Hiii, I'm Gabe. I've worked for the past 15 years somewhere between why it matters and how it works in all things marketing, but esp. writing, ghostwriting, growth & socials.
I've been building with AI since Feb 2025, esp. MCP servers, agent plumbing, LLM evals, human-in-the-loop approvals, new harnesses, AI workflows, plugins, augments & creative AI products & apps. In 2026 I finished my MBA in applied AI software engineering at UniPDS.
My MBA (480 hours) covered AI systems architecture, MCP, autonomous agents, fine-tuning (LoRA, PEFT), AI security & governance.
| Path | What I do |
|---|---|
| Marketing · Marketer & Writer | I shape brand narrative & write it everywhere: ghostwriting, content marketing, socials, launches, product education & SEO/AEO. |
| Engineering · Forward Deployed AI Engineer & Product Engineer | I help teams work better with AI, from finding the problem to building the fix with AI agents, MCP servers & evals, and bringing people along. |
How I work: Intro video · Creative video · Building with AI
Public repos you can read, run & fork. Scout and Hedwig are MCP servers you can install in your agent.
| Project | What it does | Language | Access |
|---|---|---|---|
| Scout | An MCP server that gives your agent onchain analytics: wallet lookup, PnL and DCA proposals that wait for your approval. | Python | Open source, MIT |
| Hedwig | An MCP server that agents & humans consult before anything onchain. | JavaScript, TypeScript | Open source, MIT |
| Webhook reconcile | Finds the Helius webhook events your log missed, refetches them and writes a backfill you can replay. | Rust | Open source, MIT |
- Maria: A live AI app that gives older adults a plain-language second opinion on a suspicious message. I worked across the product, interface & AI workflow. React Native, Expo & TypeScript.
- Thoth: A self-improving agent harness built around search and learning. It retrieves from RAGs evaluated with RAGAS, is fine-tuned with LoRA & trained on human evals with ML/DL techniques. In development, private.
An AI harness gives a model the tools, memory and controls to work through a task.
Agent = Model + Harness
The model chooses the next step. The harness runs the permitted tools, keeps context and feeds the results back. Evals check how the system behaves.
| Harness | What it does | Access |
|---|---|---|
| HyperBots | A multi-agent setup that coordinates specialist agents for software and marketing work. | Private, invite-only |
| OpSec | Takes security research from code review to QA, PR & PoC. | Private, invite-only |
| Video-show | Runs video production as a gated workflow, with a person approving the final cut. | Private, invite-only |
| Product Machine | Creates, sells and upsells low-ticket products end to end. | Private, invite-only |
An augment packages a workflow for your AI assistant as a plugin or skill folder. I build them for content teams and developers.
| Augment | What it does | Access |
|---|---|---|
| Designer | Builds animated portfolio sites from a brief, with SEO and AEO, and checks each build in a real browser. | Private, invite-only |
| Researcher | Researches a question and keeps full sources, partial previews and guesses apart. | Private, invite-only |
| Clipper | Finds the video, lets you pick the moment, then cuts the clip and writes its posts. | Private, invite-only |
| Job scout | Finds roles that fit, then drafts the outreach for human review. | Private, invite-only |
| Tixmancer | An AI agent that hunts secondhand finds within your budget. | In development, with a waitlist |
| Project | What it does |
|---|---|
| Prospector | Researches accounts with sources and prepares a shortlist. A person approves before anything is exported. |
| Launch Factory | An AI agent drafts launch assets from release files. Python validates and renders them, and a person approves the claims. |
| TAM mapper | Maps every account that could buy from you, deduped. |
5 more workflows
| Project | What it does |
|---|---|
| Outbound personalizer | Adapts outbound copy to each account segment. |
| Objections to content | Turns sales-call objections into a content calendar. |
| Campaign launcher | Checks lead lists and email sequences before launch. |
| Content repurposer | Finds relevant material in your published work. |
| Campaign analyzer | Compares campaign results by audience and copy variant. |
I started with poems and short stories as a teen. Globo found me through my chess blog, and in 2021 I advised the cast of “Um Lugar ao Sol” on chess. Most recently, I wrote for 10+ Web3 brands and ghostwrote for crypto creators & a finance executive. Now I write about all things AI, marketing, and what I learn from building on my blog.
How I could provide ROI right away |
Is it OK to let AI be your copy editor? |
Lessons on building a banger portfolio website with AI |
On Immunefi, Quantus paid me for 2 findings: 1 High, the chief finding, and 1 Medium. I wrote up a byte-offset bug in Anchor's LazyAccount as a pull request in my fork, with a proof of concept and a fix. I also built a native SOL vault extension to the Solana Vault Standard.
At a barbecue, a childhood friend told me his painting studio needed more students. I built a landing page for his studio with local SEO and structured data for search and AI discovery. A few weeks later, demand had grown enough that he had to open a waitlist.
Clawmanship · SafeSkill · Grimoire · Solana Ship Gate · Solana Narrative Tracker · Prediction Pari Market · Privacy for Solana · Patronus · SolGuard · Agenthub · E-commerce Data Analysis with pandas · WalletBrief for Monad