Architect of Exogram.ai · Founder & CEO at CareerWin.ai · Author of The AI Economist

Standard conversational AI assistants wake up with total amnesia on every new chat, dump walls of static Markdown instead of executing real work, and lack cryptographic isolation between private personal context and public tool calls.

Exogram (Master Plan v5) is a personal intelligence and work-execution operating system powered by an Infinite-Hop Personal Neural Network (Work · People · Life), a Two-Tier Privacy Gateway, A2UI Composable Living Tiles, and 0.07ms Instinct Action Governance:

┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 1. INFINITE-HOP PERSONAL NEURAL NETWORK (Work · People · Life Spheres)               │
│    • Infinite-Hop Associative Spreading Activation (decay=0.72, 1/√deg hub damping)  │
│    • HippoRAG 2 Spectral Personalized PageRank (D⁻¹/² A D⁻¹/²) + 4-Way RRF (k=60)    │
│    • 3-Horizon Episodic Memory (36h TTL · RRULE:FREQ=YEARLY · durable_trait) + Undo  │
└──────────────────────────────────────────┬───────────────────────────────────────────┘
                                           │ Laya <15ms Deterministic Fast-Path
                                           ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 2. TWO-TIER INFERENCE GATEWAY & 6 HONEST FIRST-PARTY KERNELS                         │
│    • PERSONAL -> Paid Gemini 3.8 Flash / 2.5 Pro (Zero Data Retention)               │
│    • PUBLIC_ONLY -> stripVaultAndPiiFromPublicSubtask + Multi-Lab Free Pool          │
│    • 6 Honest Kernels: Neural Graph · Generative UI · Live Web & Places Scout        │
│      Action & Draft · Analytical Synthesis · Grounded Citation (Complete · Cited)    │
└──────────────────────────────────────────┬───────────────────────────────────────────┘
                                           │ 8-12 Semantic Tools + AG-UI JSON Patching
                                           ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 3. A2UI COMPOSABLE LIVING TILES & 0.07ms INSTINCT ACTION GOVERNANCE                  │
│    • Living Tiles: Editorial SVG Diagrams · HyperFrames 30fps Video · Instinct       │
│      Operator · action_draft · checklist · decision_matrix · curated_places · Undo   │
│    • Instinct Pre-Mutation Gate + [Approve Step] / [Take Over] + SHA-256 C_tok       │
└──────────────────────────────────────────┴───────────────────────────────────────────┘

• Infinite-Hop Personal Neural Network + HippoRAG 2 PPR: Traverses multi-hop connections across Work, People, and Life using associative spreading activation ($\text{decay}=0.72$, $1/\sqrt{\text{deg}}$ hub damping), spectral Personalized PageRank ($D^{-1/2} A D^{-1/2}$), 3-Horizon Episodic Memory TTLs, Read-Time Scalar Conflict Supersession, and 1-click rollback via /api/memory/undo.
• Two-Tier Inference Gateway (PERSONAL vs. PUBLIC_ONLY) & Laya <15ms Preflight: Resolves vault entities and sphere affinity in <15ms in-memory (<= 1.6s P50 TTFT). Routes PERSONAL subtasks exclusively to zero-retention Paid Gemini 3.8 Flash / 2.5 Pro while sanitizing PUBLIC_ONLY subtasks via stripVaultAndPiiFromPublicSubtask.
• 6 Honest First-Party Kernels & 8–12 Semantic Tool Selector: Dispatches Neural Graph Kernel, Generative UI Kernel, Live Web & Places Scout, Action & Draft Kernel, Analytical Synthesis Kernel, and Grounded Citation Kernel over <= 12 semantically matched tools wrapped in provenance.untrusted_content, verifying every citation post-synthesis (verifyAgentContributionsAgainstTurnOutput).
• A2UI Composable Living Tiles & Instinct Operator (0.07ms): Renders schema-validated Living Tiles—including Editorial Plum Mineral SVG Diagrams (branded_diagram_tile), HyperFrames 30fps Video Briefings (hyperframes_video_tile), and the Instinct Autonomous Operator (instinct_computer_tile)—governed by evaluateInstinctPreMutationGate, Household vs. Work A2A boundaries, [Approve Step] / [Take Over] sentinel controls, and SHA-256 state-hash tokens ($C_{tok}$).

🚀 Try it now:

• Live AI Workspace: exogram.ai/dashboard/chat
• Python/TS SDK & FastMCP Server (pip install exogram / uvx mcp-server-exogram --local): Richard-Ewing/exogram-sdk
• Open Architecture Specification (RFC-0001): Richard-Ewing/exogram-protocol-rfc

Generic AI resume tools wrap a single prompt around a candidate's file, invent unverified metrics, default every non-tech worker to SaaS buzzwords, and fail silently when browser scripts try to autofill React 18 or Workday Shadow-DOM forms.

CareerWin.ai (v0.2.243 Web | v5.1.83 Extension) is an evidence-grounded career compilation and ATS execution engine covering all 23 major O*NET 31.0 and ESCO v1.2.1 occupational families:

┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 1. OPEN-WORLD 7-PRIMITIVE OCCUPATION ENGINE & 5D EPISTEMIC GRAPH (O*NET 31 / ESCO)   │
│    • 7 Work Primitives: Activities · Decisions · Tools · Constraints · Scope         │
│      Outcomes · Non-Substitutable Statutory Gates (RN, CPA, Red Seal, PE, TS/SCI)    │
│    • 5D Epistemic Schema + Expected Information Value (EIV) Smart Interview Ranker   │
└──────────────────────────────────────────┬───────────────────────────────────────────┘
                                           │ Pre-LLM AST Claim-to-Slot Allocation
                                           ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 2. SECS HALLUCINATION FIREWALL & 4-SEAT ADVERSARIAL HIRING COMMITTEE (2ms Gate)      │
│    • SECS Grounding Validator (0% Unverified Employer/Credential/Metric Fabrication) │
│    • 4-Seat Blind Committee: Recruiter · Hiring Manager · Bar Raiser · Comp Chair    │
│    • <60% Jaccard Echo-Chamber Gate + [ANCHORED] Tags + FLIP Falsifiability Triggers │
└──────────────────────────────────────────┬───────────────────────────────────────────┘
                                           │ 4-Gatekeeper Deterministic Verification
                                           ▼
┌──────────────────────────────────────────────────────────────────────────────────────┐
│ 3. 5-SURFACE OPPORTUNITY KITS & 380ms SHADOW-DOM / REACT 18 FIBER ATS PIERCER        │
│    • 5-Surface Kit: Vector PDF · True OOXML .docx · Cover Letter · Outreach · Q&A    │
│    • Pierces 4-Level Workday ShadowRoots + Resets React 18 Fiber _valueTracker       │
│    • 5-Point Bedrock Employment Anchor Gate (Zero False-Positive Page Injection)     │
└──────────────────────────────────────────┴───────────────────────────────────────────┘

• Open-World 23-SOC Occupational Engine (ONET_31_0_ESCO_1_2_1): Decomposes any role—from Trauma ICU Registered Nurses and Commercial Master Electricians to Staff Distributed Systems Engineers and Public Accounting CPAs—into 7 work primitives with 0.0% Product Management fallback bias (45/45 benchmark checks passed).
• Behind-Closed-Doors 4-Seat Adversarial Hiring Committee (ADR-0025): Evaluates candidates across 4 independent seats (Recruiter Gatekeeper, Hiring Manager, Bar Raiser, Compensation Chair) enforced by a 2ms zero-token Jaccard anti-sycophancy audit, [ANCHORED] epistemic tags, FLIP: falsifiability conditions, and a 3-Form Ruling (APPLY_NOW, APPLY_ONLY_IF, DO_NOT_APPLY).
• Pre-LLM AST Compiler & SECS Grounding Firewall (ADR-0024): Routes all 4 platform surfaces through CanonicalResumeSchema and the 4-tier Gemini cascade router (2.5-flash -> 2.5-pro -> 2.5-flash-lite -> 2.0-flash), generating single-column vector PDFs and authentic OOXML .docx (PK\x03\x04) files.
• Universal Shadow-DOM & React 18 Fiber ATS Piercer (v5.1.83): Recursively traverses nested ShadowRoot trees across Workday, Greenhouse, Lever, Ashby, iCIMS, and SmartRecruiters, invokes native HTMLInputElement.prototype.value setters, and resets React's internal _valueTracker so synthetic inputs never wipe on form submission.

🚀 Explore CareerWin & Open-Source Packages:

• Live Platform & 10-Stage Interactive Tour: careerwin.ai · careerwin.ai/how-it-works
• Architecture & Visual Showcase Repo: Richard-Ewing/careerwin
• Shadow-DOM & React 18 Fiber ATS Piercer (npx shadow-ats-piercer): Richard-Ewing/shadow-ats-piercer
• Zero-Token Multi-Agent Anti-Sycophancy Auditor (npx adversarial-council): Richard-Ewing/adversarial-council
• Model Context Protocol Server (npx careerwin-mcp): Richard-Ewing/careerwin-mcp

• CareerWin Platform: careerwin.ai
• Exogram Workspace: exogram.ai
• Personal Site: richardewing.io
• LinkedIn: linkedin.com/in/richard-ewing-mba
• Columns: BuiltIn Contributor · CIO.com Author
• X / Twitter: @CareerWinAI