Section · Capabilities Map

Capabilities across science, security, AI, and software.

A multidisciplinary skill set combining forensic investigation, artificial intelligence, cybersecurity, automation, software engineering, product development, and digital research. No percentage bars — proficiency is claimed only where a project, credential, research artifact, or coursework can back it.

Categories

12

Vocabulary

531

Verified claims

00

Currently learning

00

Cluster · Forensics

Forensic Science

Verification pending

Crime-scene method, digital & pattern evidence, reporting.

Crime-scene investigation

Biological evidence

Toxicology & chemistry

Pattern & physical evidence

Digital forensics

Computer & mobile forensics

Network & cyber forensics

Investigation & reporting

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · AI

Artificial Intelligence

Verification pending

LLMs, agents, retrieval, evaluation, applied ML.

Core AI

Generative AI

Retrieval systems

Natural language processing

Computer vision

AI engineering

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Security

Cybersecurity

Verification pending

AppSec, network, cloud, SOC, OSINT — defensive first.

Security fundamentals

Web & application security

Vulnerability assessment

Ethical hacking (defensive framing)

Network security

Cloud security

Security operations

OSINT

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Languages

Programming Languages

Verification pending

Grouped by real familiarity, not vanity levels.

Primary

Regularly used

Working knowledge

Learning

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Frontend

Frontend & Creative Dev

Verification pending

React, TS, motion, WebGL, design systems, a11y.

Core frontend

Animation & creative dev

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Backend

Backend Engineering

Verification pending

APIs, auth, queues, integrations, hardening.

Runtimes & frameworks

API surfaces

Auth & access

Operations & hardening

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Data

Databases & Data

Verification pending

Modelling, SQL, RLS, vector search, ETL.

Relational

NoSQL & cache

Design & governance

Search & data pipelines

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · DevOps

Cloud & DevOps

Verification pending

Git, CI, containers, edge, deploy pipelines.

Version control & CI/CD

Containers & runtime

Edge & hosting

Operations

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Automation

Automation & Integration

Verification pending

Workflow, webhooks, orchestration — lawful only.

Workflow & orchestration

Integration surfaces

Data movement

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Product

Product & Founder Craft

Verification pending

Discovery, roadmap, MVP, founder-led delivery.

Discovery & strategy

Delivery

Growth & operations

Founder craft

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Research

Research & Method

Verification pending

Methodology, writing, analytical reasoning.

Method

Communication

Professional

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Cluster · Tools

Software & Tools

Verification pending

Only tools genuinely used, not name-dropped.

Development

Design

AI

Cybersecurity

Digital forensics

Chips are vocabulary, not claims. A dot marks a verified skill with evidence attached.

Currently learning

Separated from certified expertise

Active learning tracks (e.g. Rust, advanced RAG evaluation) will appear here once they begin, with their source repository or coursework — never mixed with certified expertise.

Evidence-first

Want the verified proficiency ledger — projects, coursework, and credentials mapped per skill? Request it directly and I'll share the current version.