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Agentic runtime 🤖
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44r0nd4vidg3/README.md
44r0n d4vidg3

44R0N D4VIDG3

** Aspiring Software Engineer **

build itship ittry to break itpatch it

Agents Gemini FastAPI Google Cloud

SITE · BLOG · LINKEDIN · X


44r0n@mainframe:~$ whoami --verbose

  NAME     Aaron Davidge
  ROLE     Software Engineer
  EDU      ~110 credit hours toward a B.S. in Computer Science
           (Southeastern Louisiana Univ. · LSU) — algorithms, data
           structures, assembly, theory of computation, enterprise development,
           calculus through III, probability and differential equations,
           Self-taught everything after that.
  FOCUS    Agent backends on Google's stack. FastAPI in a container
           on Cloud Run, Gemini behind it, Model Armor either side.
  ALSO     Security-minded by habit — I read exploit write-ups and CVE postings for fun
           and design like someone's going to poke at it.
  STATUS   ◉ OPEN TO WORK — remote, hybrid, onsite. Will travel.

44r0n@mainframe:~$ cat ~/.philosophy

  Most "AI projects" are a prompt in a trench coat.
  I care about the unglamorous half: webhooks that survive a retry,
  agents that admit when they don't know, and shipping something a
  real person can click instead of a notebook nobody runs.

  Everything in this profile is live.

$ ls -la ~/projects --status

Honest status flags. SHIPPED = live, go use it. BUILDING = works, still on it. STATIC / WIP = the front end is real, the backend isn't wired yet. I don't list things that don't exist.

LinkWhat it isStackStatusCode
A4RON.AI Containerized FastAPI agent on Cloud Run, fronted by an Application Load Balancer at api.aarondavidge.com, with Model Armor screening traffic in both directions around Gemini 3.5 Flash. Conversational only today — retrieval and tool calling are next. Cloud Run Docker FastAPI Load Balancer Model Armor Gemini 3.5 Flash 🟢 SHIPPED Visit site
0DAY-RCA-PIPELINE Automated pipeline ingesting Google Project Zero's root-cause analyses of in-the-wild zero-days into structured, queryable records. Handles messy source formatting and dedupes on re-run. Javascript Scraping Scheduled ingest 🟢 SHIPPED Visit site
HOME The hub tying the whole aarondavidge.com ecosystem together. Hand-built, no framework, full SEO + OG metadata. HTML Tailwind JavaScript 🟢 SHIPPED Visit site
STORE Storefront for the 44R0N mech line. Static build with demo product cards today — Stripe integration and real merch are the next phase. HTML Tailwind JavaScript 🟢 SHIPPED Visit site
BLOG Field notes from the workshop — AI engineering, agentic development, and whatever broke this week. Static build, no CMS yet. HTML Tailwind JavaScript 🟢 SHIPPED Visit site
MCP Server MCP server for the SAM.gov Get Opportunities API — search federal contract opportunities from Claude in plain English Python 🟢 SHIPPED Visit site

$ cat ~/architectures/a4ron_ai.md

Not a generic reference diagram — this is A4RON.AI as it actually runs today, with the roadmap drawn separately instead of pretending it's already there:

flowchart TD
    V([Visitor]) --> PAGE["aarondavidge.com/assistant.html"]
    PAGE -->|HTTPS| LB["api.aarondavidge.com<br/>Application Load Balancer"]
    LB --> RUN["Cloud Run<br/>FastAPI in Docker"]
    RUN --> MA{{"Model Armor<br/>inbound screening"}}
    MA --> LLM["Gemini 3.5 Flash<br/>configured in Agent Studio"]
    LLM --> MA2{{"Model Armor<br/>outbound screening"}}
    MA2 --> RUN
    RUN --> PAGE
    RUN -.->|out of depth| ESC[Human Escalation]
    ESC -.-> MAIL([Contact form])

    subgraph RM ["◐ ROADMAP — not shipped yet"]
        direction LR
        SUB["assistant.aarondavidge.com<br/>dedicated subdomain"]
        RET[Retrieval Layer] --> IDX[(Embedded site<br/>+ project content)]
        TOOL[Tool Calling]
    end

    RUN -.next.-> RET
    RUN -.next.-> TOOL
    PAGE -.next.-> SUB

    style LLM fill:#7C3AED,stroke:#00E5FF,color:#fff
    style MA fill:#22C55E,stroke:#fff,color:#04070e
    style MA2 fill:#22C55E,stroke:#fff,color:#04070e
    style LB fill:#00E5FF,stroke:#fff,color:#04070e
    style ESC fill:#FF4D6D,stroke:#fff,color:#fff
    style RM fill:#04070e,stroke:#444,color:#888
Loading

Design decisions worth defending: nothing reaches the model unscreened and nothing reaches the user unscreened — Model Armor sits on both legs, because a public bot on my own domain is an open prompt-injection surface. The agent runs as a container on Cloud Run behind a load balancer, so the public endpoint is decoupled from the runtime and the deploy is reproducible. The bot carries a visible "AI · can be wrong" disclosure and always has a path to a human.

Retrieval comes next. Until it's grounded, an agent that confidently invents my résumé is worse than no agent — so it stays scoped to what it can actually answer.


$ stack --group-by=confidence

◉ IN PRODUCTION  ── shipped something real with these
  Python · JavaScript · HTML/CSS · Tailwind
  Gemini 3.5 Flash · Model Armor · Agent Studio
  Gemini Enterprise Agent Platform · Google AI Studio
  Google ADK · Model Garden · Antigravity
  FastAPI · REST API design · Docker
  Google Cloud — Cloud Run · Application Load Balancing
  Git · GitHub Actions · GitHub Pages

◑ FROM COURSEWORK  ── academic work, not production
  C++ (data structures) · Java (algorithms I & II) · Assembly
  Bash (systems administration) · Python (data science, Kaggle)
  React · Redux · Express · MongoDB (software engineering)
  Calculus I–III · calculus-based statistics (continuous and
  discrete distributions) · differential equations

◐ IN THE LAB  ── actively learning, not yet shipped
  RAG · embeddings & vector search · tool calling
  multi-agent orchestration · agent evaluation harnesses
  Flutter · PostgreSQL · Stripe · Kubernetes

○ NOT CLAIMING  ── because I haven't done it yet
  everything else

That last block is deliberate. I'd rather you trust the first list.


$ ./security --disclose

Security isn't my job title, it's how I build. I read exploit writeups and root-cause analyses for fun — that's literally what the 0DAY-RCA-PIPELINE exists to collect — and it shows up as secrets hygiene, screening what reaches my models, and assuming user input is hostile.

  • 📋 Disclosure policy: aarondavidge.com/security
  • 🔐 Found something in one of my projects? Follow the policy above. I respond, I credit, and I don't lawyer.
Why are there offensive-tooling forks on this profile?

Forks of projects like TrollStore and SeaShell are reading material, not my work — iOS jailbreak and post-exploitation frameworks I've studied to understand entitlement abuse, persistence, and mobile attack surface. Same reason I fork adk-samples: I learn by reading other people's code.

Anything I actually wrote is listed in the projects table above and says so.


$ finger 44r0nd4vidg3

Site LinkedIn X Blog


"Software ate the world. Agents will operate it."

◉ OPEN TO WORK — AI engineering & forward deployed roles. Remote, hybrid, or onsite. Happy to travel. Let's talk.

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