Project evidence for reviewers

Case Studies & Project Evidence

A hiring-manager friendly index of the systems, research work, deployment choices, costs, and tradeoffs behind the projects I want reviewers to inspect.

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.

28K+ prompt corpus8 release diagramsEUR 178.12 Azure VM spend38.19h longest benchmark
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.

EUR 156.68 verified May cost4 apps / 1 environment4 ARM exports9 paid categories cleared
Part one published

ViperMesh

Deterministic Blender agent harness and MCP benchmark study

Benchmark comparing the ViperMesh Blender harness against the Anthropic x Blender MCP server baseline, including elapsed time, reduced token usage, deterministic tool use, neutral LLM visual scoring, and Harneloop evidence.

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.

v0.0.2 public alphaPortable harness unitsCandidate promotionViperMesh evidence
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

AMD MI300X purple-team IaC sandbox and DevSecOps evidence

Work-in-progress study covering private vLLM model serving, LocalStack cloud targets, Terraform attack and remediation replay, security boundaries, release evidence, and current validation limits.

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.