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mizcausevic-dev/README.md

Miz Causevic

Engineering · Platform Architecture · B2B SaaS Technologist Boston, MA · ~30 years across IBM, CyberArk, Alteryx, Digital.ai, Gryphon.ai

I build the systems that sit between traffic, revenue, and the teams that operate them. Platform engineering, GTM systems, traffic integrity, digital intelligence, AI governance. Publicly: 396 repos, 60+ live properties, and 15+ production-style operator surfaces. I also author open specifications for the answer-engine era — and a fifteen-repo implementation stack that consumes them (Suite × Implementations). Polyglot by choice: the language fits the problem, not the resume.

"Long-lived credentials are tomorrow's incident reports. Build short-lived. Audit always. Document once."

TL;DR

  • Recruiters: platform engineer / systems architect shipping across GTM, cloud, identity, AI governance, and operator tooling.
  • CISOs / CTOs: buyer-safe control planes, evidence routing, policy enforcement, and synthetic-data workflow surfaces for regulated and enterprise operations.
  • Developers: start with docs.kineticgain.com, suite.kineticgain.com, and portfolio.kineticgain.com.
  • Founders / investors: monetization ladder already in motion across open source, templates, hosted operator surfaces, and embedded implementation work.
  • Fastest proof: portfolio.kineticgain.com for the live atlas, suite.kineticgain.com for the protocol layer, docs.kineticgain.com for guided entry points.

👁️ Quick Navigation

If you're here for... Jump to
Current scope and active build lanes Current expansion lane
Reusable implementation tooling Developer Toolkit
Live public properties and stack composition Live Now — 60+ properties + implementation stack
Vertical operator surfaces Industry Atlas
Local-first product work Sveska
Specs and governance infrastructure Kinetic Gain Protocol Suite

Publication note: many of the repos below were published in a concentrated May 2026 portfolio sprint. The dates reflect public packaging, CI, screenshots, and repo hardening, not the first moment the ideas or workstreams existed.

📡 Current expansion lane

The current public wave now spans revenue systems, traffic integrity, web-platform reliability, regulated workflow operations, a polyglot language atlas, and multi-cloud identity & platform governance:

  • GTM Systems & Growth — demand-gen automation, CRM routing, lifecycle control, offer motion
  • Traffic Integrity — bot mitigation, click-fraud reduction, clean analytics inputs
  • Digital Intelligence — attribution, telemetry, SEO governance, pipeline clarity
  • Platform Engineering — headless CMS, DevOps, core web vitals, resilient delivery
  • Regulated Workflow Systems — approval routing, obligation graphs, consent evidence, audit posture
  • Operational Command Surfaces — bookings, creator launches, menu sync, store incidents, permits, crop compliance
  • Language Atlas — real operator surfaces in Flutter, Julia, Python, Rust, Go, PHP, Kotlin, and more where the language fits the system shape
  • Cloud Identity, Platform, FinOps & Threat Detection — operator surfaces for Microsoft (Entra access reviews, Intune device compliance, M365 Purview retention), AWS (IAM Access Analyzer + GuardDuty triage), GCP (IAM policy drift + billing-anomaly routing), and Azure (landing-zone drift). Each is a synthetic-data operator console at production hardness — AGPL-3.0-or-later, dual-Node CI, dependabot, 95%+ coverage, deployed on its own kineticgain.com subdomain.

Early anchors in that lane:

  • revops-lead-router — control plane for lead enrichment, CRM routing, speed-to-lead posture, and queue integrity

  • fraud-click-filter · cf-bot-shield-tf · honeypot-form-validator · anomaly-log-hunter — traffic-integrity layer for blocking fraudulent sessions before they burn ad spend or poison analytics

  • dbt-multi-touch-attr · gtm-datalayer-standards · seo-vital-monitor · pipeline-velocity-dash — digital-intelligence layer for attribution, signal clarity, and route-level performance posture

  • offer-ladder-engine — offer-path and conversion-state control for pricing and package motion

  • edge-redirect-manager · headless-wp-vue-starter — web-platform layer for headless CMS delivery, route migration, preview-safe rendering, and SEO-conscious frontend architecture

  • regulatory-comment-intelligence-hub · contract-clause-obligation-graph · prior-authorization-evidence-router · patient-consent-audit-stream — regulated workflow layer for approvals, obligation mapping, evidence routing, and synthetic audit posture

  • creator-partnership-deal-desk · booking-disruption-command-center · menu-availability-sync-engine · store-ops-incident-board — launch and operations layer for creator programs, hospitality disruption handling, menu sync, and store incident response

  • flutter-operator-console · capacity-optimizer-jl · regulatory-reporting-mart — language-atlas proof that the portfolio ships real operator systems in Flutter/Dart, Julia, and Python, not just one web stack

  • Multi-cloud identity, platform, FinOps & threat-detection lane — eight operator consoles all at v1.0-prod, all running on their own kineticgain.com subdomain:

  • Horizontal composition tools for the Suite-as-parallel-structure thesis — four pieces that make the eight 6-packs demonstrably composable at runtime, structurally comparable as buyer reference, dashboard-observable as Suite-wide posture, and discoverable at the suite hub:

    • kg-suite-vertical-router — npm package + GitHub Action that auto-detects + routes ANY Suite artifact (Decision Card vault contract / Incident Card / Evidence Bundle manifest / audit-stream event / state-tracker event) to the right vertical-specific verification logic. One CLI command (kg-suite-route artifact.json) routes any artifact across any of the 6 verticals. Enforces 4 cross-cutting invariants: human-in-loop, FCRA permissible-purpose, NYC LL 144 candidate-notice, Incident-Card regulator-referral-evaluation structure.
    • kg-suite-vertical-comparator — generates AEO-friendly Markdown + JSON tables surfacing SAME canonical shapes vs DIFFERENT per-vertical design contributions across all 36 sibling spec repos. Pre-generated canonical CROSS-VERTICAL-COMPARISON.md covers the 6 × 6 matrix + 5 cross-cutting invariant tables. Plus per-artifact kg-suite-compare a b CLI. Reuse on procurement comparison sheets, RFPs, vendor due-diligence packages.
    • kg-suite-fleet-dashboard — single-file static HTML operator dashboard showing Suite-wide posture: hero count badges (6 verticals · 6 shapes · 36 repos · 5 invariants), per-vertical posture cards, cross-vertical posture-by-shape table, cross-cutting invariant compliance matrix, and CLI cards for router + comparator. Dark-themed, no framework, no build step, strict CSP. Live at mizcausevic-dev.github.io/kg-suite-fleet-dashboard/.
    • Eight dark-themed vertical mini-landings on suite.kineticgain.com/verticals/ — one buyer-facing page per vertical 6-pack with federal-floor regulatory anchor, canonical example, key design innovation, and all 6 sibling repos as cards.
  • HealthTech + EdTech + PropTech + InsurTech + HR Tech + FinTech + GovTech + LegalTech 6-packs — forty-eight sibling specs / profiles / labs that fan out the Suite's regulated-vertical coverage across eight verticals as parallel structures. Each vertical's six repos mirror the same six shapes (Decision Card vault profile · Incident Card profile · Evidence Bundle profile for compliance · Evidence Bundle profile for bias · Operator audit-stream schema · Operator regulatory-lifecycle tracker), so a buyer's tooling that processes one vertical's artifacts works on the other seven. All v0.1 draft, all MIT (spec-side licensing), all kinetic-gain-protocol-suite topic-tagged, all composing with each other via linked_records so a single deployment's evidence reads as one graph.

    HealthTech 6-pack (FDA + HIPAA + Section 1557 + IMDRF):

    • fhir-resource-access-audit — append-only ledger of which AI tool read which patient FHIR resource (HL7 FHIR AuditEvent → Suite audit-stream)
    • fda-samd-classification-board — hash-chained record + reference verifier for an AI/ML medical device's FDA SaMD classification lifecycle (510(k) / De Novo / PMA + PCCP per FDA Dec 2024 final)
    • hipaa-readiness-evidence-bundle — evidence-bundle-spec profile scoped to HIPAA Security Rule's 18 Administrative / Physical / Technical standards
    • clinical-bias-cohort-coverage-lab — pre-market + post-deployment bias coverage profile (OMB SPD 15 + Section 1557 + Fitzpatrick + equity metrics)
    • medical-adverse-event-incident-card — AI Incident Card profile mapping to FDA MedWatch + EU MDR vigilance + IMDRF AE Terminology + CTCAE-aligned severity
    • phi-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming HIPAA's 18 Safe Harbor identifier categories

    EdTech 6-pack (FERPA + COPPA + IDEA / Section 504 + ESSA + 50 state student-data-privacy regimes):

    • student-data-access-audit-stream — append-only ledger of which AI tool read which student record under what FERPA exception or COPPA consent basis. CEDS + Ed-Fi semantics → Suite audit-stream
    • state-ai-disclosure-state-tracker — hash-chained per-state lifecycle record for the 50 state student-data-privacy + state-AI-policy regimes (IL SOPPA, CA AB 1584 + AB 2876, TX HB 18 / SCOPE, NY ED Law 2-d, VA ChAIPA, etc.). Per-state state machine + verifier
    • ferpa-readiness-evidence-bundle — evidence-bundle-spec profile scoped to FERPA's 8 obligation families (annual notification, school-official exception, directory information, consent, records of disclosure, amendment, breach response, vendor procurement controls)
    • student-cohort-bias-coverage-lab — bias coverage profile scoped to ESSA accountability subgroups (race per OMB SPD 15, EL, IDEA/504, migrant, gender per Title IX) + EdTech additional dimensions (Fitzpatrick analog: EL WIDA proficiency, foster, homeless, primary home language)
    • ai-student-record-incident-card-profile — AI Incident Card profile mapping severity/type fields to FERPA + COPPA + IDEA + Section 504 + Title VI/IX/504 civil rights + per-state breach-notification taxonomies, plus a CTCAE-analog instructional-impact severity scale
    • pii-student-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming FERPA's 7 §99.3 PII categories AND COPPA's 10 §312.2 PI categories (2025 refresh) AND a four-doctrine consent_basis_taxonomy

    PropTech 6-pack (RESPA + ECOA Reg B + Fair Housing Act + HMDA + GLBA Safeguards + CFPB UDAAP + 50 state real-estate-AI regimes):

    • mortgage-decision-record-audit-stream — per-mortgage-application AI-tool-access events, hash-chained for ECOA Reg B 12 CFR 1002.12 + GLBA + HMDA + CFPB UDAAP recordkeeping. MISMO + Fannie Mae URLA semantics → Suite audit-stream. human_underwriter_required invariant blocks autonomous adverse-action issuance
    • state-real-estate-ai-disclosure-tracker — per-state lifecycle ledger of US state real-estate / mortgage / appraisal / tenant-screening AI-disclosure laws. State machine + verifier. Seed: CA SB 942, CO SB 24-205, IL HB 3773, NY S 1169, TX HB 1709 (TRAIGA)
    • respa-readiness-evidence-bundle — evidence-bundle-spec profile scoped to mortgage / real-estate AI compliance readiness across 10 obligation families (RESPA, ECOA Reg B, TILA-RESPA TRID, Fair Housing, HMDA, GLBA Safeguards, CFPB UDAAP, ALTA Best Practices, NAR 2024 Settlement, state real-estate AI laws)
    • mortgage-applicant-bias-coverage-lab — pre-deployment + ongoing-monitoring bias coverage profile for AI mortgage / appraisal / pricing tools. ECOA Reg B 9 protected classes + Fair Housing Act 7 classes + mortgage dimensions (LTV/DTI bands, MSA, census tract, majority-minority-tract flag). EEOC four-fifths-rule canonical disparate-impact threshold
    • title-chain-evidence-incident-card-profile — AI Incident Card profile mapping severity / type fields to CFPB UDAAP + ECOA + Fair Housing + RESPA Section 8 + title-chain integrity event taxonomies
    • mls-data-access-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming RESPA + ECOA + Fair Housing + MLS + GLBA data categories AND a 7-doctrine consent_basis_taxonomy

    InsurTech 6-pack (NAIC AI Model Bulletin Nov 2023 + state DOI adoptions + NY DFS Circular Letter 7 + CO SB 21-169 + CA DOI Bulletin 2022-5 + FCRA + GLBA + ACORD):

    • insurance-decision-record-audit-stream — per-application / claim / pricing AI-tool-access events, hash-chained. Covers underwriting + claims + pricing under one schema with kind enum branching. ACORD-bridged. human_adjudicator_required invariant scoped to adverse-action-capable kinds + recommendations
    • state-insurance-ai-disclosure-tracker — per-state lifecycle ledger of US state DOI AI bulletins / circular letters / regulations / statutes. 9-state lifecycle + 6-vehicle taxonomy. Seed: CT (first NAIC adoption), NY DFS CL 7, CO 3 CCR 702-10 (CO SB 21-169 implementation), CA Bulletin 2022-5, WA TAA 2024-04
    • naic-ai-bulletin-readiness-evidence-bundle — evidence-bundle-spec profile scoped to NAIC AI Model Bulletin (Nov 2023) readiness across 6 obligation families (governance · risk-management · third-party-ai · testing-validation · consumer-protection · state-doi-examination-readiness). NY DFS CL 7 + CO 3 CCR 702-10 overlays
    • insurance-applicant-bias-coverage-lab — pre-deployment + ongoing-monitoring bias coverage profile. CO SB 21-169 + NAIC §3 + NY DFS CL 7 + EEOC four-fifths-rule + the insurance-unique actuarial-soundness-defended coverage status (recognizes apparent gaps that are actuarially justified)
    • unfair-discrimination-incident-card-profile — AI Incident Card profile for insurance unfair-discrimination / biased decisioning / NAIC governance gaps / ECDIS defects / FCRA-dispute patterns / state DOI exam findings. 10 event types + 4-tier severity + 6 regulator-referral pathways with evaluation-state tracking
    • policyholder-data-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming 15 insurance-data categories (ACORD-family + external consumer data + media + protected-class data) + 7-doctrine consent_basis + 9 protection levels + 5 vendor due-diligence artifacts. Protected-class data default: tokenized AND NOT a model input

    HR Tech 6-pack (EEOC AI Guidance May 2023 + Title VII + ADA + ADEA + GINA + OFCCP + NYC Local Law 144 + IL 820 ILCS 42 Video Interview Act + MD HB 1202 Facial Recognition + CO SB 24-205):

    • employment-decision-record-audit-stream — per-hiring / promotion / performance / termination AI-tool-access events, hash-chained. 14-kind event taxonomy. Workday/UKG/Greenhouse-bridged. Two distinct invariants: human-hiring-decision-required + NYC LL 144 candidate-notice-provided (the only Suite audit-stream with two orthogonal invariants because LL 144 imposes a candidate-notice obligation independent of human-in-loop)
    • state-employment-ai-disclosure-tracker — per-jurisdiction lifecycle ledger of US state + local employment-AI laws. First Suite tracker supporting sub-state jurisdictions (US-XX-CITY pattern, because NYC LL 144 is THE headline). Seed: NYC LL 144, IL 820 ILCS 42 + HB 3773, MD HB 1202, CA AB 331 (withdrawn), CO SB 24-205
    • eeoc-readiness-evidence-bundle — evidence-bundle-spec profile scoped to EEOC AI Guidance (May 2023) readiness across 6 obligation families (title-vii-disparate-impact · ada-accommodation · adea-age-fairness · gina-genetic-info-prohibition · eeoc-recordkeeping · ofccp-federal-contractor)
    • employment-candidate-bias-coverage-lab — pre-deployment + ongoing-monitoring bias coverage profile. NYC LL 144 annual-bias-audit + UGESP four-fifths-rule + UGESP §1607.5(D) 2-SD practical-significance test + Bostock SO/GI expansion + the HR-Tech-unique accommodation-pathway-impairment coverage status
    • employment-ai-incident-card-profile — AI Incident Card profile for employment-AI consumer-harm events. 13 event types + 4-tier severity + 7 regulator-referral pathways (EEOC + state civil-rights agency + NYC DCWP + OFCCP + DOJ + ADA-Rehab-503 + state AG) with evaluation-state tracking
    • candidate-data-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming 19 candidate-data categories + 7-doctrine consent_basis + 9 protection levels + 5-flag ADA accommodation pathway block + 7 vendor due-diligence artifacts. 6 categories default tokenized-and-not-as-model-input-by-default (biometric features, credit-check, social-media-scrape, protected-class self-ID, accommodation request, ADA medical doc)

    FinTech 6-pack (CFPB AI bulletin 2023 + CFPB Section 1071 + CFPB Section 1033 + CFPB UDAAP + OCC/FRB/FDIC joint AI statement 2023 + OCC Bulletin 2011-12 + FRB SR 11-7 + ECOA Reg B + FCRA Reg V + GLBA Safeguards + BSA/AML + SEC/FINRA. Distinct from PropTech mortgage):

    • financial-decision-record-audit-stream — per-consumer-credit / deposit / payment / fraud / AML / robo-advisor / Section-1071-small-business AI-tool-access events, hash-chained. 15-kind event taxonomy across 19 product lines. Two orthogonal invariants: human-credit-officer-required AND FCRA permissible-purpose required (every credit-bureau pull must cite FCRA §604)
    • state-financial-ai-disclosure-tracker — per-state lifecycle ledger of US state banking-regulator regulations + state-AG enforcement + state statutes. First Suite tracker supporting multi-regulation per state (CA CCFPL statute + CA DFPI 10 CCR 1060-1077 implementation as parallel lifecycle streams). Seed: NY Part 500 + 2nd Amendment, CA CCFPL + DFPI 10 CCR, CO SB 24-205, IL HB 3773, TX HB 1709
    • cfpb-readiness-evidence-bundle — evidence-bundle-spec profile across 8 obligation families (model-risk-management · ECOA Reg B · FCRA Reg V · GLBA Safeguards · BSA/AML · Section 1071 small business · Section 1033 financial data rights · CFPB UDAAP). ECOA-specific P760D (25-month) recordkeeping freshness floor
    • financial-applicant-bias-coverage-lab — pre-deployment + ongoing-monitoring bias coverage profile. ECOA Reg B 9 protected classes + Section 1071 minority/women/LGBTQI-owned business status + FinTech-specific dimensions (credit-score band, channel online vs in-branch, thin-file vs thick-file). Adds business-necessity-defended AND redlining-pattern-flagged coverage statuses
    • financial-ai-incident-card-profile — AI Incident Card profile for FinTech AI consumer-harm events. 15 event types + 4-tier severity + 9 regulator-referral pathways including primary-federal-supervisor-notification (routes to OCC / FRB / FDIC / NCUA per institution type) + fincen-sar-narrative-update + cfpb-fair-lending-referral
    • financial-customer-data-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming 17 financial-data categories + 10-doctrine consent_basis + 10 protection levels + 8 vendor due-diligence artifacts. Section 1071 demographic + ECOA-protected-class default tokenized-and-not-as-model-input-by-default. Section 1033 data-portability window in retention envelope

    GovTech 6-pack (OMB M-24-10 + AI Bill of Rights + Section 508 + Privacy Act + FOIA + NIST AI RMF + EO 14110 [rescinded] / EO 14179 + FedRAMP + state government AI laws — covers government's OWN AI use, distinct from prior 6 verticals which cover government-as-regulator):

    • government-decision-record-audit-stream — per-federal / state / local AI decision-record events, hash-chained. 16-kind event taxonomy across benefit determination + federal contracting + FOIA + tax admin + law enforcement + chatbot + regulatory permit. First Suite audit stream with THREE orthogonal invariants: human-agency-officer + Federal AI Use Case Inventory + classification-clearance (E.O. 13526 / 32 CFR Part 2002 CUI ordered enforcement)
    • state-government-ai-disclosure-tracker — per-jurisdiction lifecycle ledger of US federal EOs + OMB memos + state government AI laws + local AI ordinances. Includes rescinded lifecycle state (executive orders + memos uniquely susceptible). Seed: OMB M-24-10 effective, EO 14110 rescinded by EO 14179, CT Public Act 23-16, NYC AI Mayoral Action Plan
    • omb-m24-10-readiness-evidence-bundle — evidence-bundle-spec profile across 8 obligation families covering OMB M-24-10 governance + Federal AI Use Case Inventory + rights-impacting + safety-impacting minimum practices + OMB M-24-18 procurement + Section 508 accessibility + Privacy Act / FOIA + NIST AI RMF
    • government-applicant-bias-coverage-lab — pre-deployment + ongoing-monitoring bias coverage profile. OMB M-24-10 §5(d) + Title VI + ADA Title II + Section 1557 + OFCCP-equivalent + EEOC four-fifths-rule. Adds GovTech-unique Title VI LEP dimension + accessibility-pathway-impairment + agency-civil-rights-finding-pending coverage statuses
    • government-ai-incident-card-profile — AI Incident Card profile for federal / state / local government AI consumer-harm events. 18 event types — most extensive of any vertical Incident Card because government AI has the widest event-type surface area (multiple internal regulators + multiple external regulators + congressional oversight + state AG overlay + Federal AI Use Case Inventory inaccuracy as distinct event). 10 regulator-referral pathways including the GovTech-unique federal-ai-use-case-inventory-correction
    • citizen-data-vault-contract-profile — AI Procurement Decision Card v0.3 vault contract profile naming 15 government-data categories. 10 protection levels including GovTech-unique clearance-gated (REQUIRES matching agent_clearance_level) + tokenized-with-foia-exemption-tagging + tokenized-with-language-code-cleartext (Title VI LEP routing). REQUIRED ai_use_case_inventory_block — the OMB M-24-10 §3(a) inventory-publication requirement encoded directly into the Decision Card (no other vertical has this)

    LegalTech 6-pack (ABA Model Rules 1.1c8 + 1.6 + 1.6(c) + 1.7 + 1.9 + 3.3 + 5.3 + 5.5 + attorney-client privilege + work-product doctrine + state bar opinions (CA / NY-COSAC / FL / DC / PA / TX / IL) + Mata v. Avianca-era federal court standing orders — covers attorneys' OWN AI use ethics, distinct from prior 7 verticals):

    • matter-decision-record-audit-stream — per-matter privileged decision events, hash-chained. 14-kind event taxonomy. FIRST Suite audit stream where resource.privilege_tier is REQUIRED on every event — 8-value taxonomy (privileged · work-product · joint-defense · common-interest · public-record · pre-litigation-investigative-privilege · tribunal-disclosure-required · opposing-party-quarantine). Three invariants: privilege-tier consistency + engagement-letter binding (ABA 1.7/1.9) + citation-validation-before-production-ready (anti-Mata-v-Avianca)
    • state-bar-ai-disclosure-tracker — jurisdiction-spanning lifecycle tracker. 9 jurisdictions seeded (ABA + 7 state bars + SDNY Mata v. Avianca sanction). Same bar_jurisdiction field accepts both state bar (US-CA-BAR) and federal court (SDNY) identifiers
    • aba-rule-1-6-readiness-evidence-bundle — evidence-bundle-spec profile. 8 obligation families × 35 required evidence kinds. Treats attorney-client privilege + work-product doctrine as TWO separate families (waiver mechanics differ from confidentiality)
    • legal-applicant-bias-coverage-lab — bias coverage for legal AI (jury selection, sentencing, immigration triage, public defender caseload, eDiscovery TAR). Three LegalTech-unique subgroups (indigent_defendant_status / immigration_status / criminal_history_band) + compas-cautionary-pattern-detected + batson-pattern-detected coverage statuses + supervising-attorney review REQUIRED on four trigger categories (lab gates, doesn't just measure)
    • legal-ai-incident-card-profile — 18 event types incl Mata-v-Avianca court-sanctioned-hallucination. 6-code privilege_waiver_risk_taxonomy (Fed. R. Evid. 502(d) clawback as distinct rung — no other vertical Incident Card has this). ed25519 signature REQUIRED (LegalTech tightens this; sibling verticals leave it optional). Criminal-defense Sixth-Amendment effective-assistance disclosure as a first-class referral pathway
    • attorney-client-data-vault-contract-profile — design centerpiece. 18 attorney-client-data categories × 8 privilege tiers (same enum as the audit-stream — typed cross-repo binding). 4 LegalTech-unique runtime invariants: cross-matter-firewall + privilege-marker stamping + opposing-party-quarantine enforcement + no-training-data-use vendor contract clause REQUIRED. Two LegalTech-unique protection levels: tokenized-and-not-as-model-input-by-default-cross-matter + privilege-marker-required-on-every-disclosure
  • Polyglot Operator Reporting lane — three new operator surfaces in three different runtimes, each picked because the language fits the problem (mobile briefings → Flutter, scientific optimization → Julia, warehouse-style mart → Python). All v1.0-prod, all subdomain-deployed:

Current public GitHub count: 459 repos (LegalTech 6-pack pushes the count past 459). Operator-surface hardening backlog (squad doctrine v1.1): 49 .kineticgain.com subdomains now at v1.0-prod, every Codex-shipped v0.1 caught up — zero gaps remaining at the cutoff. The full grouped index is at kineticgain.com/constellation. Constellation security posture: 30 / 30 buyer-facing surfaces at A/90 on the kg-header-audit rubric — HSTS preload-ready, CSP locked, fonts self-hosted, COEP require-corp enabled.

🪝 Request-time governance bridge family

Three sibling repos enforce a buyer's AI Procurement Decision Card → PolicyBundle at request time, one per upstream surface — the v2 strategy's IBM-credibility flagship lane. Same primitive (deny-trumps-allow eval, x-kg-correlation-id propagation, audit-stream emission), three platforms:

🛡️ Decision Card → vault contract family

Same buyer-published AI Procurement Decision Card (now at v0.3), a different enforcement axis: instead of gating requests, this family gates field-level PII at the seam. The Decision Card declares data_vault_targets[] (v0.2 — who can read) and retention_envelope[] (v0.3 — how long the data lives and how deletion is signed). Four sibling surfaces consume one contract:

  • ai-procurement-decision-spec — the JSON Schema (v0.2 adds data_vault_targets, v0.3 adds retention_envelope with per-field TTL + ed25519-signed deletion-proof endpoints)
  • kg-skyyflow-klaviyo-bridge — Node lib + CLI · audit · tokenize · detokenize · transform (webhook → Klaviyo) · per-field protection levels (none / masked / tokenized) · v0.2.0 · AGPL-3.0
  • skyyflow-klaviyo-bridge-console — React + Vite operator console for the bridge engine: dashboard · live webhook simulator with a 3-stage animated pipeline · field mapper · sync log stream
  • rag-sentinel — tokenize-before-index for RAG pipelines (server-side enforcement of the same contract)
  • deal-desk-workspace — RBAC-aware reveal for the deal-desk surface (client-side enforcement of the same contract)

One Decision Card, four enforcement points. Same SkyyflowVault interface across server-side (rag-sentinel), client-side (deal-desk-workspace, console), pipeline-side (bridge lib), and CLI.

🧰 Developer Toolkit

Fourteen new public repos now sit underneath the portfolio as a reusable developer toolkit layer:

These are not customer-facing protocol specs. They are the implementation toolkit underneath the protocol layer: manifest scanning, disclosure generation, tool drift detection, runtime adapters, evidence integrity, cost spans, and Kubernetes-native governance publishing.


🧭 Next horizon — Vertical × Monetization matrix (v2 expansion)

The next ~10 operator-surface repos are organized as three sub-verticals × four-tier monetization ladder, with SEO and security posture as first-class concerns on every repo. Each lane lands on a real enterprise platform; each repo carries the credible "from someone who lived in this stack" hook — IBM enterprise integration · CyberArk identity · Alteryx analytics.

Three sub-verticals:

Sub-vertical Platforms Buyer Placement
Workflow / CX IBM watsonx Governance · Genesys Cloud · Camunda 8/Zeebe CISO / CTO / Platform Eng / VP CX Kinetic Gain Suite
Workforce / Internal Comm UKG Pro · employee-AUP cross-cut · FirstUp (second-tier priority) CISO / Head of HR Tech / Compliance Kinetic Gain Suite
Growth Ops Klaviyo EP · VWO REST · MarTech-stack cross-cut CMO / RevOps / Growth Eng Lane under Kinetic Gain (growth.kineticgain.com) — brand split deferred until demand proves it

Four-tier monetization ladder per repo (honest tier wording):

Tier What ships Pricing README phrasing
1 · Free operator surface Public README + static dashboard + CLI + synthetic fixtures at <repo>.kineticgain.com $0 "Free now" — only once deployed and CI-green
2 · Template / policy pack Governance YAMLs · dashboard configs · audit checklist templates · CSV starter datasets $49–$199 "Template pack available" OR "Template pack planned" — never imply available if not
3 · Hosted SaaS OAuth into tenant · multi-tenant scheduling · signed evidence packets $99–$499 / mo "Hosted preview" — only when a real OAuth + tenant path exists; otherwise omit
4 · KGE module Embedded in-app dashboard inside the customer's own product, per kineticgain.com/embedded $1.5K–$7.5K / mo "Embedded available by engagement" — direct-contract phrasing, no signup form

Tier-4 runtime SDK shipped (2026-05-30): kinetic-gain-embedded v0.1 — drop-in TypeScript SDK (Apache-2.0, zero runtime deps, dual ESM/CJS) for B2B SaaS embedders. Emits hash-chained audit events, enforces Decision Card vault contracts before AI tools touch sensitive data, signs with ed25519. 42 tests across 4 suites; CI matrix on Node 20+22. The runtime side of the Suite; hosted tiers stack on top.

Default for a tier-1-only repo: list tiers 1 + 2-planned only. No SaaS-looking promises without an OAuth + billing + tenant + support motion behind them.

Cross-cutting (every repo, no exceptions):

  • SEO — dark slate/blue theme · descriptive dofollow anchors · /.well-known/ Suite docs · hub-and-spoke interlinking · GH topics + homepage set · sitemap entry
  • Security — read-only by default · minimal OAuth scopes · no tenant credentials in repo · synthetic fixtures only · evidence packets signed (ed25519 once pulse-signing.json ships)
  • Compliance language (broad) — across HIPAA · FERPA · SOC 2 · GDPR · ISO 27001 · accessibility (WCAG/ADA) · AI governance (NIST AI RMF, EU AI Act, ISO 42001): always frame as readiness · evidence · posture · controls · scaffolding. Never "certified" / "compliant" unless truly audited and currently attested. No "BAA" / "DPA" / "PHI" / "PII" / "audit ready" promises without legal review.
  • Anti-overlap discipline — before opening any new repo, document core primitive · target buyer · target platform · monetization tier path · nearest existing repo · why distinct. Blocks the "same surface, different wrapper" drift.
  • Pulse universe entry — every deploy adds its CNAME to the AI Procurement Pulse universe, additively · async if possible · non-fatal on failure. Pulse-entry never blocks a publish.

Phase 0 anchors (founder-credibility-ordered):

  1. ibm-watsonx-governance-bridgefounder-credibility flagship. IBM is the most credible "lived in this stack" hook in the portfolio; watsonx Governance is the cleanest disclosure-shaped target.
  2. genesys-cx-disclosure-boardenterprise workflow/CX flagship. Warmest CISO/VP-CX buyer + highest tier-4 KGE fit.
  3. klaviyo-flow-consent-auditGrowth Ops flagship. Cleanest CMO/RevOps narrative; consent-state lineage is a timely angle.

Three anchors prove the four-tier ladder in three distinct buyer contexts before the remaining 7 fill out at tier-1 + tier-2-planned. FirstUp deferred to second-tier priority — good fit, weaker instant recognition than IBM/Genesys/Camunda/UKG/Klaviyo/VWO.


🚀 Live Now — 60+ properties + implementation stack

The portfolio runs on two parallel layers that compose:

  1. A growing network of productized open-source properties live at kineticgain.com subdomains — front doors, per-spec landings, operator dashboards, vertical command surfaces, vendor directory, and prompt-injection bench. All push-to-deploy via GitHub Actions FTP CI/CD. Front door: suite.kineticgain.com · Quickstart hub: docs.kineticgain.com · Live portfolio constellation across every public repo: portfolio.kineticgain.com.
  2. Fifteen-repo Suite Implementation Stack — the software that consumes the Kinetic Gain Protocol Suite specs. Decision Intelligence engines · Platform Reliability primitives · MCP servers · data-contract enforcement · ed25519 attestation · drift detection · streaming validators. All CI-green, all semver-tagged at v0.1.0, all MIT-licensed. Four cross-ecosystem hooks chain them into one composable system. The catalog: Suite × Implementations. The compliance mapping: NIST AI RMF crosswalk (v0.2 includes the implementation-tooling alignment).

🕸️ How it composes

flowchart TB
    classDef spec fill:#10b981,stroke:#065f46,color:#fff,stroke-width:2px
    classDef hook fill:#3b82f6,stroke:#1e40af,color:#fff,stroke-width:2px
    classDef sup fill:#f3f4f6,stroke:#6b7280,color:#1f2937
    classDef stream fill:#f59e0b,stroke:#92400e,color:#fff
    classDef mcp fill:#a855f7,stroke:#581c87,color:#fff,stroke-width:2px

    SPECS["📐 11 Kinetic Gain Protocol Suite specs<br/>AEO · Agent · Tool · Tutor · AUP · Disclosure<br/>Evidence · Provenance · Clinical · Incident · Decision"]:::spec

    SPECS -->|"#1 ingest Suite docs"| PDA["procurement-decision-api<br/>drafts Decision Cards"]:::hook
    PDA -->|"#2 conditions → runtime gates"| PAC["policy-as-code-engine<br/>PolicyBundle enforcement"]:::hook
    PDA -->|"#3 extract owners"| DCR["data-contract-registry<br/>schema + SLAs"]:::hook
    DCR -->|"#4 streaming CSV check"| CDQ["csv-data-quality-rs<br/>row-by-row validation"]:::hook

    SPECS -.->|sign + verify| HA["hash-attestation-rs<br/>ed25519 over canonical hash"]:::sup
    SPECS -.->|drift detection| AVS["aeo-validator-service<br/>always-on validation"]:::sup
    AVS -.->|JSONL feed| AGE["aeo-graph-explorer-rs<br/>graph-query layer #5"]:::sup
    SPECS -.->|incident → plan| ICR["incident-correlation-rs<br/>Suite-graph BFS"]:::sup
    ICR -.->|drives| PAC

    PDA --> AS
    PAC --> AS
    DCR --> AS
    AVS --> AS
    ICR --> AS
    HA --> AS
    AS["📋 audit-stream-py<br/>hash-chained tamper-evident spine"]:::stream

    SPECS ==>|spec tools| MCP
    PDA ==>|preview tools| MCP
    AS ==>|event tools| MCP
    HA ==>|verify tools| MCP
    MCP["🤖 mcp-kinetic-gain v0.7.1<br/>63 tools · one Claude Desktop config entry"]:::mcp
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Green = spec layer (the foundation). Blue = the four cross-ecosystem hooks that make it a stack rather than a pile. Grey = supporting implementation tools that feed into either side. Amber = the tamper-evident audit spine every governance moment writes to. Purple = the unified MCP surface that exposes the whole thing to Claude through one config entry.

📋 The audit-stream spine — seven producers, two ecosystems

Zoom in on the amber spine: every governance moment in the stack writes to one hash-chained, tamper-evident log via audit-stream-py. Same opt-in env-var contract (AUDIT_STREAM_URL) across all seven producers; same best-effort semantics (a failed POST is logged, never raised). 17 event kinds, seven producers, four FastAPI services + three Rust crates, all feeding one verifiable narrative an auditor can replay end-to-end.

flowchart LR
    classDef pyprod fill:#3b82f6,stroke:#1e40af,color:#fff,stroke-width:2px
    classDef rsprod fill:#dea584,stroke:#92400e,color:#1f2937,stroke-width:2px
    classDef spine fill:#f59e0b,stroke:#92400e,color:#fff,stroke-width:3px
    classDef sink fill:#f3f4f6,stroke:#6b7280,color:#1f2937

    PDA["procurement-decision-api<br/>Python · FastAPI"]:::pyprod
    AVS["aeo-validator-service<br/>Python · FastAPI"]:::pyprod
    PCE["policy-as-code-engine<br/>Python · FastAPI"]:::pyprod
    DCR["data-contract-registry<br/>Python · FastAPI"]:::pyprod
    HA["hash-attestation<br/>Rust · crypto library"]:::rsprod
    ICR["incident-correlation<br/>Rust · graph library"]:::rsprod
    AGE["aeo-graph-explorer<br/>Rust · axum service"]:::rsprod

    PDA -->|"decision_card_drafted"| AS
    AVS -->|"watch_created<br/>watch_drifted<br/>watch_validity_flipped"| AS
    PCE -->|"policy_bundle_registered<br/>request_allowed<br/>request_denied"| AS
    DCR -->|"contract_promoted<br/>contract_deprecated<br/>contract_compatibility_failed"| AS
    HA -->|"attestation_signed<br/>attestation_verified<br/>attestation_failed"| AS
    ICR -->|"incident_correlated<br/>incident_correlation_failed"| AS
    AGE -->|"graph_ingested<br/>graph_ingest_failed"| AS

    AS{{"📋 audit-stream-py<br/>hash-chained · tamper-evident<br/>SSE live tail · REST query · GET /verify"}}:::spine

    AS -->|GET /events/stream| LT["governance dashboards<br/>(live tail)"]:::sink
    AS -->|GET /events| Q["compliance evidence<br/>(REST query)"]:::sink
    AS -->|GET /verify| V["auditor replay<br/>(walk the chain)"]:::sink
Loading

Blue = Python FastAPI producers. Tan = Rust producers (two libraries gated behind --features audit-stream so library consumers can strip out the HTTP dep, one axum service with the feature on by default). Amber = the spine itself. Grey = the three downstream surfaces auditors and operators consume.

Hubs + tools

Property What it does Buyer
suite.kineticgain.com Kinetic Gain Protocol Suite — canonical front door for all 11 open AI governance specs + NIST AI RMF crosswalk Recruiters / investors / generalist
docs.kineticgain.com Quickstart hub — per-role guides (CISO / district / healthcare vendor / answer engine) + canonical /.well-known/ path map New visitors / implementers
directory.kineticgain.com Vendor directory — curated list of domains publishing Kinetic Gain documents Procurement reviewers
examples.kineticgain.com Examples gallery — pick a spec, see its canonical example with JSON highlight Developers / spec authors
walker.kineticgain.com well-known-walker — paste any domain, see every Kinetic Gain disclosure it publishes Procurement / Risk reviewers
bench.kineticgain.com prompt-injection-bench — visual harness, paste a JSONL transcript, see pass rates CISO / Red-team / Trust & Safety
pulse.kineticgain.com AI Procurement Pulse — quarterly research index of vendor AI governance disclosure across the open internet Journalists / Analysts / Buyers

Per-spec landing pages (one per spec in the Suite)

Property Spec Buyer
aeo.kineticgain.com AEO Protocol — interactive visualizer Platform Eng / AEO
prompts.kineticgain.com Prompt Provenance LLM Platform / SRE
agents.kineticgain.com Agent Cards Platform Eng / Procurement
evidence.kineticgain.com AI Evidence Format RAG / Search / Answer engines
toolcards.kineticgain.com MCP Tool Cards MCP authors / Platform Sec
tutor.kineticgain.com AI Tutor Cards EdTech / District Procurement
student.kineticgain.com Student AI Disclosure Academic integrity / LMS
aup.kineticgain.com Classroom AI AUP District / school / instructor
clinical.kineticgain.com Clinical AI Disclosure (HIPAA / FDA / SaMD) Hospital CMIO / Compliance
incidents.kineticgain.com AI Incident Card — "CVE for AI agents" CISO / Trust & Safety
decisions.kineticgain.com AI Procurement Decision Card — the buyer-side artifact (spec #11) Procurement / District / Agency

Earlier product surfaces

Property What it does Buyer
gv.kineticgain.com GitVisualizer — visual portfolio intelligence for any GitHub user Engineering / Hiring
mcp.kineticgain.com MCP Sentinel — governance dashboard for Model Context Protocol servers CISO / Platform Security
rag.kineticgain.com RAG Sentinel — hallucination, drift, and citation quality monitoring ML / AI Ops
observe.kineticgain.com AgentObserve — operator console for AI agent fleets SRE / Platform

Across the live property network: mix of AGPL-3.0 and Apache-2.0, CI green, push-to-deploy via FTP Action. The current mix includes React + TypeScript operator apps, hand-written static HTML landings, and newer vertical command surfaces.


🏭 Industry Atlas — vertical operator control planes

Fifteen standalone vertical operator surfaces, each a TypeScript control plane for a regulated/operations workflow — intake → risk & obligation mapping → posture → safe escalation. Codex ships at v0.1-shipped; I (Platform/SRE) harden each to v1.0-prod: CI on Node 20 + 22, ≥60% service-test coverage, AGPL-3.0, Dependabot, npm audit, SECURITY.md, static prerender → GitHub Pages. All live, all CI-green.

Live surface Vertical What it does
dockets → live GovTech / RegTech Regulatory comment intake, obligation mapping, approval posture, evidence-packaged submission (dockets.kineticgain.com provisioning)
clauses.kineticgain.com LegalTech Clause extraction, obligation graphs, review blockers, renewal-safe execution
priorauth.kineticgain.com Digital Health Prior-auth evidence routing, payer rules, approval-safe escalation
consent.kineticgain.com Digital Health Consent state, audit streams, revocation-safe escalation
shipments.kineticgain.com Supply Chain Shipment exceptions, carrier rules, SLA-safe recovery
downtime.kineticgain.com Manufacturing Downtime incidents, root-cause blockers, restart-safe escalation
dispatch.kineticgain.com Mobility Dispatch readiness, route adherence, SLA-safe intervention
catalog.kineticgain.com Commerce Catalog schema governance, dependency blockers, release-safe field changes
campaigns.kineticgain.com Growth / MarTech Campaign taxonomy, audience blockers, launch-safe conventions
creators.kineticgain.com Creator economy Partnership deal desk, obligation blockers, launch-safe collaboration
bookings.kineticgain.com Travel / Hospitality Booking disruptions, recovery blockers, guest-communication posture
permits.kineticgain.com Construction / GovTech Permit-package readiness, inspection posture, construction-safe submission
crops.kineticgain.com AgriTech Crop-compliance observations, field-review triage, buyer-safe packet posture
menus.kineticgain.com Food / Restaurant Tech Menu availability sync, channel posture, launch-safe conventions
stores.kineticgain.com Retail / Store Ops Store incident triage, SLA blockers, reopen-safe recovery posture

HealthTech surfaces (priorauth, consent) are HIPAA-readiness scaffolding only — synthetic data, no PHI; see each repo's SECURITY.md.


🎯 PR-Gate GitHub Actions — quintets across every protocol

Seventeen Action wrappers that turn every Kinetic Gain protocol library into a per-PR governance gate. Composite Node 20 actions with dist/index.js committed for SHA/tag pinning, hermetic tests with injected gitShow, AGPL-3.0-or-later, Dependabot-managed.

Per-protocol diff Action quintet — PR breaking-change gates

Each one retrieves the previous version of a single governance doc via git show <base.sha>:<path>, diffs against HEAD, posts the structured diff as a PR comment, and fails the build on breaking changes.

Protocol Action Headline breaking-change reasons
A2A AgentCard agent-card-diff-action autonomy-level-elevated, tool-side-effects-elevated, incident-response-uri-removed, refusal-category-removed
MCP Tool Card mcp-tool-card-diff-action side-effect-class-escalated, pii-exposure-escalated, human-approval-removed, external-system-added, input-schema-changed
Prompt Provenance prompt-provenance-diff-action prompt-hash-changed, approval-state-regressed, lineage-parent-changed, intent-out-of-scope-changed
Evidence Bundle evidence-bundle-diff-action item-hash-changed, item-removed, signature-removed, signature-signer-changed, bundle-expires-shortened
OTel GenAI rollup otel-genai-diff-action cost-increased, input-tokens-jumped, output-tokens-jumped, model-added, currency-changed (configurable threshold)

Per-protocol fleet-summary Action quintet — one-doc-vs-fleet checks

Each one summarizes a single doc against the rest of a fleet (a directory of peer docs of the same protocol), surfacing the outliers and posting a structured PR summary.

agent-card-fleet-summary-action · mcp-tool-card-fleet-summary-action · prompt-provenance-fleet-summary-action · evidence-bundle-fleet-summary-action · otel-genai-fleet-summary-action

Cross-protocol Suite Actions

The wiring that ties the per-protocol quintets together across mixed-content repos:

Action What it does
kg-protocol-detect-action Scans a directory of JSON docs and identifies which Suite protocol each belongs to. Routes mixed-content repos to the right per-protocol diff lane.
kg-suite-canonicalize-action Canonicalizes every Suite doc in a directory (stable key ordering, hash-ready output). PR-gates drift between canonical and authored forms.
kg-suite-conformance-runner-action Runs spec-conformance checks across every Suite doc in a directory; reports per-spec compliance + per-finding evidence.
kg-suite-fleet-overview-action Protocol-aware fleet overview across all 5 governance protocols in one repo — buckets, doc counts, unrouted-document gate.
kg-suite-spec-version-tracker-action Tracks the *_version discriminator across every Suite doc in a repo, fails the PR on unsanctioned spec-version upgrades.

Specialized PR gates

Action What it does
llm-cost-rollup-action Runs otel-genai-rollup across an OTLP trace export and gates the PR on cost budget breaches.
k8s-pre-merge-action Composite gate across the K8s scanner family — deprecated APIs, RBAC over-scope, pod security, Helm values coverage — one Action, one PR comment.
procurement-pulse-action Probes your own /.well-known/ for all 11 Suite documents and reports a 0-100 self-score + tier. Three output modes (PR comment / pulse-receipt JSON / self-score SVG badge), two gate modes (min-score threshold / min-tier ladder). Same probe core as the Pulse Issue crawler and the browser-extension Vendor Inspector.

Composition story: kg-protocol-detect-action identifies what protocols live in the repo → the matching per-protocol *-diff-action gates breaking changes → the matching *-fleet-summary-action surfaces outliers across the fleet → kg-suite-conformance-runner-action checks spec conformance → kg-suite-canonicalize-action enforces stable serialization → procurement-pulse-action self-scores the deployed /.well-known/ surface. End-to-end PR governance with zero hand-rolled glue.

Dogfooded on kineticgain.com itself. kg pulse self-score Weekly procurement-pulse-action run probes the apex and refreshes the badge + the public receipt at kineticgain.com/.well-known/pulse-receipt.json.


✍️ Sveska — local-first notepad PWA

A different discipline from the governance suite: a studio-grade, offline-first notepad at sveska.studio. No account, no telemetry, no cloud dependency — every note lives in the browser's IndexedDB and the app works with the network unplugged.

Editor CodeMirror 6 rich editor — inline screenshot paste, Markdown highlighting, slash commands, snippets, find/replace, typewriter; classic textarea opt-out
Depth Multi-note tabs · version history + diff · fuzzy search · per-note Excalidraw canvas · streaming AI via a secure edge proxy (zero keys in the client) · .txt / .md / .html / .pdf export
Engineering React 18 + TS strict · Zustand · Dexie · vite-plugin-pwa · 281 tests · <180 KB initial JS · accessibility-audited · Cloudflare Pages + edge function

Repo: mizcausevic-dev/sveska · v0.8.0 · MIT


🧬 Kinetic Gain Protocol Suite

A family of eleven open JSON specifications for the answer-engine and agent era — five core (AEO, Prompt Provenance, Agent Cards, AI Evidence Format, MCP Tool Cards), a three-spec EdTech trio (vendor / district / student), a HealthTech vertical extension (Clinical AI Disclosure — HIPAA / FDA / SaMD posture), a cross-cutting AI Incident Card that ties everything together post-hoc, and an AI Procurement Decision Card that signs off on a vendor's posture across the rest of the Suite. Two regulated verticals covered. NIST AI RMF crosswalk shipped alongside. All AGPL-3.0, all v0.1 draft, all kinetic-gain-protocol-suite tagged. Single landing: kinetic-gain-protocol-suite.

📐 Specifications

Spec What it declares Detect via
aeo-protocol-spec AEO Protocol — entity declaration at /.well-known/aeo.json aeo_version
prompt-provenance-spec Prompt Provenance — versioned, lineaged, reviewable LLM prompt records provenance_version
agent-cards-spec Agent Cards — declarative agent capability + refusal disclosure agent_card_version
ai-evidence-format-spec AI Evidence Format — structured citations for LLM-generated claims evidence_version
mcp-tool-card-spec MCP Tool Cards — per-tool disclosure for Model Context Protocol servers tool_card_version
ai-tutor-card-spec AI Tutor Cards — EdTech vendor-side: pedagogy, FERPA/COPPA/GDPR posture tutor_card_version
student-ai-disclosure-spec Student AI Disclosure — student-side: roles, prompt evidence (full/hashed/omitted), artifact-hash binding disclosure_version
classroom-ai-aup-spec Classroom AI AUP — district / school / course-side policy (closes the EdTech trio) aup_version
clinical-ai-disclosure-spec Clinical AI Disclosure — HealthTech vendor-side: HIPAA / FDA / SaMD posture, bias audits, EHR (FHIR / CDS Hooks) clinical_ai_card_version
ai-incident-card-spec AI Incident Card — "CVE for AI agents," cross-references every other affected document in the Suite incident_card_version
ai-procurement-decision-spec AI Procurement Decision Card — buyer-side approval/rejection record that signs off on a vendor's posture across the rest of the Suite decision_card_version

🛠️ AEO Reference Stack

The canonical depth example — every layer needed to consume the spec, across five languages:

Layer Repos
SDKs aeo-sdk-python (live on PyPI) · aeo-sdk-typescript · aeo-sdk-rust · aeo-sdk-go · aeo-sdk-swift
CLI aeo-cliaeo validate / fetch / inspect / claim, colored output, end-to-end against the live well-known URL
Crawler aeo-crawler — BFS over AEO graphs, JSON Lines output, configurable depth + concurrency
Validator service aeo-validator-servicealways-on HTTP validator for AEO + all 11 Suite docs. Auto-detects the spec via *_version sniffing, hashes canonically, tracks drift across re-checks (POST /watches/{id}/recheck returns a structured DriftReport).
Graph explorer aeo-graph-explorer-rsRust + axum + petgraph graph-query service over aeo-crawler JSONL output. Ingests atomically; exposes /nodes · /neighbors · /shortest-path · /find-by-claim. The fifth layer of the AEO Reference Stack — 3→5 layers gap closed.

Spec-ecosystem primitive

hash-attestation-rssign + verify Suite docs with ed25519 over the same canonical-hash convention every other Suite repo uses. The missing "this AEO actually came from the vendor" layer. Vendors sign, publish a well-known public key URL, consumers verify. Composes with aeo-validator-service (tamper events surface as structured issues) and procurement-decision-api (Decision Cards can carry a signature).

📈 AEO / GEO Infrastructure

The spec is only one layer. The newer control-plane layer covers citation readiness, publication safety, visibility monitoring, and release posture:

Repo What it does
aeo-citation-gap-finder Detects weakly sourced, stale, or unsupported claims before they leak into answer-engine surfaces
llms-txt-governance-hub Governs llms.txt manifests, exclusions, freshness windows, and release approvals
geo-competitive-visibility-tracker Tracks answer-surface share, citation pressure, and competitor query ownership
aeo-registry Governed inventory of manifests, claim readiness, freshness pressure, and publisher posture
aeo-linter Rust CLI for manifest hygiene, source freshness, claim coverage, and answer-surface readiness

🔌 MCP Integration

Repo What it does
mcp-aeo-server AEO-only MCP server — 4 tools, one Claude Desktop config entry
mcp-kinetic-gain Unified MCP server63 tools across 11 specs (v0.7.1, git-tagged), one Claude Desktop config entry, 126 tests passing. Headline tools: aup_check_compliance joins an AUP + Student AI Disclosure into a single allow/deny call; decision_card_validate enforces the full procurement Decision Card conditional ruleset.
mcp-reliability-toolkit Reliability MCP server — 4 tools (compute_slo_burn, design_rate_limiter, design_circuit_breaker, compose_reliability_pattern). Same math as slo-budget-tracker; emits drop-in Python + Rust configs from a Claude conversation.
mcp-decision-intelligence Decision Intelligence MCP server — 4 tools (validate_decision_card, preview_policy_bundle, plan_incident_remediation, check_contract_compatibility). Read-only preview of what procurement-decision-api + policy-as-code-engine + incident-correlation-rs + data-contract-registry would do — deterministic, no LLM-in-the-loop reasoning.
mcp-permission-broker Runtime permission gate — the enforcement point between an AI Procurement Decision Card and an MCP tool call. Composes Decision Card conditions into PolicyBundles, applies deny-trumps-allow at request time, emits tool_invocation_* events to the audit-stream spine. The piece that turns "buyer signed off" into "this tool call is denied."
azure-openai-governance-bridge The Azure-native sibling of the broker. An Azure Function in front of Azure OpenAI that enforces the same deny-trumps-allow PolicyBundle contract on every chat-completion call (deployment + each declared tool), forwards allowed calls, 403/409s denied ones, emits tool_invocation_* to audit-stream-py. Bicep IaC included. Puts the Suite's governance on the data path enterprises actually run AI on.

🖼️ Visualizers + galleries

Live Repo What it does
aeo.kineticgain.com aeo-visualizer Dedicated AEO Protocol web visualizer
kinetic-gain-visualizer kinetic-gain-visualizer Unified visualizer — auto-detects the spec from the top-level *_version field and renders the appropriate view. Eleven specs auto-detected; five views: Visualize / Editor / Architecture / Tools / About
examples.kineticgain.com kinetic-gain-examples-gallery Examples gallery — sidebar of 11 specs, click any to see its canonical example rendered with JSON syntax highlighting
walker.kineticgain.com well-known-walker-web well-known-walker — paste any domain, see every Kinetic Gain disclosure document it publishes
bench.kineticgain.com prompt-injection-bench-web prompt-injection-bench visual harness

The unified visualizer + unified MCP server give the Suite a complete read-side (human) and tool-side (agent) entry point. Eleven specs, two front doors, and a growing operator subdomain network.

📦 Client libraries

Repo What it does
well-known-probe-js Zero-dependency vanilla JavaScript probe for all eleven Suite documents at any domain's /.well-known/ paths. Runs in browser + Node 18+ + Deno + Bun. Returns a 0-100 disclosure score + tier + per-spec found/missing. Discriminator-aware (a 200 of the wrong JSON shape doesn't count). The shared core of the Vendor AI Disclosure Inspector.
kineticgain-vendor-inspector Browser extension (MV3) + Greasemonkey userscript that score what AI governance documents any vendor publishes at /.well-known/, right from the toolbar (extension) or as an on-page corner badge (userscript). One shared probe core, two distribution surfaces, a build step that keeps both in sync. The client half of the distribution lane — Procurement Pulse runs the same probe server-side.

🛡️ Testing companion

Repo What it does
prompt-injection-bench 30-attack prompt-injection corpus + Python harness. Every record back-references the Agent Card refusal_taxonomy[].category it tests, so a vendor can mechanically verify declared refusals hold under attack. Failed runs feed AI Incident Cards. Not a 10th spec — the testing-counterpart to the disclosure layer.

🛡️ Platform Reliability Stack

Reliability primitives. Each independent. All designed to compose:

Repo Lang Surface Buyer
rate-limit-shield Python Token bucket + circuit breaker + jittered retry, HTTP 429 / Retry-After awareness SRE
identity-mesh Python SPIFFE-style JWT-SVID broker — short-lived tokens, audience binding, zero long-lived keys CISO
agent-canary Python Progressive rollout, shadow mode, sticky-percent routing, auto-rollback Platform / SRE
model-registry-pro Python Model lifecycle catalog: lineage, stage promotion, approval gates Platform / MLOps
slo-budget-tracker Python SLO + error-budget library, FastAPI middleware, Prometheus exporter, multi-window burn-rate alerts SRE
reliability-toolkit-rs Rust Async Tokio primitives: token-bucket rate limiter · 3-state circuit breaker · exponential-backoff retry with jitter · bulkhead SRE / Platform
feature-flag-rs Rust Server-side feature flag eval — targeting rules, sticky percentage rollouts (SHA-256 bucketing, no RNG), hot reload Platform / SRE
request-shadow-rs Rust Async request mirroring with sampling + divergence detection — fires both legs concurrently, returns the primary while collecting a structured diff. The SRE primitive for safe migrations SRE / Platform
audit-stream-py Python Append-only governance event stream for the whole portfolio. Hash-chained for tamper-evidence, SSE for live tailing, REST for queries. Every other portfolio repo is a producer. Platform Reliability Stack #10 — the 10+ target is hit. SRE / Compliance

Identity at the edge → rate limits at the model → canary at deploy → registry as source of truth → SLO budget at the API surface → Rust primitives for hot paths → feature flags for rollout control → shadow traffic for migrations → tamper-evident audit log. Defense-in-depth for the agent era.


🌐 Polyglot Platform Stack

Production-shaped backend services in the right language for the problem. 15+ languages across one coherent platform.

Language Repo What it does
Go edge-policy-enforcer Edge request governance, bot handling, redirect control
Go latency-budget-enforcer Latency budget enforcement, dependency drag review
Rust crawl-anomaly-detector Crawl log anomaly scoring, indexing risk review
Rust support-escalation-router Support queue escalation, SLA pressure scoring
Java compliance-event-ledger Spring Boot immutable compliance event history
C# tenant-isolation-guard ASP.NET Core tenant-boundary policy evaluation
C# approval-workflow-orchestrator ASP.NET Core approval routing, SLA-aware escalation
Kotlin release-readiness-gatekeeper Release gate evaluation, dependency readiness scoring
Kotlin reliability-policy-coordinator Dependency drag review, error-budget policy
Scala policy-decision-simulator Policy simulation for governance scenarios, launch gates
Elixir incident-handoff-broker Incident routing, SLA-aware handoff scoring
Ruby message-retention-guardian Retention policy enforcement, legal hold protection
PHP entitlement-request-portal-api Entitlement requests, approval routing, access review
Dart mobile-briefing-companion Flutter mobile app for executive briefings, signal summaries
Terraform platform-foundation-blueprint Multi-environment networking, IAM blueprint
Go grpc-mesh-shadow gRPC shadow traffic mirroring, divergence detection, sampling
Go miz-otel-pack OpenTelemetry SpanProcessor — GenAI spans → business cost/latency spans
Rust wasm-policy-gateway WASI policy engine — geo + rate-limit + A/B routing, ~128 KB module
Rust bls-attestation-broker BLS12-381 aggregate signatures for multi-signer attestation
Zig zig-agent-graph-db In-memory directed graph for agent context, stdlib only
Haskell haskell-policy-engine Type-safe policy DSL with Hspec + QuickCheck properties
Python embedding-drift-graph Track cosine drift of entity embeddings across encoder versions, GraphQL API
Python audit-graph-explorer Neo4j + Cypher relationship-driven audit analysis
Python secret-rotation-scheduler Secret rotation windows, owner prompts, stale-secret detection
Python warehouse-reconciliation-engine Source-to-warehouse drift detection, finance-grade reconciliation
Python data-quality-guardrail Schema drift, freshness lag, null spike detection
dbt + DuckDB dbt-search-observatory Search console, crawl, index coverage, freshness modeling
SQL Warehouse search-observability-warehouse Crawl analytics, indexation, technical SEO observability

🧠 AI Governance & Platform Engines · TypeScript

Production-shaped governance and observability for AI / LLM workloads:


🧪 Decision Intelligence Engines

Repo Lang What it does
procurement-decision-api Python First cross-ecosystem bridge in the portfolio. Drafts AI Procurement Decision Cards from a buyer rubric and vendor Suite documents (AEO + agent-card + tool-card + ai-evidence + …). Connects Kinetic Gain Protocol Suite (spec #11) with Decision Intelligence. Pydantic v2, FastAPI, httpx async, NIST AI RMF crosswalk linked from the OpenAPI spec.
policy-as-code-engine Python Companion to procurement-decision-api. Declarative policy evaluator — JSON/YAML rules, first-match-wins, deny-trumps-allow. Headline: POST /bundles/from-decision-card turns a Decision Card's conditions into a runtime-enforceable PolicyBundle. Closes the loop from "buyer signed off" to "request gated."
incident-correlation-rs Rust Walks the Suite graph from an AI Incident Card and emits a structured remediation plan. BFS over typed SuiteEdges; DecisionCardRecheckPolicy, VendorRequestReview, AEO/agent/tool → Revalidate. petgraph under the hood. The piece that turns "we had an incident" into "here's exactly what to touch next."
briefing-intelligence-engine Python Executive briefing scoring, narrative generation, risk ranking
signal-orchestration-lab Python Dependency-aware signal routing, escalation sequencing
decision-memory-engine Python Decision history, rationale recovery, stale assumption tracking, and revisit posture
evidence-ranking-engine Python Evidence packet ranking by trust score, freshness, contradiction pressure, and citation density

📊 Operator Surfaces · React + TypeScript

Executive dashboards, control planes, decision studios — organized by domain:

Executive & Portfolio executive-briefing-studio · portfolio-command-center · executive_operations_dashboard · scenario-planning-atlas

Revenue & Growth customer-intelligence-graph · growth-systems-control-room · revenue-forecasting-workbench · attribution-intelligence-studio · pricing-experiment-studio · conversion-funnel-intelligence-hub · deal-desk-workspace

AI Governance & Risk ai-governance-review-studio · model-risk-oversight-hub · vendor-risk-operations-center · compliance-workflow-hub · ai-operations-console

Identity & Security identity-command-center · identity-lifecycle-workbench · security-posture-control-room

Workflow & Operations workflow-orchestration-studio · feature-flag-rollout-studio · ab-testing-command-center · customer-journey-control-plane


🔌 Backend APIs · TypeScript + Node

Spec-first OpenAPI services:

Identity-Access-Audit-API · observability-incident-command-api · customer-health-churn-api · partner-lead-distribution-engine · content-workflow-intelligence-platform · experimentation_insights_kpi · seo-governance-platform · webhook-ingestion-pipeline · kinetic-api-gateway · revenue-ops-ai-assistant


🧩 WordPress / Headless Reliability

The newer CMS lane is not brochure work. It is governance, preview trust, query discipline, cache freshness, schema safety, and contract protection for headless WordPress estates:

wordpress-block-seo-governance-auditor · wordpress-graphql-governance-gateway · headless-seo-fallback-engine · headless-preview-recovery-kit · wpgraphql-query-cost-inspector · frontend-contract-testing-for-wordpress · headless-editorial-command-center · headless-wp-vue-starter · wpgraphql-schema-diff-gate · wordpress-cache-invalidation-map · wordpress-preview-trust-monitor · wp-kinetic-gain-audit

This cluster now covers answer-surface safety, preview recovery, metadata fallback, query cost, frontend payload contracts, editorial release readiness, schema-drift approval gates, cache invalidation mapping, preview trust monitoring, and — via wp-kinetic-gain-audit — a tamper-evident MySQL hash-chained governance audit log that plugs WordPress straight into the Suite's audit-stream-py spine.


🔐 Enterprise Integration / IAM / Workflow

Commercially legible systems work across access review, evidence plumbing, connector testing, workflow infrastructure, and HR-to-identity provisioning:

cyberark-access-review-sync · cyberark-connector-observability-exporter · servicenow-cyberark-evidence-pipeline · ibm-custom-connector-starter · ukg-to-scim-provisioner · camunda-connector-test-harness


🗃️ Data & Analytics

Repo What it does
data-contract-registry Schema registry for data contracts. Semver versioning, compatibility checks (backward / forward / full), declared owners, freshness SLAs. Bridges to procurement-decision-api via POST /contracts/owners/from-decision-card — buyer + decision_maker from a Decision Card become the contract's paging targets. Cross-ecosystem hook #3.
csv-data-quality-rs Rust streaming CSV validator against a data-contract-registry contract. Async, row-by-row, structured violation report (required / bad_type / enum_mismatch / column_count_mismatch / invalid_json). Memory cost is proportional to max_samples, not file size. Cross-ecosystem hook #4.
sql-contract-enforcer Cross-dialect DDL from a data contract — CHECK / NOT NULL / UNIQUE / PK / FK for Postgres, MySQL, Snowflake, BigQuery (dialect-aware: BigQuery demotes CHECK/UNIQUE to comments + PK/FK to NOT ENFORCED; Snowflake informational; MySQL VARCHAR lengths). Plus a contract-vs-schema violation checker for CI. Cross-ecosystem hook #5 — enforces at the table boundary what the registry declares and csv-data-quality-rs validates row-wise.
revops-database-lab PostgreSQL revenue modeling lab.
revenue-intelligence-db Attribution + forecast + renewal-risk reporting.
cloud-cost-intelligence-dashboard Cloud cost intelligence dashboards.
semantic-metrics-catalog Governed metric definitions, ownership lanes, semantic contracts, and freshness posture.
attribution-warehouse-lab Warehouse-first attribution modeling, path analysis, and governed revenue-credit logic.
pg-audit-stream-extension Postgres extension (PL/pgSQL) that emits audit-stream-py-compatible governance events on watched table CRUD via pg_notify, plus a Python LISTEN bridge daemon. Database-tier governance — the spine's 8th producer, catching DML the application path would miss. PG14-17, CI green.
procurement-pulse-engine The crawl + aggregate engine behind pulse.kineticgain.com. Probes a universe of vendor domains for all 11 Suite documents (vendored well-known-probe core), aggregates publication rate by vertical + per-spec + leaderboard. Issue #1 ran the first real baseline: 0.0% across 37 domains — the honest starting line.

🛠️ Stack

Layer Tools
Languages Python · TypeScript · Go · Rust · Java · C# · Kotlin · Scala · Elixir · Ruby · PHP · Dart · Swift · Zig · Haskell · SQL · HCL · dbt
Backend FastAPI · Express · Spring Boot · ASP.NET Core · Javalin · Cowboy/Plug · WEBrick
Frontend React 19 · Vue 3 · Flutter · TypeScript · Vite · Tailwind · Recharts · Motion
Data PostgreSQL · DuckDB · dbt · Neo4j · Pandas · Pydantic
AI / Platform SPIFFE zero-trust identity · governance-as-code · LLM routing · token-cost attribution · OpenAPI specs · MCP servers · OpenTelemetry GenAI · BLS aggregate signatures · WASI · spec authorship
CI/CD GitHub Actions · FTP auto-deploy · Hostinger · AGPL-3.0 licensing

🤝 Working Interest

Open to Director / Principal-level Platform Engineering, Web Engineering, or AI Platform roles at enterprise B2B SaaS companies. East Coast time zone. Remote-friendly.


All active repositories · Career one-pager


Connect: LinkedIn · Kinetic Gain · Medium · Skills

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