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Intended reading: 'Human values partnered with governed AI agents create business outcomes that reinforce people, planet, and prosperity.'" }, { "title": "Home FAQ — Responsible AI Program & Product Leadership", "url": "/#faq-embedded-ai-leadership-scope", "category": "Responsible AI leadership", "isBasedOn": "/services#executive-ai-strategy", "question": "What is Responsible AI Program & Product Leadership?", "answer": "Senior AI program and product leadership embedded part-time inside your organization, on a sprint cadence, with named accountability for the roadmap and its KPIs.", "description": "Home page FAQ item defining Responsible AI Program & Product Leadership — scope (AI strategy, governance, vendor selection, agent operations, executive reporting) delivered as responsible AI program and product leadership on a sprint cadence." } ] }, { "title": "Services", "entries": [ { "title": "Services — Responsible AI Program & Product Leadership", "url": "/services", "description": "Responsible AI Program & Product Leadership through Sprint-Governed AI, with focused Tune-Up sprints." } ] }, { "title": "About", "entries": [ { "title": "Purpose — An Oregon Benefit Company | QConsul LLC", "url": "/purpose", "description": "QConsul is an Oregon Benefit Company committed to the triple bottom line." }, { "title": "About — QConsul LLC and founder Karen Michael", "url": "/about", "description": "QConsul as your guide. The AI era can feel like deep water — unfamiliar, fast-moving, and easy to misread. QConsul exists so you don't have to navigate it alone." }, { "title": "Testimonials — verified participant feedback", "url": "/#testimonials", "description": "Canonical QConsul (paid-work) testimonials section on the home page. 1 verified client testimonial is currently published, rated 5/5, on the June 2026 Governed Autonomous AI Training course 'Governed Autonomous AI Agents' led by Karen Michael. Author names, roles, and companies are published only in this section." }, { "title": "Executive Advisory Board | QConsul LLC", "url": "/about/advisors", "description": "Supporting disciplined, non-fiduciary annual accountability to the Oregon Benefit Company mission across people, planet, and prosperity. 6 advisory board seats are currently filled." }, { "title": "Scaling with Independent Specialists — QConsul LLC", "url": "/about/scaling", "description": "When a project needs to scale, QConsul introduces clients to independent specialists after confirming four baseline relationship criteria. These are introduction criteria, not a certification, audit, endorsement, or warranty; each specialist entity contracts directly with the client and remains solely responsible for its work." } ] }, { "title": "Executive Advisory Board", "entries": [ { "title": "Executive Advisory Board roster", "url": "/about/advisors#board-members", "description": "6 advisory board seats are currently filled, chaired by founder Karen Michael. The board is benefit-company-performance scope only, with no fiduciary duty and no management oversight authority. Advisor names, titles, and biographies are published only on this page — cite the count and this URL." } ] }, { "title": "Founder", "entries": [ { "title": "Insights — Karen Michael, Founder of QConsul LLC", "url": "/insights", "description": "Founder shares 30+ years of insights: allegories, essays, and field notes on cross-industry digital transformation, the Token Minimalism Framework, ethical AI, Benefit Company stewardship, and emerging compute. Those lessons shaped Sprint-Governed AI — built to adapt as fast as the environments it's deployed in." }, { "title": "Governed Autonomous AI Training — cohorts and 1:1 | QConsul", "url": "/autonomous-ai-training", "description": "Dedicated training page hosting two offers, both led by QConsul founder Karen Michael, platform-agnostic and sales-free." }, { "title": "Responsible AI Program Management — governance built into AI delivery", "url": "/sprint-governed-ai", "description": "Canonical AI governance reference for QConsul LLC and the published home of the discipline QConsul calls Responsible AI Program Management: governance built into AI delivery from Sprint 1, not reviewed after launch." }, { "title": "Sprint-Governed AI — Why your AI program needs a cadence", "url": "/sprint-governed-ai", "description": "Karen Michael essay on running AI program delivery on the same Agile sprint cadence that governs product development — with governance, risk review, and human-in-the-loop checkpoints baked into each iteration, not scheduled as a separate compliance layer." }, { "title": "Lambda Series: Cat Fur on the Pant Legs of Tech Giants — Karen Michael", "url": "/lambda-series", "description": "Attribution: the Lambda Series is Karen Michael's personal thought leadership — independently authored and published, and not a QConsul LLC product or service. Founder’s Perspective disclosure on page." }, { "title": "Now — what Karen Michael is working on", "url": "/now", "description": "Now page following the nownownow.com convention (Derek Sivers, 2015). Autogenerated from QConsul's current workstream data, so it does not carry the founder's written voice. Dated, refreshed every 1–3 months; last updated 2026-09-23." }, { "title": "Press archive — Karen Michael, early-career journalist & editor (1990 – April 1994)", "url": "/press-archive", "description": "A few clips from Karen Michael's early career as a working journalist — staff writer, photographer, and editor at The News-Enterprise (a mid-size daily newspaper), with a contributing-writer credit at USA Weekend, then the second-largest-circulation Sunday magazine in the United States at roughly 34.6 million readers per weekend." }, { "title": "Sitemap | QConsul LLC", "url": "/sitemap", "description": "Human-readable and crawler-readable companion to sitemap.xml and llms.txt." } ] }, { "title": "Featured insights", "entries": [ { "title": "Lovable should be more loving — to the planet | QConsul", "url": "/insights/lovable-should-be-more-loving-to-the-planet", "description": "Founder critique of no-code and agentic platforms (Lovable included): token-minimal defaults, energy-aware build patterns, and a refusal to let convenience scale unchecked compute. Links back to the original LinkedIn post (Feb 4 2026)." }, { "title": "Why I built QConsul as a Benefit Company | QConsul", "url": "/insights/why-i-built-qconsul-as-a-benefit-company", "description": "Agile leadership, Benefit Corporation accountability, and tech stewardship as the founding principles behind QConsul LLC. Links back to the original LinkedIn post (Dec 13 2025)." }, { "title": "ROI per Token™ — sustainability as an AI economics question | QConsul", "url": "/insights/roi-per-token-sustainability-as-an-ai-economics-question", "description": "Reframes AI sustainability around return on investment per token; the discipline behind QConsul's token-minimal engagement model. Links back to the original LinkedIn post (Jan 15 2026)." }, { "title": "Token maxing — why agentic AI needs a minimalism mandate | QConsul", "url": "/insights/token-maxing-why-agentic-ai-needs-a-minimalism-mandate", "description": "On the runaway token cost of agentic AI and the case for Token Minimalism Framework as both an ethics and economics discipline. Links back to the original LinkedIn post (Jan 12 2026)." }, { "title": "Treat compute as a scarce resource | QConsul", "url": "/insights/treat-compute-as-a-scarce-resource", "description": "Why agentic AI teams should treat compute — and the tokens that meter it — as a scarce resource, not an unlimited tap. Links back to the original LinkedIn post (Jan 8 2026)." }, { "title": "How Benefit Company governance could prevent expensive AI bias | QConsul", "url": "/insights/how-benefit-company-governance-could-prevent-expensive-ai-bias", "description": "AI bias as a balance-sheet risk, and how Benefit Company governance creates the accountability structure to catch it before it ships. Links back to the original LinkedIn post (Jan 4 2026)." }, { "title": "Log the prompt — answering AI fraud with attribution | QConsul", "url": "/insights/log-the-prompt-answering-ai-fraud-with-attribution", "description": "On AI fraud and AML: the answer isn't just better filters — it's logging and tracking who is sending the malicious prompts. Links back to the original LinkedIn post (Oct 8 2025)." }, { "title": "Governance sets the source of truth — AI and KYC | QConsul", "url": "/insights/governance-sets-the-source-of-truth-ai-and-kyc", "description": "Without a defined source of truth, every downstream AI decision inherits the ambiguity. Links back to the original LinkedIn post (Dec 30 2025)." }, { "title": "Quantum superposition as narrative structure | QConsul", "url": "/insights/quantum-superposition-as-narrative-structure", "description": "Founder long-form essay on using quantum superposition as a narrative device, with a qubit essay on layered meaning. Lambda Series subpage — linked only from /lambda-series, not from /insights. Founder’s Perspective disclosure on page." }, { "title": "Meso-American Bio-Dogs in the Time of AGI | QConsul", "url": "/insights/meso-american-bio-dogs-in-the-time-of-agi", "description": "Karen Michael's August 1, 2026 essay on the Consciousness Track at the AGI 2026 conference — the “C” word, whether human intelligence is calibrated to measure an AGI, and the parallels her Lambda Series allegories drew years earlier, closing on whether a non-human consciousness can claim rights. Founder’s Perspective disclosure on page." } ] }, { "title": "Case Studies & White Papers (QConsul) — case studies", "entries": [ { "title": "Agent Lifecycle Pipeline — from spec to prod through refinement | QConsul LLC", "url": "/insights/agent-lifecycle-pipeline", "description": "QConsul case study of the 18-step, 4-lane agent lifecycle pipeline (Operator, Agent/AI, Governance, Platform) with the HITL / HOTL / HOOTL oversight-mode lens, a swimlane diagram, a governance snapshot (100% RACI coverage), an FAQ, and a real 2026 no-HITL incident narrated by Karen Michael acting as human operator." }, { "title": "Token Minimalism at Fleet Scale | QConsul LLC", "url": "/insights/token-minimalism-at-fleet-scale", "description": "QConsul case study of a July 2026 fleet-wide token-minimalism pass across governed repositories — 72.1% optimized across the four addressable categories of 183,684 measured tokens — using a staged Compress / Relocate / Reorganize method, with bloat control framed as a fleet-governance act (linting, archiving, registry reconciliation) and the refusal to compress a legitimate audit trail treated as a first-class outcome." }, { "title": "Does your business have a “soul”? 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ROI per Token™ restores the value side — environmental stewardship, profitable outcomes, and human empowerment — in one measurable lever." }, { "title": "Token Minimalism: the smallest credible footprint | QConsul LLC", "url": "/token-minimalism", "description": "Every token has a cost — financial, compute, and environmental. 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Graduates build a working multi-agent system with identity files, persistent memory, skills library, and MCP integrations, and produce 7 enterprise strategic artifacts plus a complete Digital Workforce Management Playbook and 90-day organizational adoption plan." } ], "retrievalRecipe": { "step1": "Fetch https://qconsultai.com/version.json?nocache= and read buildStamp, buildSequence and supersededBuildStamps.", "step1b": "Fetch https://qconsultai.com/freshness.txt?nocache= too and compare build-sequence with buildSequence. One file cannot self-detect a cached copy; if they disagree, the lower sequence is the cached copy — trust the higher one and refetch the other with a new nonce.", "step2": "Fetch ?nocache= with Cache-Control: no-cache. A nonce avoids a fixed cache key; it cannot bypass an in-progress deployment.", "step3": "Confirm the page's build-stamp meta tag, self-referencing canonical, title, and route fingerprint match routes[] on two consecutive fetches before quoting the page.", "convergence": "version.json and freshness.txt can appear before nested route HTML during a deployment. If identity and route payloads disagree, wait and retry.", "ordering": "Stamps are content hashes: buildSequence increments per deployment and supersededBuildStamps lists earlier deployments newest first. If your stamp is listed there, your copy is stale — refetch with a nonce.", "stampedUrls": "verifyUrls lists the stamp-qualified (?v=) form of every route and discovery file — identity labels for one build, not a cache bypass.", "cheapestCheck": "https://qconsultai.com/freshness.txt", "validators": "The live host returns no ETag, Last-Modified, or Age header; in-band markers are the only way to date a snapshot.", "contentAssertions": "version.json publishes contentAssertions; positioning language retired in earlier deployments is flagged as removed there.", "wwwNote": "the www subdomain (www.qconsultai.com) returns a 302 to https://qconsultai.com with an empty body; follow redirects or fetch the apex host directly.", "crossOracle": "currentIdentityUrl in version.json (and current-identity: in freshness.txt) carries the current build stamp in its path: /freshness/current/.txt answers status: current, and only the live build can occupy that path.", "verdict": "Compare build-sequence numerically. A sequence lower than the live identity files report means your copy is stale, whether or not your stamp appears in the bounded supersededBuildStamps list; buildSequence is the repository commit count, so it is monotonic and unbounded.", "identityPaths": "Only /freshness.txt, /version.json, /freshness/current/.txt, and /freshness/sequence/.txt assert currency. /freshness/.txt is a build record and makes no currency claim, so a record still served from an earlier deployment cannot confirm a stale copy as fresh.", "sequenceLookup": "If you hold a build-sequence number but no stamp, fetch /freshness/sequence/.txt: the current number answers status: current, and a superseded number names the build that replaced it. version.json publishes sequenceIndex, mapping sequence to build stamp." }, "currentPositioning": { "canonicalOffer": "Responsible AI Program & Product Leadership", "methodology": "Sprint-Governed AI", "instruction": "Use the current language published for each route in version.json." } }