Project evidence for reviewers

Case Studies & Project Evidence

I document the systems I built, the research I tested, and the decisions that shaped the results. These studies cover cloud infrastructure, agent harnesses, applied AI, and automation, including what worked and what I would change.

Evidence standard

Working systems, reproducible benchmarks, deployment history, costs, failure modes, and direct paths to source material.

Case study library

Separate pages, separate evidence trails

Completed studies and source-backed project records, ordered for fast technical review.

Complete case study

PromptTriage

RAG prompt platform and Azure ML research program

Architecture, Supabase Auth, Stripe billing, Pinecone retrieval, Azure ML benchmarks, release diagrams, costs, failure modes, and remaining evidence gaps.

1,080 format evaluations+13.9% scoped instruction-following gain28K+ prompt corpus4 prompt modalities
Evidence-verified case study

Private Secure AI Automation Platform & Personal Agent

Private Azure automation, personal-agent operations, DevSecOps, FinOps, and recovery engineering

Stateful n8n migration, an OpenClaw personal agent with scoped environment control, private Azure networking, GitHub OIDC delivery, exact cost attribution, failure analysis, controlled teardown, and recoverable lower-cost redesign.

Stateful VM migration4 apps / 1 environmentPasswordless CI/CDPrivate remote operations
Part one published

ViperMesh

Part One: ViperMesh Blender MCP and agent harness benchmarks

Benchmarks the ViperMesh Blender MCP and its agent harness against the original BlenderMCP baseline, with time, token, tool-use and visual evidence. Part One covers the Blender connection, not the wider Studio or neural 3D tooling.

6 of 7 speed wins2.534x mean speedup+8.19 visual points-90.91% aggregate token usage
Technical case study

Harneloop

Artifact-aware agent harness evolution framework

Framework for agents to inspect real artifacts, trace failures, develop isolated harness candidates, validate regressions, and promote only evidence-backed improvements.

Artifact-aware testingPortable harness unitsEvidence-gated promotionViperMesh application
Technical case study

n8n Automation Atlas

Workflow corpus, ML dataset, and retrieval evidence base

Handcrafted, community-curated, and synthetically generated n8n workflows for direct import, ML training, and retrieval-augmented workflow generation.

36,985 import-ready131,648-row ML dataset69 monthly downloads36,166 Qdrant vectors
Case study in progress

nullstate

Autonomous purple-team IaC sandbox and DevSecOps alpha

An autonomous purple-team IaC sandbox built for the AMD x lablab.ai hackathon, then expanded into an open-source DevSecOps alpha with reproducible attack, remediation, and evidence workflows.

AWS replay blocked after fixAMD MI300X + vLLM104.45 tok/s red outputPublic demo and submission PDF
Project record published

Kaelux.dev

AI integration, automation, and consulting business

Business and public platform used to deliver client automations, integrate AI/ML systems into workflows and projects, provide technical consultancy, and historically offer end-to-end OpenClaw setup.

Multiple client deliveriesAI/ML integrationsFormer OpenClaw setup servicePublic platform and content
Documentation standard

Next pages will follow the same case-study template

Each future page should cover executive summary, problem, constraints, requirements, architecture, security, deployment, operations, cost, results, tradeoffs, failure modes, improvements, repo/demo links, interview explanation, and resume bullets.