noopener noreferrer","/__adaptation/assets/memdb-project-v1.png","A memory_Db session storing and recalling project notes","AI Project Rules Kit","Research & Development. A rules, template, and folder framework that gives AI-assisted software projects predictable structure, boundaries, documentation, and implementation constraints.","Ask about the research","mailto:research@amirahco.us","Research & Development · Agent-Friendly Architecture (AFA). A set of rules, templates, and folders that helps people use AI coding tools without losing control of the project.","Agent-Friendly Architecture (AFA)","Research & Development · A rules-and-templates framework for AI-assisted software work. It defines project structure, boundaries, documentation standards, and implementation constraints for safer AI-assisted development.","/__adaptation/assets/afa-architecture-v1.svg","AFA architecture showing structure, boundaries, documentation standards, and implementation constraints","CJSON Framework","Exploratory · Compact AI Data Format. CJSON is an early idea for making AI outputs shorter and easier for software to check. It is meant to help AI send structured data without wasting as many tokens.","Get CJSON v0","https://coloradodreamer1.gumroad.com/l/amirahco","https://coloradodreamer1.gumroad.com/l/amirahco","_blank","noopener noreferrer","/__adaptation/assets/cjson-framework-v1.svg","CJSON pipeline showing canonical keys, strict envelopes, predictable quoting, and validated JSON",{"_uid":749,"blocks":750,"heading":766,"component":87},"b0b9e7f9-47bb-4c5f-9773-6104af6c7e7c",[751,756,761],{"_uid":752,"link":753,"text":768,"asset":754,"title":767,"component":64},"b3cbec8b-a495-48aa-aa00-87e56b98f867",{"id":17,"rel":773,"url":770,"title":769,"target":772,"linktype":57,"fieldtype":20,"cached_url":771},{"id":60,"alt":775,"name":17,"focus":17,"title":17,"source":17,"filename":774,"copyright":17,"fieldtype":40,"meta_data":755,"is_external_url":42},{},{"_uid":757,"link":758,"text":777,"asset":759,"title":776,"component":64},"17fd7afc-c00d-49c8-8e6c-ded220d5f94c",{"id":68,"rel":817,"url":814,"title":812,"linktype":813,"fieldtype":20,"cached_url":815,"target":816},{"id":73,"alt":848,"name":17,"focus":17,"title":17,"source":17,"filename":843,"copyright":17,"fieldtype":40,"meta_data":760,"is_external_url":42},{},{"_uid":762,"link":763,"text":779,"asset":764,"title":778,"component":64},"35bca7d8-0974-41ca-9230-3db79a0f1af5",{"id":16,"rel":784,"url":781,"title":780,"linktype":664,"fieldtype":20,"cached_url":782,"target":783},{"id":82,"alt":849,"name":17,"focus":17,"title":17,"source":17,"filename":844,"copyright":17,"fieldtype":40,"meta_data":765,"is_external_url":42},{},"We keep projects small, clear, tested, and easy to review.","Build useful things. Start small.","Begin with a focused test and produce something people can use: a workflow, template, checklist, prototype, report, or guide. Scale only after the small version works.","See services","#services","#services","_self","","/__adaptation/assets/how-we-work-focused-build-v1.png","Two collaborators reviewing a focused prototype, checklist, workflow sketch, and finished handoff","Keep people in control. Build safely.","AI should support human judgment. Tools stay bounded with clear permissions, logs, review steps, and explicit responsibility for the final decision.","Write it down. Judge it honestly.","Record decisions, assumptions, failures, and known limits so others can review the work. Judge tools by usefulness, reliability, and fit, not hype.","See projects","#projects","#projects","_self","",{"_uid":786,"blocks":787,"heading":803,"component":87},"fc352359-0096-4431-8205-56b4910968a8",[788,793,798],{"_uid":789,"link":790,"text":805,"asset":791,"title":804,"component":64},"18d321e6-9170-4414-8de6-36c49a1d6d38",{"id":17,"rel":811,"url":808,"title":806,"target":810,"linktype":807,"fieldtype":20,"cached_url":809},{"id":60,"alt":850,"name":17,"focus":17,"title":17,"source":17,"filename":845,"copyright":17,"fieldtype":40,"meta_data":792,"is_external_url":42},{},{"_uid":794,"link":795,"text":819,"asset":796,"title":818,"component":64},"a7c555c4-f854-4eb0-8e7f-0d84be537462",{"id":68,"rel":825,"url":822,"title":820,"linktype":821,"fieldtype":20,"cached_url":823,"target":824},{"id":73,"alt":851,"name":17,"focus":17,"title":17,"source":17,"filename":846,"copyright":17,"fieldtype":40,"meta_data":797,"is_external_url":42},{},{"_uid":799,"link":800,"text":827,"asset":801,"title":826,"component":64},"1eb291db-64ff-4b75-a3a2-eead9ebf251d",{"id":16,"rel":833,"url":830,"title":828,"linktype":829,"fieldtype":20,"cached_url":831,"target":832},{"id":82,"alt":852,"name":17,"focus":17,"title":17,"source":17,"filename":847,"copyright":17,"fieldtype":40,"meta_data":802,"is_external_url":42},{},"Safer AI work needs clear access, approval, and output checks.","Access Levels & Limits","Exploratory research, not a legal standard, certification, or finished product. Define what information AI and human operators can access, and set explicit rules for what the system may do.","Discuss the research","email","mailto:research@amirahco.us","mailto:research@amirahco.us","","","See safer AI work","url","#safer-ai","#safer-ai","_self","","Human Approval Steps","Place clear approval points before sensitive actions or outputs are used, so a person remains responsible for the final decision.","Discuss the research","email","mailto:research@amirahco.us","mailto:research@amirahco.us","","","Output Checks & Records","Check that AI output follows the rules, matches the task, and is consistent before anyone acts on it; retain enough context to understand what happened and why.","Discuss the research","email","mailto:research@amirahco.us","mailto:research@amirahco.us","","","Small, useful tools beat confusing AI hype.","AmirahCo","Operating principle","AI should help people make decisions, not secretly replace them.","AmirahCo","Human-control principle","Small tests, clear records, and tools people can actually use.","AmirahCo","Delivery principle","/__adaptation/assets/human-control-v1.svg","/__adaptation/assets/records-and-judgement-v1.svg","/__adaptation/assets/access-levels-v1.svg","/__adaptation/assets/approval-steps-v1.svg","/__adaptation/assets/output-checks-v1.svg","Bounded AI with explicit permissions and logging, reviewed by a person who holds the final decision","Decisions, assumptions, failures and known limits recorded so others can review the work","Tiered access levels with explicit rules for what an AI system may do","A human approval point placed before a sensitive action is used","AI output checked against its rules and its task, with an auditable record retained"]