AI for cybersecurity
researchIntelligent components that sit inside security operations, turning noisy adversarial signal into intelligence a human can act on.
A loose map of things I work on and have built — research that lives inside security operations, tools I actually use, and the occasional experiment that escaped the garage.
Areas I work in
Intelligent components that sit inside security operations, turning noisy adversarial signal into intelligence a human can act on.
Behavioural-shift detection in networks, distributed systems, vehicles and industrial contexts — defining "normal" carefully enough that the irregular has somewhere to stand out.
How autonomous agents fail, drift and get manipulated — and the guardrails that keep their reasoning aligned until the task is actually done.
Built & in the world
A reading community done right: a Spanish-first Goodreads built to make you read more, not scroll more — real shelves you flip spine-to-cover, each title's honest pulse (including who gave up on it, the number Goodreads hides), reading challenges you win by reading, search by an underlined line, and physical-book swaps with readers near you. No ads, no data selling, no Amazon behind it.
readit.esYour own morning paper, delivered to your Kindle. Pick the blogs, feeds, subreddits and channels you care about; each morning it gathers them, removes the duplicates, optionally adds AI summaries, translations and an editorial, and sends one finished, bounded edition to your e-reader or inbox — no feed to scroll, no notifications, no ads. Free and self-hosted with Docker, on a Raspberry Pi, a NAS or your own machine.
kissaten.esDigital menus and QR workflows for hospitality and POS, with quiet, non-intrusive interaction analytics for local businesses.
tuqr.esTaking low-cost consumer drones apart — protocol, firmware, control — and bringing them under custom command. Presented as a talk at 47CON.
47CON talkObjective, AI-assisted news analysis — flagging political bias, assessing article quality and issuing trust marks. Reached the regional finals of the Santander X Spain Awards.
archivedTurns plain Markdown into self-contained HTML technical reports — cover page, metadata from frontmatter, custom colors and code highlighting. Runs entirely in the browser, no server, no install.
rendermd.yous.devZero-knowledge sharing on the edge. Content is encrypted client-side with AES-GCM; the key travels in the URL hash and never reaches the server. Optional password, TTL, burn-after-read.
share.yous.devAn urban vehicle comparator: race a bike against a car across a city, with live GPS sync, a podium and a PNG export. Usually the bicycle wins.
routebattle.yous.devAn organizer for Kindle notes and highlights that turns scattered annotations into reading statistics worth keeping.
cliply.yous.devA small project for the local cycling community — stickers, keyrings, clothing and more merchandising to come. Coming shortly.
Talks & research communication
On how large language models and agents open an attack surface that didn't exist before — and what defending it actually looks like.
c1b3rwallA hands-on walk through taking apart low-cost drones and the security lessons that fall out of it.
47CON talkPeer-reviewed work presented at international venues, including the Blockchain and Applications congress.
blockchain-congress.netMy master's thesis: a proactive, self-hosted cybersecurity assistant built on open-source LLM agents and advanced RAG. Knowledge distillation and PEFT fine-tune small models to write YARA, Suricata and Sigma detection rules — scored with a purpose-built metric, RuleBench — running privately on consumer hardware, and outperforming GPT-4 and Gemini on real tasks. Published as a chapter (p. 240) in a volume I also co-edited; the fine-tuned model and rule corpus are open on Hugging Face.
Agent skills · open source
Composable, benchmarked skills that extend coding agents: Apple-silicon containerization, safe disk cleanup, self-patching skills, persistent archive memory — with more on the way.
open skills on githubiOS Shortcuts · free
Handmade shortcuts for iPhone, iPad and Mac, built with the same care as an app — free, no ads, each one explained step by step and installed in a tap. Productivity, utilities, privacy and a bit of fun, and more and more of them putting Apple's on-device AI to work, like El Apuntador Pro, which turns a recording into notes with diagrams. New ones arrive regularly, with an RSS feed to follow along.
atajos.yous.dev