Role fit / recruiter-readable proof lanes

Target-role evidence before the resolver.

Four low-friction reviewer paths map resume evidence to projects, case studies, Architecture Notes, structured data, and technical context.

Download 2-page resume View case studies Open portfolio evidence

How to use this page

Choose a role lane before using any matcher.

The role-fit page is meant to stay readable for recruiters without requiring tool interaction. Use the lanes first, then use the browser-local matcher only when a pasted job description would help.

Fastest path Start with the lane title, summary, and resume evidence.
Technical path Open proof pages only when a reviewer needs implementation context.
Privacy path Use the optional matcher only after confirming pasted text stays browser-local.
Fallback path Use Case Studies and Evidence Map if an automated match is not useful.

Recruiters, hiring managers, and technical reviewers.

Machine Intelligence Engineer / Software Architect

Machine intelligence engineer and software architect specializing in multi-agent systems, persistent AI memory, LLM infrastructure, local model tooling, governed AI workflows, and enterprise AI integration, backed by more than two decades of .NET, Azure, SQL Server, and production software engineering.

Resume evidence

  • Machine intelligence engineer and software architect specializing in multi-agent systems, persistent AI memory, LLM infrastructure, local model tooling, governed AI workflows, and enterprise AI integration, backed by more than two decades of .NET, Azure, SQL Server, and production software engineering.

Project evidence

  • Multi-Agent Memory public source-available coordination and persistent-memory reference implementation.
  • 17-package .NET 9 local GGUF/LLaMA runtime family with a verified managed-CPU execution path.
  • 32 public NuGet packages with 21K+ cumulative downloads.
  • More than two decades of .NET, Azure, SQL Server, TypeScript, and production software engineering.

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/machine-intelligence/ /multi-agent-systems/ /ai-memory/ /llm-infrastructure/ https://github.com/MichaelKappel/Multi-Agent-Memory https://multiagentmemory.com/
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

Multi-Agent Systems Architect

Design and implementation evidence for governed coordination among external AI agents without claiming agent hosting, execution, distributed consensus, or production scale.

Resume evidence

  • Design and implementation evidence for governed coordination among external AI agents without claiming agent hosting, execution, distributed consensus, or production scale.

Project evidence

  • A private-intranet reference implementation for coordinating external AI agents through registered identities, governed scopes, durable reviewed memory, coordination rooms, current-message delivery, acknowledgements, and conflict-aware hash-and-lease coordination for local .uai edits.
  • Registered identities, immutable scope grants, coordination rooms, current-message delivery, per-recipient acknowledgements, and conflict-aware hash-and-lease coordination are documented publicly.

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/multi-agent-systems/ https://github.com/MichaelKappel/Multi-Agent-Memory https://multiagentmemory.com/
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

AI Memory and Agent Coordination Engineer

Persistent, source-bounded agent continuity and reviewed durable memory with explicit governance and human verification.

Resume evidence

  • Persistent, source-bounded agent continuity and reviewed durable memory with explicit governance and human verification.

Project evidence

  • Typed .uai identity, instructions, constraints, context, progress, handoff, and recovery records.
  • Multi-Agent Memory durable scopes, reviewed public-safe memory, targeted and broadcast messages, and acknowledgements.

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/ai-memory/ https://github.com/MichaelKappel/Multi-Agent-Memory https://multiagentmemory.com/ Architecture notes
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

LLM Infrastructure / Local Model Tooling Engineer

A 17-package .NET 9 local GGUF/LLaMA runtime family with a verified managed-CPU execution path.

Resume evidence

  • A 17-package .NET 9 local GGUF/LLaMA runtime family with a verified managed-CPU execution path.

Project evidence

  • A 17-package .NET 9 local GGUF/LLaMA runtime family with a verified managed-CPU execution path.
  • 32 public NuGet packages with 21K+ cumulative downloads.

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/llm-infrastructure/ /projects/#runtime-family https://www.nuget.org/profiles/Michael.Kappel
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

Microsoft Azure / .NET / SQL Modernization Architect

User-confirmed Microsoft Azure delivery across every employment since 2010, paired with .NET and SQL modernization, parity validation, and testable architecture.

Resume evidence

  • Microsoft Azure used in every employment since 2010, with role-specific services documented in the public resume and experience timeline.
  • Rebuilt dental insurance contract management functionality using ASP.NET Core, C#, TypeScript, EF Core, and Razor Pages.
  • Created automated comparison screens and test coverage to validate rebuilt claims-adjudication behavior.

Project evidence

  • User-confirmed role-level Azure evidence across all nine employments from 2010 to Present
  • Info724 / Insurance 724 modernization
  • LongTerm Software Solutions architecture rescue
  • SQL Server stored-procedure scenario validation
  • Transportation/logistics service patterns

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/experience/ /resume/ /career/ Architecture notes /case-studies/ /projects/ Architecture notes
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

Angular / TypeScript / RxJS Reviewer Path

For reviewers evaluating user-confirmed Angular work, TypeScript, RxJS, component boundaries, CI/CD delivery context, and enterprise front-end patterns while preserving the Angular/RxJS implementation sample boundary.

Resume evidence

  • Info724: Angular/TypeScript AI documentation review app for an Info724 client, enabling users to step through AI-generated documentation for existing codebases.
  • LongTerm Software Solutions: Angular used extensively on corporate tax accounting software, with CI/CD pipeline work in that consulting engagement.

Project evidence

  • Info724 Angular/TypeScript AI documentation review app for an Info724 client
  • LongTerm corporate tax accounting Angular work
  • LongTerm CI/CD pipeline usage in the tax-system consulting engagement
  • Angular / RxJS implementation example
  • Angular/Python architecture page and .uai memory mapping

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/angular-python-architecture/ /case-studies/angular-python-architecture/ Architecture notes Architecture notes /examples/angular22-rxjs-enterprise/
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

Python AI / Data Pipeline Boundary

For teams needing Python-side validation, enrichment, metadata extraction, AI-assisted documentation, and review-gated data output behind typed contracts.

Resume evidence

  • Architected AI-assisted engineering workflows using OpenAI and LM Studio APIs to support legacy-to-modern code translation, semantic search, documentation, and developer productivity.

Project evidence

  • Python-oriented AI utility pipelines
  • NeuralWikis / LocalEndpoint reviewed in context project lanes
  • OpenAPI contract examples
  • Human review boundary in AI architecture docs

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/ai-prompt-architecture/ /case-studies/neuralwikis-localendpoint-ai-boundaries/ Architecture notes Architecture notes
Architecture notes Architecture notes AI handoff memory package

Recruiters, hiring managers, and technical reviewers.

AI Memory / Handoff Systems Architect

For teams evaluating source-governed AI workflows, file handoff, project handoff, compact .uai memory, long-term docs, and agent-readable portfolio data.

Resume evidence

  • AI-assisted engineering, semantic search, automated documentation, and agent workflows are supported by the clean resume baseline.

Project evidence

  • UAIX AI Memory Package Wizard
  • LLMWikis trust-labeled knowledge systems
  • /docs long-memory inventory
  • .uai short-term receiver files
  • Static JSON and REST profile endpoints

Context: Role path organizes existing experience, project evidence, and architecture notes for faster review.

/ai-prompt-architecture/ Architecture notes Architecture notes /future-profile/
Architecture notes Architecture notes AI handoff memory package

Compact evidence table

Capability → evidence → context.

Designed for quick recruiter and technical-screening review.

LanePrimary evidenceProof pathTechnical context
Machine Intelligence Engineer / Software Architect Machine intelligence engineer and software architect specializing in multi-agent systems, persistent AI memory, LLM infrastructure, local model tooling, governed AI workflows, and enterprise AI integration, backed by more than two decades of .NET, Azure, SQL Server, and production software engineering. /machine-intelligence/, /multi-agent-systems/, /ai-memory/ Role path organizes existing experience, project evidence, and architecture notes for faster review.
Multi-Agent Systems Architect Design and implementation evidence for governed coordination among external AI agents without claiming agent hosting, execution, distributed consensus, or production scale. /multi-agent-systems/, https://github.com/MichaelKappel/Multi-Agent-Memory, https://multiagentmemory.com/ Role path organizes existing experience, project evidence, and architecture notes for faster review.
AI Memory and Agent Coordination Engineer Persistent, source-bounded agent continuity and reviewed durable memory with explicit governance and human verification. /ai-memory/, https://github.com/MichaelKappel/Multi-Agent-Memory, https://multiagentmemory.com/ Role path organizes existing experience, project evidence, and architecture notes for faster review.
LLM Infrastructure / Local Model Tooling Engineer A 17-package .NET 9 local GGUF/LLaMA runtime family with a verified managed-CPU execution path. /llm-infrastructure/, /projects/#runtime-family, https://www.nuget.org/profiles/Michael.Kappel Role path organizes existing experience, project evidence, and architecture notes for faster review.
Microsoft Azure / .NET / SQL Modernization Architect Microsoft Azure used in every employment since 2010, with role-specific services documented in the public resume and experience timeline.; Rebuilt dental insurance contract management functionality using ASP.NET Core, C#, TypeScript, EF Core, and Razor Pages. /experience/, /resume/, /career/ Role path organizes existing experience, project evidence, and architecture notes for faster review.
Angular / TypeScript / RxJS Reviewer Path Info724: Angular/TypeScript AI documentation review app for an Info724 client, enabling users to step through AI-generated documentation for existing codebases.; LongTerm Software Solutions: Angular used extensively on corporate tax accounting software, with CI/CD pipeline work in that consulting engagement. /angular-python-architecture/, /case-studies/angular-python-architecture/, Architecture notes Role path organizes existing experience, project evidence, and architecture notes for faster review.
Python AI / Data Pipeline Boundary Architected AI-assisted engineering workflows using OpenAI and LM Studio APIs to support legacy-to-modern code translation, semantic search, documentation, and developer productivity. /ai-prompt-architecture/, /case-studies/neuralwikis-localendpoint-ai-boundaries/, Architecture notes Role path organizes existing experience, project evidence, and architecture notes for faster review.
AI Memory / Handoff Systems Architect AI-assisted engineering, semantic search, automated documentation, and agent workflows are supported by the clean resume baseline. /ai-prompt-architecture/, Architecture notes, Architecture notes Role path organizes existing experience, project evidence, and architecture notes for faster review.

FAQ

Common review questions.

Short answers are rendered in the HTML source and mirrored into JSON-LD where appropriate.

What is the role-fit page for?

It gives recruiters and technical reviewers conventional target-role paths before they use the advanced capability resolver or deeper architecture notes.

Does role-fit add new career claims?

No. It reorganizes existing resume, experience, project, case-study, Architecture Notes, structured-data, and API evidence into faster reviewer paths.

Which role paths are covered?

The page leads with Machine Intelligence and Multi-Agent Systems architecture, then covers LLM infrastructure, persistent AI memory, enterprise AI integration, Azure/.NET/SQL modernization, Angular/RxJS, and technical leadership evidence.