{
  "version": "1.0",
  "generated_at": "2026-04-27T16:32:24.340Z",
  "source": "docs/plans/second-brain-v1-phase-a/synthesis/ontology-v1.md (locked 2026-04-26)",
  "nodes": [
    {
      "type": "Theme",
      "id": "theme.root.substance-over-hype",
      "slug": "root.substance-over-hype",
      "label": "The root disposition: substance over hype",
      "tier": "root",
      "one_line": "Reduce any hyped category to its substrate, then evaluate",
      "length_target": "400-600w",
      "voice_register": "Register 1 (provocation + quiet counterpoint)",
      "wiki_url": "/wiki/root.substance-over-hype/"
    },
    {
      "type": "Theme",
      "id": "theme.agent-first",
      "slug": "agent-first",
      "label": "Agent-first thesis",
      "tier": "theme",
      "one_line": "Platforms that cannot talk to autonomous agents are already behind; the prompting skill layer migrated, the verdict held",
      "length_target": "1200-1500w",
      "voice_register": "Register 1 (manifesto-mode) + Register 4 (craft sub-sections)",
      "wiki_url": "/wiki/agent-first/"
    },
    {
      "type": "Theme",
      "id": "theme.voice-ai-craft",
      "slug": "voice-ai-craft",
      "label": "Voice AI craft — cost, latency, scale",
      "tier": "theme",
      "one_line": "Voice AI is a distinct engineering discipline with its own constraints; the under-share is deliberate",
      "length_target": "800-1200w",
      "voice_register": "Register 4 (technical-practitioner numbered precision)",
      "wiki_url": "/wiki/voice-ai-craft/"
    },
    {
      "type": "Theme",
      "id": "theme.breadth-as-differentiation",
      "slug": "breadth-as-differentiation",
      "label": "Breadth as differentiation",
      "tier": "theme",
      "one_line": "Breadth differentiates; depth is what makes it matter",
      "length_target": "800-1200w",
      "voice_register": "Register 1 (aphorism-then-unpack) + mentor tone in sub-sections",
      "wiki_url": "/wiki/breadth-as-differentiation/"
    },
    {
      "type": "Theme",
      "id": "theme.pm-taste",
      "slug": "pm-taste",
      "label": "PM taste — craft, metaphors, and what a PM actually does",
      "tier": "theme",
      "one_line": "PM is taste of what to build, what experience, what value: invisible when done well, irreplaceable in the AI era",
      "length_target": "1000-1500w",
      "voice_register": "Register 1 (metaphor-builder stacked) + Register 4 (data-literacy, NFRs)",
      "wiki_url": "/wiki/pm-taste/"
    },
    {
      "type": "Theme",
      "id": "theme.ai-pm-skillset",
      "slug": "ai-pm-skillset",
      "label": "What AI PM actually requires",
      "tier": "theme",
      "one_line": "LLMs are a primary daily tool; AI replaces the grunt; taste of what to build is irreducible PM work",
      "length_target": "1000-1500w",
      "voice_register": "Register 4 (practitioner-manifesto credentialed)",
      "wiki_url": "/wiki/ai-pm-skillset/"
    },
    {
      "type": "Theme",
      "id": "theme.enterprise-ai-reality",
      "slug": "enterprise-ai-reality",
      "label": "Enterprise AI reality — ships vs demos",
      "tier": "theme",
      "one_line": "Roughly 80% of enterprise AI experiments don't reach production; the gap between demo and deployment is wider than vendors admit",
      "length_target": "800-1200w",
      "voice_register": "Register 4 (field-data authority) + Register 1 (aphorism for moats)",
      "wiki_url": "/wiki/enterprise-ai-reality/"
    },
    {
      "type": "Theme",
      "id": "theme.second-brain",
      "slug": "second-brain",
      "label": "Second brain — structured knowledge for agents",
      "tier": "theme",
      "one_line": "Built this for me, hobbyist scope, Karpathy-inspired wiki version. Pattern probably generalizes if you tinker with AI tools daily",
      "length_target": "1000-1500w",
      "voice_register": "Register 1 (builder-reflection) + technical precision for architecture",
      "wiki_url": "/wiki/second-brain/"
    },
    {
      "type": "Theme",
      "id": "theme.spec-first-taste",
      "slug": "spec-first-taste",
      "label": "Spec first, taste always — the builder trilogy",
      "tier": "theme",
      "one_line": "Spec > Sprint. Taste > Execution. Context > Prompt. Lived this since 2021. Named it in April 2026. Same disposition, sharper words",
      "length_target": "900-1200w",
      "voice_register": "Register 1 (builder-manifesto)",
      "wiki_url": "/wiki/spec-first-taste/"
    },
    {
      "type": "Theme",
      "id": "theme.career-reflection",
      "slug": "career-reflection",
      "label": "Career reflection — IC path, learning, market lift",
      "tier": "theme",
      "one_line": "IC path is legitimate; AI-era amplifies IC leverage; learning compounds when you study concepts not tools; help the market flourish",
      "length_target": "1000-1400w",
      "voice_register": "Register 3 (mentor-mode) + autobiographical disclosures",
      "wiki_url": "/wiki/career-reflection/"
    },
    {
      "type": "Theme",
      "id": "theme.linkedin-as-instrument",
      "slug": "linkedin-as-instrument",
      "label": "LinkedIn as instrument — the meta-platform game",
      "tier": "theme",
      "one_line": "LinkedIn is a platform to be gamed productively; posting IS the thinking; the loop closes when others learn",
      "length_target": "800-1000w",
      "voice_register": "Register 1 (meta-aware transparency)",
      "wiki_url": "/wiki/linkedin-as-instrument/"
    },
    {
      "type": "Theme",
      "id": "theme.personal-projects-tinkering",
      "slug": "personal-projects-tinkering",
      "label": "Personal projects — ship it or it doesn't exist",
      "tier": "theme",
      "one_line": "Ideas are cheap; the prototype is the argument; the loop closes when posted (build → post → teach → learn → build)",
      "length_target": "800-1200w",
      "voice_register": "Register 1 (builder-pride low-boast high-show)",
      "wiki_url": "/wiki/personal-projects-tinkering/"
    },
    {
      "type": "Belief",
      "id": "belief.substance-over-hype",
      "label": "Reduce any hyped category to its substrate, then evaluate. 8-year through-line.",
      "tier": "1",
      "parent_theme": "theme.root",
      "status": "confirmed (ROOT DISPOSITION)",
      "evidence": "3 rounds, 2018-03-06 to 2025-12-04"
    },
    {
      "type": "Belief",
      "id": "belief.agent-first",
      "label": "Start thinking agent-first — both building and serving lens. Platforms that cannot talk to autonomous agents are behind.",
      "tier": "1",
      "parent_theme": "theme.agent-first",
      "status": "confirmed",
      "evidence": "11+ posts, 2023-03-24 to 2026-04-23"
    },
    {
      "type": "Belief",
      "id": "belief.context-over-prompt",
      "label": "Context > Prompt. Personal and organizational context is the lever; prompt string is the I/O seam.",
      "tier": "1",
      "parent_theme": "theme.agent-first",
      "status": "confirmed",
      "evidence": "3 rounds, 2026-04-09"
    },
    {
      "type": "Belief",
      "id": "belief.spec-over-sprint",
      "label": "Spec > Sprint. When you have specced every pixel, a generative tool gives you a worse version of what you already decided.",
      "tier": "1",
      "parent_theme": "theme.spec-first-taste",
      "status": "confirmed",
      "evidence": "3 rounds, 2026-04-09"
    },
    {
      "type": "Belief",
      "id": "belief.taste-over-execution",
      "label": "Taste > Execution. In an AI era that commoditizes execution, the bottleneck and differentiator is taste.",
      "tier": "1",
      "parent_theme": "theme.spec-first-taste",
      "status": "confirmed",
      "evidence": "3 rounds, 2026-04-09"
    },
    {
      "type": "Belief",
      "id": "belief.anti-customization",
      "label": "Extremely opinionated against customization settings in enterprise products. Each one signals a design decision deferred to the user. Scope: enterprise (consumer untested).",
      "tier": "1",
      "parent_theme": "theme.pm-taste",
      "status": "confirmed",
      "evidence": "3 rounds, 2025-12-04"
    },
    {
      "type": "Belief",
      "id": "belief.pm-is-99-should-we-1-can-we",
      "label": "PM is the grind of answering 99 \"should we?\" to get to that 1 \"can we?\".",
      "tier": "1",
      "parent_theme": "theme.pm-taste",
      "status": "confirmed",
      "evidence": "5 rounds, 2022-06-03 anchor"
    },
    {
      "type": "Belief",
      "id": "belief.ai-pm-skillset-table-stakes",
      "label": "AI fluency is table stakes for PMs; relevant archetype is application-layer (using models to unlock growth), not foundation-layer. AI replaces the grunt; taste is irreducible.",
      "tier": "1",
      "parent_theme": "theme.ai-pm-skillset",
      "status": "confirmed",
      "evidence": "4 rounds, 2023-03-14 anchor"
    },
    {
      "type": "Belief",
      "id": "belief.learn-concepts-not-tools",
      "label": "Strive to learn concepts, not tools. Frameworks endure; tools rotate.",
      "tier": "1",
      "parent_theme": "theme.career-reflection",
      "status": "confirmed",
      "evidence": "4 rounds, 2019-12-04 anchor"
    },
    {
      "type": "Belief",
      "id": "belief.llm-as-primary-daily-tool",
      "label": "LLMs are a great tool. I use them daily more than any other tool in my stack. (Renamed from llm-as-voice-extension; reframed as factual daily-use claim, not \"extension of self.\")",
      "tier": "1",
      "parent_theme": "theme.ai-pm-skillset",
      "status": "confirmed",
      "evidence": "3 rounds, 2023-03-01 onwards"
    },
    {
      "type": "Belief",
      "id": "belief.enterprise-ai-production-reality",
      "label": "Roughly 80% of enterprise AI experiments don't reach production. The gap between demo and deployment is wider than vendors admit. (Frame retained; specific 10-to-2 number dropped at lock.)",
      "tier": "1",
      "parent_theme": "theme.enterprise-ai-reality",
      "status": "confirmed",
      "evidence": "5 rounds, 2024-09-04 anchor"
    },
    {
      "type": "Belief",
      "id": "belief.second-brain-is-context-layer",
      "label": "Personal context layer for AI sessions. Built this for me, hobbyist scope, Karpathy-inspired. Pattern probably generalizes for builders working with AI tools daily.",
      "tier": "1",
      "parent_theme": "theme.second-brain",
      "status": "confirmed",
      "evidence": "4 rounds, 2026-04-23 canonical"
    },
    {
      "type": "Belief",
      "id": "belief.self-instrumentation",
      "label": "Retrospection is a real powerful tool. Observable patterns and personal apparatus as leverage.",
      "tier": "1",
      "parent_theme": "theme.second-brain",
      "status": "confirmed",
      "evidence": "4 rounds, 2018-05-28 earliest"
    },
    {
      "type": "Belief",
      "id": "belief.help-market-flourish",
      "label": "Go increase the size of the pie if you want a bigger share. Collaborative-growth over zero-sum. **2026-04 live evidence: this repo (agamarora/agamarora) is open-source as a direct application of this principle.**",
      "tier": "1",
      "parent_theme": "theme.career-reflection",
      "status": "confirmed (live)",
      "evidence": "3 rounds, 2017-09-14 origin + 2026-04-26 repo-as-evidence"
    },
    {
      "type": "Belief",
      "id": "belief.ic-path-legitimacy",
      "label": "Individual Contributor path is a valid career arc. People management is critical but not for everyone. **2026 reframe: AI-era amplifies IC leverage — IC + AI agents = throughput closer to a small team than ever.**",
      "tier": "1",
      "parent_theme": "theme.career-reflection",
      "status": "confirmed",
      "evidence": "2 rounds, 2021-10-30 + 2026-04-26 reframe"
    },
    {
      "type": "Belief",
      "id": "belief.linkedin-as-instrumental-platform",
      "label": "LinkedIn is a platform to be gamed productively. Posting IS the thinking. The loop closes when others learn (build → post → teach → learn → build).",
      "tier": "1",
      "parent_theme": "theme.linkedin-as-instrument",
      "status": "confirmed",
      "evidence": "5 rounds, 2017-01-20 seed to 2024-07-04"
    },
    {
      "type": "Belief",
      "id": "belief.ship-the-prototype",
      "label": "Build to validate; don't just conceptualize. The prototype is the argument. (Absorbs former tinker-publicly belief as loop-closure framing per A3.)",
      "tier": "1",
      "parent_theme": "theme.personal-projects-tinkering",
      "status": "confirmed",
      "evidence": "5 rounds, 2020-05-19 canonical"
    },
    {
      "type": "Belief",
      "id": "belief.breadth-as-differentiation",
      "label": "Breadth of knowledge across domains is a professional differentiator.",
      "tier": "1",
      "parent_theme": "theme.breadth-as-differentiation",
      "status": "confirmed",
      "evidence": "R2 theme-level, 18+ posts E1-E4"
    },
    {
      "type": "Belief",
      "id": "belief.breadth-needs-depth",
      "label": "If your breadth has no depth, you are what one could call a Human-GPT. Choose your niche and invest. **Humanness-as-depth extension is Agam's synthesis (April 2024 EQ post predates September 2024 Mo Gawdat citation).**",
      "tier": "1",
      "parent_theme": "theme.breadth-as-differentiation",
      "status": "confirmed",
      "evidence": "3 rounds, 2024-04-12 anchor + April 2024 EQ post"
    },
    {
      "type": "Belief",
      "id": "belief.agent-first-ecosystem-instinct",
      "label": "ChatGPT plugins were the first AI marketplace. Early 2023 seed of the serving-lens agent thesis.",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2023-03-24"
    },
    {
      "type": "Belief",
      "id": "belief.application-layer-is-where-safety-lives",
      "label": "Agents should be kept away from decision-making unless evaluable programmatically; safety is an application problem.",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2026-01-06 canonical"
    },
    {
      "type": "Belief",
      "id": "belief.reversibility-over-consequences",
      "label": "Decouple tokens from decisions; GIT-style reversibility at orchestration layer.",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2026-01-06"
    },
    {
      "type": "Belief",
      "id": "belief.agent-layer-is-threat-surface",
      "label": "The model was not broken, the agent layer was; security vulnerabilities migrated from model weights to agent orchestration.",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2024-06-06 + 2025-11-17"
    },
    {
      "type": "Belief",
      "id": "belief.prompts-as-engineering-primitive",
      "label": "Prompts are plumbing inside the agent: guardrails, tool-calling, output parsing. Not user-facing UX.",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2025-07-17"
    },
    {
      "type": "Belief",
      "id": "belief.kill-prompting",
      "label": "We need to kill prompting. (Stance evolved per A1: prompting → context engineering → harness engineering. Verdict held; layer migrated.)",
      "tier": "2",
      "parent_theme": "theme.agent-first",
      "status": "",
      "evidence": "2024-12-24 + 2026 evolution"
    },
    {
      "type": "Belief",
      "id": "belief.ico-is-funding-not-product",
      "label": "ICO is a fundraising tool, not a product.",
      "tier": "2",
      "parent_theme": "theme.root",
      "status": "",
      "evidence": "2018-02-15"
    },
    {
      "type": "Belief",
      "id": "belief.ai-fluency-required",
      "label": "Modern jobs will soon require AI tools as fluent as PowerPoint and Excel.",
      "tier": "2",
      "parent_theme": "theme.ai-pm-skillset",
      "status": "",
      "evidence": "2023-03-19"
    },
    {
      "type": "Belief",
      "id": "belief.its-not-the-model-its-the-problem",
      "label": "Frame the business problem first; let model selection follow.",
      "tier": "2",
      "parent_theme": "theme.ai-pm-skillset",
      "status": "",
      "evidence": "2021-07-14"
    },
    {
      "type": "Belief",
      "id": "belief.moats-are-infra-talent-data",
      "label": "The three durable enterprise AI moats are infrastructure, talent, and data. The model is not on the list.",
      "tier": "2",
      "parent_theme": "theme.enterprise-ai-reality",
      "status": "",
      "evidence": "2024-12-04"
    },
    {
      "type": "Belief",
      "id": "belief.data-readiness-is-pipeline-not-corpus",
      "label": "AI-ready data means continuous collection and transformation systems, not just a large historical corpus.",
      "tier": "2",
      "parent_theme": "theme.enterprise-ai-reality",
      "status": "",
      "evidence": "2024-06-07 Collab"
    },
    {
      "type": "Belief",
      "id": "belief.quantified-self-as-mindfulness",
      "label": "It isn't the tool, it's the habit of being mindful with time.",
      "tier": "2",
      "parent_theme": "theme.second-brain",
      "status": "",
      "evidence": "2020-02-20"
    },
    {
      "type": "Belief",
      "id": "belief.personal-website-is-present-tense",
      "label": "You are a brand, and you should have your own nameplate. Ship it.",
      "tier": "2",
      "parent_theme": "theme.personal-projects-tinkering",
      "status": "",
      "evidence": "2023-04-16"
    },
    {
      "type": "Belief",
      "id": "belief.pm-is-featherless-hat",
      "label": "Product management is a featherless hat — omnipresent yet indistinguishable if done properly.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2021-09-22"
    },
    {
      "type": "Belief",
      "id": "belief.pm-as-parenting",
      "label": "Building a product is like raising a child — make tough decisions, protect from distortion.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2021-07-12"
    },
    {
      "type": "Belief",
      "id": "belief.data-literacy-is-pm-core",
      "label": "Correlation is not causation. Measurement discipline as PM fundamental.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2022-05-17 umbrella anchor"
    },
    {
      "type": "Belief",
      "id": "belief.build-measure-learn",
      "label": "Lean Startup loop. Smallest feature set, measure, iterate.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2016-01-04 earliest"
    },
    {
      "type": "Belief",
      "id": "belief.idea-validation-3-pillars",
      "label": "Value, Consumers, Scalability — three-pillar validation frame.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2020-07-04"
    },
    {
      "type": "Belief",
      "id": "belief.non-functional-reqs-are-dominant-failure-mode",
      "label": "Non-functional requirements are not tick boxes but primary PM work. (Renamed from belief.non-functional-reqs-are-55pct-of-failure; 55% Standish citation dropped per E4.)",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2024-03-08 Collab anchor"
    },
    {
      "type": "Belief",
      "id": "belief.design-thinking-as-speed-tool",
      "label": "Design thinking is stakeholder alignment + diverse feedback, not UI/UX first. Jupyter notebook + paper wireframe as feedback loop.",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "2024-05-24 Collab"
    },
    {
      "type": "Belief",
      "id": "belief.strong-opinion-about-no-strong-opinions",
      "label": "I have a very strong opinion about having no strong opinions. Paradox-as-voice. **Explicit named meta-belief on pm-taste page per A2 — licenses every other belief on that page.**",
      "tier": "2",
      "parent_theme": "theme.pm-taste",
      "status": "",
      "evidence": "3 rounds, 2021-12-12"
    },
    {
      "type": "Belief",
      "id": "belief.certifications-are-collectibles",
      "label": "Certifications fuel personal achievement but do not validate competence. Peer-voted badges acceptable; exam-gated certs rejected.",
      "tier": "2",
      "parent_theme": "theme.career-reflection",
      "status": "",
      "evidence": "2024-11-15 canonical"
    },
    {
      "type": "Belief",
      "id": "belief.muscle-memory-over-novelty",
      "label": "Deliberate practice via repetition of frameworks (re-watch, re-read) over novelty.",
      "tier": "2",
      "parent_theme": "theme.career-reflection",
      "status": "",
      "evidence": "2025-12-26 Doshi anchor"
    },
    {
      "type": "Belief",
      "id": "belief.two-roles-ahead-framing",
      "label": "When picking your next role, optimize for the role after that. Routine career heuristic Agam deploys in mentoring. **Elevated from peripheral to named belief tier per F2.**",
      "tier": "2",
      "parent_theme": "theme.career-reflection",
      "status": "",
      "evidence": "FarEye-to-AIonOS transition + mentoring evidence"
    },
    {
      "type": "Belief",
      "id": "belief.never-be-smartest-in-room",
      "label": "Never be the smartest person in the room; if you feel you are, get more people in the room or change the room. **Demoted from co-root to standard belief per F4. Scope: team-joining heuristic.**",
      "tier": "2",
      "parent_theme": "theme.career-reflection",
      "status": "",
      "evidence": "4 rounds, 2019-07-11"
    },
    {
      "type": "Belief",
      "id": "belief.ai-is-the-next-wave",
      "label": "theme.ai-pm-skillset origin node",
      "tier": "3",
      "parent_theme": null,
      "status": "peripheral (historical ancestor)",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.tech-as-enabler",
      "label": "theme.ai-pm-skillset historical note",
      "tier": "3",
      "parent_theme": null,
      "status": "peripheral (softened, not superseded)",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.gaming-as-economic-intuition",
      "label": "theme.personal-projects-tinkering historical context for V2 Games as career stage",
      "tier": "3",
      "parent_theme": null,
      "status": "peripheral",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.lead-yourself-first",
      "label": "theme.career-reflection historical",
      "tier": "3",
      "parent_theme": null,
      "status": "peripheral (E1)",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.mcp-as-enterprise-primitive",
      "label": "theme.enterprise-ai-reality ghost annotation",
      "tier": "3",
      "parent_theme": null,
      "status": "ghost (resume-grounded only, intentional under-share)",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.voice-as-enterprise-wedge",
      "label": "theme.voice-ai-craft ghost annotation",
      "tier": "3",
      "parent_theme": null,
      "status": "ghost (intentional under-share per Decision 2)",
      "evidence": ""
    },
    {
      "type": "Belief",
      "id": "belief.silence-precedes-crystallization",
      "label": "R4 REFINE/DEMOTE: Decision 5 binding + weak evidence (2 positive, 7 counter-cases). Re-homed as wiki narrative footnote.",
      "tier": "dropped",
      "status": "retired"
    },
    {
      "type": "Belief",
      "id": "belief.outcome-billing-over-hourly",
      "label": "R4 DEMOTE: single-surface, never restated in 12 years.",
      "tier": "dropped",
      "status": "retired"
    },
    {
      "type": "Belief",
      "id": "belief.tinker-publicly",
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      "date": "2025-09-29",
      "snippet": "0% automation driven through UI, 100% driven through MCP + APIs."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7396047657951064064",
      "urn": "urn:li:activity:7396047657951064064",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7396047657951064064/",
      "label": "The model wasn't broken, the agent layer was.",
      "date": "2025-11-17",
      "snippet": "The model wasn't broken, the agent layer was."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7414150680820547584",
      "urn": "urn:li:activity:7414150680820547584",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7414150680820547584/",
      "label": "This is not a research problem, but an application problem.",
      "date": "2026-01-06",
      "snippet": "This is not a research problem, but an application problem."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7447981735901949952",
      "urn": "urn:li:activity:7447981735901949952",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7447981735901949952/",
      "label": "Context > Prompt.",
      "date": "2026-04-09",
      "snippet": "Context > Prompt."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7452998640345853952",
      "urn": "urn:li:activity:7452998640345853952",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7452998640345853952/",
      "label": "Every future AI session reads the same brain and writes back to it.",
      "date": "2026-04-23",
      "snippet": "Every future AI session reads the same brain and writes back to it."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6349574083381944321",
      "urn": "urn:li:activity:6349574083381944321",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6349574083381944321/",
      "label": "Decision Management and ML platforms. The two hottest and profitable AI technolo",
      "date": "2017-12-21",
      "snippet": "Decision Management and ML platforms. The two hottest and profitable AI technologies right now."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6820970631484465152",
      "urn": "urn:li:activity:6820970631484465152",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6820970631484465152/",
      "label": "It's not about the model it's about the problem.",
      "date": "2021-07-14",
      "snippet": "It's not about the model it's about the problem."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7041317366437163008",
      "urn": "urn:li:activity:7041317366437163008",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7041317366437163008/",
      "label": "I find myself using ChatGPT for just about everything except product management ",
      "date": "2023-03-14",
      "snippet": "I find myself using ChatGPT for just about everything except product management - and it feels like the perfect fit... To me, tis but an extension."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7043263140091899904",
      "urn": "urn:li:activity:7043263140091899904",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7043263140091899904/",
      "label": "Modern jobs will soon require us to be as fluent in AI tools like Midjourney, Ch",
      "date": "2023-03-19",
      "snippet": "Modern jobs will soon require us to be as fluent in AI tools like Midjourney, ChatGPT, and others, as we are in traditional software."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7171171307559043072",
      "urn": "urn:li:activity:7171171307559043072",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7171171307559043072/",
      "label": "Being technical is not about knowing a technology but using the technology... pl",
      "date": "2024-03-06",
      "snippet": "Being technical is not about knowing a technology but using the technology... play with APIs when you are bored :)"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7178931908863561728",
      "urn": "urn:li:activity:7178931908863561728",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7178931908863561728/",
      "label": "1/ AI PMs working on improving the AI models / 2/ AI PMs using existing AI model",
      "date": "2024-03-28",
      "snippet": "1/ AI PMs working on improving the AI models / 2/ AI PMs using existing AI models to unlock growth... I feel the second one would have higher demand."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7199797475379978240",
      "urn": "urn:li:activity:7199797475379978240",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7199797475379978240/",
      "label": "One thing that worked for me and continues to help me with the need for speed is",
      "date": "2024-05-24",
      "snippet": "One thing that worked for me and continues to help me with the need for speed is design thinking. Don't confuse design thinking with making UI/UX first... I have a jupyter notebook where I try different models and a quick paper wireframe."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7214487241681772545",
      "urn": "urn:li:activity:7214487241681772545",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7214487241681772545/",
      "label": "I think I'll flaunt the Top AI badge for sometime since I have joined AIONOS as ",
      "date": "2024-07-04",
      "snippet": "I think I'll flaunt the Top AI badge for sometime since I have joined AIONOS as an AI Product Manager."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6314056957212876800",
      "urn": "urn:li:activity:6314056957212876800",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6314056957212876800/",
      "label": "Or would you help the market flourish while you try to make your healthy share?",
      "date": "2017-09-14",
      "snippet": "Or would you help the market flourish while you try to make your healthy share?"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6423036084040630272",
      "urn": "urn:li:activity:6423036084040630272",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6423036084040630272/",
      "label": "Go increase the size of the pie if you want a bigger share.",
      "date": "2018-07-12",
      "snippet": "Go increase the size of the pie if you want a bigger share."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7133126861819117568",
      "urn": "urn:li:activity:7133126861819117568",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7133126861819117568/",
      "label": "You should not go out to take. Instead evaluate are you giving enough and things",
      "date": "2023-11-22",
      "snippet": "You should not go out to take. Instead evaluate are you giving enough and things should start flowing from there."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7162451080759459840",
      "urn": "urn:li:activity:7162451080759459840",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7162451080759459840/",
      "label": "This kind of feedback... is more valuable than any badge.",
      "date": "2024-02-11",
      "snippet": "This kind of feedback... is more valuable than any badge."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7211156691101327360",
      "urn": "urn:li:activity:7211156691101327360",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7211156691101327360/",
      "label": "I wouldn't trade it for anything.",
      "date": "2024-06-25",
      "snippet": "I wouldn't trade it for anything."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7263044949686824960",
      "urn": "urn:li:activity:7263044949686824960",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7263044949686824960/",
      "label": "They are in no shape or means a validation of what you can and cannot do.",
      "date": "2024-11-15",
      "snippet": "They are in no shape or means a validation of what you can and cannot do."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7410323391465062400",
      "urn": "urn:li:activity:7410323391465062400",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7410323391465062400/",
      "label": "To get this into my muscle memory... Use this man's writing/talks as not just on",
      "date": "2025-12-26",
      "snippet": "To get this into my muscle memory... Use this man's writing/talks as not just one-offs, but commit to them."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7179449143407386624",
      "urn": "urn:li:activity:7179449143407386624",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7179449143407386624/",
      "label": "2024-03-29 · `urn:li:activity:7179449143407386624`**",
      "date": "2024-03-29",
      "snippet": "2024-03-29 · `urn:li:activity:7179449143407386624`**"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7214622697397448704",
      "urn": "urn:li:activity:7214622697397448704",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7214622697397448704/",
      "label": "built a considerable number of GenAI-based product concepts... demo'd to enterpr",
      "date": "2024-07-04",
      "snippet": "built a considerable number of GenAI-based product concepts... demo'd to enterprise customers."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7402319253036531712",
      "urn": "urn:li:activity:7402319253036531712",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7402319253036531712/",
      "label": "I am extremely opinionated about adding customization to products. To the point ",
      "date": "2025-12-04",
      "snippet": "I am extremely opinionated about adding customization to products. To the point where I feel like I've lost a hard-fought battle with myself if a PRD ends up including customization settings. My brain is wired to jump to the long-term horizon where today's 'super customizable' product eventually requires six months of implementation, an implementation partner, hundreds of training documents, and a roadmap item just to enable a true day-zero go-live."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6609782345678901248",
      "urn": "urn:li:activity:6609782345678901248",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6609782345678901248/",
      "label": "2019-12-01   Driver/mechanic/engineer post. The engineer who knows the concept c",
      "date": "2019-12-01",
      "snippet": "2019-12-01   Driver/mechanic/engineer post. The engineer who knows the concept can conceive the next tool. Breadth-with-"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6838000000000000000",
      "urn": "urn:li:activity:6838000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6838000000000000000/",
      "label": "2021-09-01   PM metaphor stack (featherless hat, 99-should-we-1-can-we). PM craf",
      "date": "2021-09-01",
      "snippet": "2021-09-01   PM metaphor stack (featherless hat, 99-should-we-1-can-we). PM craft as range of judgment across domains, n"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7127000000000000000",
      "urn": "urn:li:activity:7127000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7127000000000000000/",
      "label": "2023-11-01   Collab Articles grind begins. STP, JTBD, MVP, AARRR, NFR, Design Th",
      "date": "2023-11-01",
      "snippet": "2023-11-01   Collab Articles grind begins. STP, JTBD, MVP, AARRR, NFR, Design Thinking, impostor syndrome - range at pee"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7180000000000000000",
      "urn": "urn:li:activity:7180000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7180000000000000000/",
      "label": "2024-04-01   Human-GPT post. Breadth-needs-depth refinement crystallizes. Parent",
      "date": "2024-03-31",
      "snippet": "2024-04-01   Human-GPT post. Breadth-needs-depth refinement crystallizes. Parent belief bounded, not contradicted.   urn"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7213000000000000000",
      "urn": "urn:li:activity:7213000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7213000000000000000/",
      "label": "2024-07-01   AIonOS inside-out x outside-in narration. PM breadth crossed with a",
      "date": "2024-07-01",
      "snippet": "2024-07-01   AIonOS inside-out x outside-in narration. PM breadth crossed with applied AI depth. The depth-pick made the"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6379000000000000000",
      "urn": "urn:li:activity:6379000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6379000000000000000/",
      "label": "She was mostly the office generalist",
      "date": "2018-03-15",
      "snippet": "She was mostly the office generalist"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7184000000000000000",
      "urn": "urn:li:activity:7184000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7184000000000000000/",
      "label": "If your breadth has no depth, you are what one could call a Human-GPT. Choose yo",
      "date": "2024-04-12",
      "snippet": "If your breadth has no depth, you are what one could call a Human-GPT. Choose your niche and invest."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7207000000000000000",
      "urn": "urn:li:activity:7207000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7207000000000000000/",
      "label": "You can't be done with the studies ever in this role.",
      "date": "2024-06-14",
      "snippet": "You can't be done with the studies ever in this role."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7245000000000000000",
      "urn": "urn:li:activity:7245000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7245000000000000000/",
      "label": "if you know how to connect with humans you will be loved.",
      "date": "2024-09-25",
      "snippet": "if you know how to connect with humans you will be loved."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7353000000000000000",
      "urn": "urn:li:activity:7353000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7353000000000000000/",
      "label": "We humans are built this way: to deeply feel, to be affected, and still have the",
      "date": "2025-07-22",
      "snippet": "We humans are built this way: to deeply feel, to be affected, and still have the resilience to bounce back. And no AI will ever take that away."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7034426809358114816",
      "urn": "urn:li:activity:7034426809358114816",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7034426809358114816/",
      "label": "As an expert in prompt engineering... step-by-step roadmap.",
      "date": "2023-02-23",
      "snippet": "As an expert in prompt engineering... step-by-step roadmap."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7207229692557348864",
      "urn": "urn:li:activity:7207229692557348864",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7207229692557348864/",
      "label": "Start with context",
      "date": "2024-06-14",
      "snippet": "Start with context"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7452296800352305152",
      "urn": "urn:li:activity:7452296800352305152",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7452296800352305152/",
      "label": "10x more connections leading to richer more informed answers while also deliveri",
      "date": "2026-04-21",
      "snippet": "10x more connections leading to richer more informed answers while also delivering 10-20K token saving each time a complex query is thrown at the second brain."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7237024800895889408",
      "urn": "urn:li:activity:7237024800895889408",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7237024800895889408/",
      "label": "I have built a considerable number of GenAI-based product concepts... had the ch",
      "date": "2024-09-04",
      "snippet": "I have built a considerable number of GenAI-based product concepts... had the chance to demo many of them to potential enterprise customers."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7402026484919205888",
      "urn": "urn:li:activity:7402026484919205888",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7402026484919205888/",
      "label": "Six months of implementation, an implementation partner, hundreds of training do",
      "date": "2025-12-04",
      "snippet": "Six months of implementation, an implementation partner, hundreds of training documents, and a roadmap item just to enable a true day-zero go-live."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6859808635776897024",
      "urn": "urn:li:activity:6859808635776897024",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6859808635776897024/",
      "label": "People management is a critical skill but it's not for everyone... Individuals w",
      "date": "2021-10-30",
      "snippet": "People management is a critical skill but it's not for everyone... Individuals who believe in pursuit of functional expertise can now have a home."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7083000000000000000",
      "urn": "urn:li:activity:7083000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7083000000000000000/",
      "label": "The lowest common denominator came out to be hours put in.",
      "date": "",
      "snippet": "The lowest common denominator came out to be hours put in."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7214935682534957056",
      "urn": "urn:li:activity:7214935682534957056",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7214935682534957056/",
      "label": "AI Product Manager",
      "date": "2024-07-04",
      "snippet": "AI Product Manager"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6510000000000000000",
      "urn": "urn:li:activity:6510000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6510000000000000000/",
      "label": "I still remember clearly my professor at business school writing the big bold wo",
      "date": "",
      "snippet": "I still remember clearly my professor at business school writing the big bold words on the white board."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7171000000000000000",
      "urn": "urn:li:activity:7171000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7171000000000000000/",
      "label": "Being technical is not about knowing a technology but using the technology.",
      "date": "2024-03-06",
      "snippet": "Being technical is not about knowing a technology but using the technology."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7211000000000000000",
      "urn": "urn:li:activity:7211000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7211000000000000000/",
      "label": "The lowest common denominator came out to be hours put in.",
      "date": "2024-06-25",
      "snippet": "The lowest common denominator came out to be hours put in."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7475000000000000000",
      "urn": "urn:li:activity:7475000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7475000000000000000/",
      "label": "To get this into my muscle memory.",
      "date": "2025-12-26",
      "snippet": "To get this into my muscle memory."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-6226000000000000000",
      "urn": "urn:li:activity:6226000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:6226000000000000000/",
      "label": "This is an experiment, based on a random Reddit post I'm told that a post with l",
      "date": "2017-01-20",
      "snippet": "This is an experiment, based on a random Reddit post I'm told that a post with likes + images will spread pretty far on due to LinkedIn's broken algorithm. Thanks!"
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7162000000000000000",
      "urn": "urn:li:activity:7162000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7162000000000000000/",
      "label": "LinkedIn has a superior human feedback loop going on here... Funny, my perspecti",
      "date": "2024-02-11",
      "snippet": "LinkedIn has a superior human feedback loop going on here... Funny, my perspective on this yet my commitment to sharing my views every time I find a worthy enough question/article to contribute to."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7162000000000000001",
      "urn": "urn:li:activity:7162000000000000001",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7162000000000000001/",
      "label": "Contribute within the top 20% every 60 days. It's like a privilege bank account ",
      "date": "2024-02-11",
      "snippet": "Contribute within the top 20% every 60 days. It's like a privilege bank account with ever increasing Average Monthly Balance quotas."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7173000000000000000",
      "urn": "urn:li:activity:7173000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7173000000000000000/",
      "label": "Something has definitely changed. I couldn't point a finger at what. So ran a fe",
      "date": "",
      "snippet": "Something has definitely changed. I couldn't point a finger at what. So ran a few tests with the results below."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7263000000000000000",
      "urn": "urn:li:activity:7263000000000000000",
      "permalink": "https://www.linkedin.com/feed/update/urn:li:activity:7263000000000000000/",
      "label": "Certifications are collectibles that fuel our personal sense of achievement. The",
      "date": "2024-11-15",
      "snippet": "Certifications are collectibles that fuel our personal sense of achievement. They are in no shape or means a validation of what you can and cannot do."
    },
    {
      "type": "Post",
      "id": "post.urn-li-activity-7036000000000000000",
      "urn": "urn:li:activity:7036000000000000000",
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      "label": "2024-09-25   Three gates where scope creep is acceptable. Each gate is a should-",
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      "label": "My notes have never been so actionable thanks to ChatGPT's help. To me, tis but ",
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      "label": "Retrospection is a real powerful tool. Only after looking into my gaming behavio",
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      "label": "I have a jupyter notebook where I try different models and a quick paper wirefra",
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      "label": "Blockchain = Gamification decentralized.",
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      "label": "Somewhere in between blockchain and ICO the product is getting lost.",
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      "label": "I would catch on to the hype once Devin replaces its founders to build Devin 2.0",
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