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marcuspat/README.md

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Los Angeles, CA · Principal Agentic Engineer

Rust Python Shell Kubernetes Terraform ArgoCD AWS GCP Claude

I build autonomous multi-agent systems that let one engineer ship like a team.

Stars Crates Contributions Website

Autonomous Agent Orchestration · Multi-Agent Swarm Coordination · Cloud-Native Infrastructure · Rust Systems Tooling

Entry points · Turbo Rig · Turbo-Flow Stack · SaaS · Developer Tooling · Rust Crates · Technical Reviews · Organizations

Ecosystem sites: Adventure Wave Labs · Turbo Flow · Turbo Rig · Agentic Platform Engineering · Adventure on the Wave · Creando Tu Matrix · Ancuria


Choose your entry point

One portfolio, many ways in — routes from a single intent to gate AI code, operate agents safely, scan secrets, install Rust tooling, see the live SaaS, weigh the evidence.

One portfolio, many ways in — start with the problem you want to solve. Every "Start here" is something you can actually open: a public repo, a live site, or a cargo install.

I want to… Start here Then explore
Keep AI-written code out of main unreviewed turbo-flow — a developer tool: the rules layer with a fail-closed review gate cross-checked across model families, a written constitution, git-versioned memory turbo-rig.com — the successor rig (private beta)
Let an agent operate a real system safely Sentinel — Investigate → Plan → Approve → Act under a deny-by-default policy, with an operator gate and a hash-chained audit log codescope — the repo as a queryable graph, so the agent reads before it writes
Stop secrets before they ship secret-scan — 50 patterns, entropy and obfuscation detection, cargo install secretscan cargocrypt · the Homebrew tap
Install the Rust tooling cargo-forge — cargo install cargo-forge, 7 typed templates all 7 crates · netrain · rustops
See a real product in production ancuria.com — bilingual real-estate SaaS: Mexican payments end-to-end, AI listing drafts, RADAR quotes the technical deep-dive
Judge the operation by its evidence Packt technical reviews, 2021–2026 — seven titles reviewed across Rust, Go, Python and AI tooling the lab — deployed demos, not screenshots
Hire me adventureonthewave.com — paid agentic AI & platform engineering sessions LinkedIn · marcuspatman.space

Gate · Map · Remember · Ship · Operate — gate the diff (turbo-flow), map the codebase (codescope), remember across sessions (turbo-brain v2), ship the tool (7 crates), operate the product (Ancuria).

Five stations in one pipeline: Gate the diff (turbo-flow), Map the codebase (codescope), Remember across sessions (turbo-brain v2), Ship the tool (7 crates), Operate the product (Ancuria).


Turbo Rig Analytics — commit pipeline overview

The Turbo Rig Stack — A DevOps Tool for AI Coding Agents

Turbo Rig — a DevOps tool for AI coding agents: Triangle + Spine + Loop, builder, reviewer and reserve lanes on a constitution spine, inside the loop. Cross-model gate, fail-closed verdicts, merge stays human.

Turbo Rig is a DevOps tool for AI coding agents — it runs coding agents the way production is already run: a cross-model review gate as the pipeline check, merges held by humans, secrets in the keychain, scheduled automations, and state in git. The successor to Turbo Flow — not more agents, but the harness that governs them: Triangle + Spine + Loop. Swappable lanes (builder / reviewer / reserve) under one shared constitution, a review gate cross-checked across model families with fail-closed verdicts, worktree isolation for parallel writers, git-versioned cross-session memory — and the merge button always in human hands.

Tool Stars Lang Purpose
turbo-rig — Shell / Python The full rig — a DevOps tool for AI coding agents: an eleven-law constitution, review.sh — the review gate with token accounting, wt.sh worktrees, secret.sh keychain, git-versioned memory/, scheduled automations, specs and runbooks. One command installs and wires it all. Private repo — beta.
rust-utils — Rust The rig's Rust edge tools — one binary per problem, the working bash cores untouched: gate-run (the push runs inside the verdict, so a pipe can never ship a REVISE), strand (read-only detector for commits stranded by early merges — merge-commit and squash aware), and bead (a SQLite bead queue with token-bound atomic claims and bounded retries). In the private turbo-rig repo.
Turbo Brain v2 — Python / Shell The rig's memory plane — an owned context vault: plain markdown in git, served read-only over MCP so a session starts with the context it needs instead of asking for it. Capture is a pure text PUT; schema lint, secret scan, client deny-list and agent-poison tripwires gate what enters, and budget-capped distill waves land as PRs under a protected main. Private repo — v1.2.0.
turbo-rig.com — — The product page: the full methodology — why builder ≠ reviewer, the three execution planes (laptop / VPS / Codespaces), and the eight-station loop that ends in a human merge.
Deep-dive — — Technical walkthrough with 11 SVG diagrams — triangle, spine, planes, and loop, section by section.
Deep-dive 3D — — The same architecture as an explorable 3D scene — the loop, the triangle, the gate, the data gravity well, the planes, and the automation ring.

The Turbo-Flow Stack — A Developer Tool for AI-Written Code

Turbo Flow — a developer tool, the rules layer: a builder from any family runs free deterministic checks, a reviewer from a different model family gates the change, the verdict flips REVISE to APPROVED, and only a human merges to main.

Tool Stars Lang Purpose
turbo-flow Shell / Python A developer tool — the rules layer for AI-written code (rig-lite): a fail-closed cross-model review gate, a written constitution, git-versioned memory, worktree isolation, secrets. Any harness, any repo. v1–4 were the agentic dev environment — 215+ MCP tools via Ruflo v3.5 by ruvnet. Site: turboflow.online
turbo-flow-wizard Shell Guided Interactive generator for project-specific CLAUDE.md configs. 12 app types, 7 methodologies, 19 feature sets.
loopgen Rust Agentic loops for Claude Code — wizard, TOML configs, bash export, LOOP_STATUS protocol. Published on crates.io.
turbo-brain-v2 — Python / Shell Owned knowledge vault for the agent stack — plain markdown in git, served read-only over MCP (brain_search, brain_context, brain_verify) to Claude Code, Cowork and Turbo Rig. Daily no-model triage, weekly budget-capped distill, monthly sweeps; every fact carries provenance citations agents can re-verify. Private repo — v1.2.0.

In motion

turbo-flow running the real codespace_setup.sh chain, then a live tmux tour and claude launch turbo-flow-wizard generating a CLAUDE.pre from a live Q&A session
turbo-flow — real install, real tmux workspace, real claude launch turbo-flow-wizard — interactive CLAUDE.md generator
loopgen driving an agentic loop with --dry-run
loopgen — agentic loops for Claude Code: wizard, TOML, bash export

SaaS in Production - Real Estate Intelligence & AI Enhanced Functionality

Not just infrastructure — I ship complete products. Ancuria is a real-estate intelligence SaaS I built and operate in production for the Mexican market: subscription billing with Mexican payments end-to-end (card, SPEI, and cash via Conekta, plus CFDI invoicing), multi-tenant team management with role-based access control, a three-level AI assistant that drafts listings in Spanish and English and answers client chats, RADAR — four financial calculators over 45+ daily market indicators — and a CRM that fills itself while agents sell. Bilingual (ES/EN), installable PWA, dark mode, web push. Free tier with unlimited listings; paid plans $249–$699 MXN/month.

Tool Stars Lang Purpose
ancuria.com — — The live product — registrations, listings, AI assistant, RADAR quotes, and payments in production. Private codebase — 399 merged PRs as of Sept 2026.
Deep-dive — — Technical walkthrough: publish once → the agent network → AI descriptions → RADAR quotes → close.
Deep-dive 3D — — The platform as an explorable 3D scene.
ChatGPT plugin — — Ancuria's MCP tools, published in the ChatGPT plugin directory — property and market data answered inside ChatGPT.

In motion

Ancuria — a new user logs in on ancuria.com and tours the app: listing detail, Market Intelligence, RADAR payment-plan quoter, plans

Ancuria — a brand-new user on the live product: login, listing detail, Market Intelligence, the RADAR payment-plan quoter, plans

Next.js 16 · React 19 · Prisma · PostgreSQL · Conekta · Banxico


Developer Tooling

Developer tooling in Rust: Sentinel sweeps a radar for live system inspection, netrain rains packets with threat detection, cargo-forge stamps projects from typed templates.

Tool Stars Lang Purpose
cargo-forge Rust Rust project generator — 7 typed templates: CLI, API server, WebAssembly, game engine, embedded.
netrain Rust Matrix-style network packet monitor — real-time DDoS and port-scan detection in the terminal.
Sentinel Rust Safe agentic sysadmin — file operations, process control, network inspection with human-in-the-loop guardrails.

In motion

netrain — live packet log, threat detection, and hex dump in the terminal

netrain — live packet monitor with threat detection

Sentinel listing capabilities and the deny-by-default policy cargo-forge scaffolding a new Rust project from a typed template
Sentinel — safe agentic sysadmin cargo-forge — interactive Rust project generator

More tooling — secret-scan, codescope, and the rest of the lab — lives at adventurewave-labs.


Lab / Demos

The lab: experiments bubble up, flow through gitops, golden path, SRE pipeline and cost audit themes, and ship as live demos in the browser.

Experiments, proofs of concept, and agentic demos.

Repo What it explores
agentic-powered-golden-path-demo NL → GitOps deployment via golden-path workflows (ArgoCD + OpenRouter)
AI-Kubernetes-API-Generator-Demo NL → Kubernetes API generation
agentic-devops-extravaganza · live demo Working demo of K8sGPT and Robusta running against a real Kubernetes API + GLM-4.5 LLM
agentic-platform-engineering-extravaganza · live demo Golden path + Score → Crossplane + real OPA policy gates + an authz-gated MCP server — 42 policy violations without a platform, 0 with one
aops-sre-pipeline · live demo Alert-driven autonomous SRE pipeline — Prometheus → n8n → Popeye → Dify-lite → Ollama → Slack
gitops-progressive-delivery-demo · live demo Argo CD + Argo Rollouts + Prometheus + K8sGPT progressive delivery — a canary trips an SLO violation, an AI SRE diagnoses it, and the rollout auto-rolls back in ~20s
moor · live demo Desired-state control plane for docker-compose — OBSERVE → DIFF → PLAN → ACT drift detection with real auto-remediation against the live Docker Engine API
cloudtrim · live demo 22-rule AWS cost-waste audit & remediation engine — read-only scan, verified fixes, and CUR-reconciled savings reporting demoed against a pinned AWS API emulator

Published Rust Crates

Seven crates on a conveyor — netrain, k8s-netinspect, cargocrypt, secretscan, file-hasher, cargo-forge, loopgen — rolling off the line onto crates.io.

7 crates on crates.io — download counts below update automatically.

Networking & Observability

Crate Downloads Purpose
netrain Matrix-style network packet monitor with IP tracking and threat detection
k8s-netinspect Minimal Kubernetes network inspection — CNI and pod connectivity

Security & Cryptography

Crate Downloads Purpose
cargocrypt Zero-config cryptographic operations for Rust projects
secretscan Blazing-fast secret scanner for codebases -- AWS keys, GitHub tokens, API secrets

Utilities

Crate Downloads Purpose
file-hasher Fast SHA256 / SHA1 / MD5 file hashing CLI with progress output
cargo-forge Rust project generator -- 7 typed templates for CLI, API server, WebAssembly, game engine, embedded

Agent Tooling

Crate Downloads Purpose
loopgen Agentic loops for Claude Code — wizard, TOML configs, bash export, LOOP_STATUS protocol

Ecosystem Sites

The ecosystem as a rail line with seven stops: adventurewavelabs.space, turboflow.online, turbo-rig.com, agenticplatformengineering.com, adventureonthewave.com, creandotumatrix.com, ancuria.mx.

  • adventurewavelabs.space — Adventure Wave Labs: the research lab behind Turbo Flow and Turbo Rig, with its labs, initiatives, and repos
  • turboflow.online — Turbo Flow: the developer tool / rules layer for AI-written code (open source, bilingual EN/ES)
  • turbo-rig.com — Turbo Rig: the DevOps tool for AI coding agents — cross-model review gate, fail-closed verdicts, human-held merges
  • agenticplatformengineering.com — the practice of running agentic platforms in production: sense-think-act loop, golden paths, agent-native IDP
  • adventureonthewave.com — consulting: paid agentic AI & platform engineering sessions
  • creandotumatrix.com — LATAM affiliate: AI governance and production operation, en español
  • ancuria.mx — the intelligent real-estate network for Puerto Vallarta and Riviera Nayarit: listings, MLS comparison, and city rental market data

Technical Reviews

Technical reviewer for Packt Publishing since 2021 — seven titles, two credited in print. Most recent: Operational AI with Docker (2026), Microsoft Foundry in Action (2026), Claude Beyond the Prompt (Oct 2026, credited), and Loop Engineering with Claude Code (2026).

Full list → packt-technical-reviews


Read the numbers correctly

Signal What it measures What it does not prove
Stars Attention Installs, retention, or production use
Crate downloads Install events Unique users — CI runs and reinstalls are counted
Demo GIFs A real run of the workload shown Anything beyond that workload
Private repo — beta badges Honest current status Shipping software, yet

Every demo GIF on this page is a recording of a real run — the turbo-flow install, the netrain packet log, the Ancuria user tour — not a mockup. Star and download counts are live shields, not curated claims. Repo links and the pinned set verified against the GitHub API October 26, 2026 UTC.


Organizations

How we are organized: marcuspat at the root; adventurewave-labs for open-source tooling (turbo-flow, codescope, secret-scan, loopgen); creandotumatrix-labs for agentic AI and cloud-native work in Latin America.

Org Focus
adventurewave-labs Open-source developer tooling for the Claude and agentic AI ecosystem — the lab behind turbo-flow
creandotumatrix-labs Agentic AI engineering and cloud-native solutions for Latin America

Rust · Python · Shell · Kubernetes · Terraform · ArgoCD · AWS · GCP · Azure · Claude Code · SPARC

📧 marcus@adventureonthewave.com · LinkedIn · marcuspatman.space · X @marcuspat · YouTube @marcuspatmanagentics

Pinned Loading

  1. turbo-flow turbo-flow Public

    The rules layer for AI-written code — rig-lite: a fail-closed cross-model review gate, a written constitution, git-versioned memory. Any harness, any repo. v1-4 were the agentic dev environment.

    Shell 185 47

  2. adventurewave-labs/secret-scan adventurewave-labs/secret-scan Public

    Rust secret scanner CLI — 50 patterns, entropy analysis, Base64/hex obfuscation detection. cargo install secretscan

    Rust 11 2

  3. netrain netrain Public

    Matrix-style network packet monitor with real-time threat detection. DDoS/port scan detection, terminal visualizations, built in Rust.

    Rust 3 2

  4. Sentinel Sentinel Public

    Safe, auditable agentic sysadmin tool in Rust. LLM-driven Investigate → Plan → Approve → Act loop with a deny-by-default policy engine, operator approval gate, and hash-chained audit log.

    Rust 1

  5. adventurewave-labs/codescope adventurewave-labs/codescope Public

    Code-intelligence engine for AI coding agents — single Rust binary indexes any repo into a queryable graph over MCP, CLI, and JSON.

    Rust 4

  6. cargo-forge cargo-forge Public

    Rust project generator with 7 typed templates — CLI, API server, WASM, game engine, embedded, library, workspace. cargo install cargo-forge.

    Rust 17 1