An Artificial Intelligence project applying classical knowledge-based systems methodology and fuzzy logic to reduce false positives in bug report triage.
# Agustin Diaz-Cano - Software Engineer
## AI Agent Usage (Last 30 Days)
- **Combined Total**: ~11.42 Billion tokens across 379 sessions (2026-10-13 to 2026-11-11).
- **Per-Agent Breakdown**: Claude Code (~7.57B tokens, 143 sessions) | Antigravity (~2462.4M tokens, 151 sessions) | Codex (~797.1M tokens, 57 sessions) | Meta Muse (~583.6M tokens, 26 sessions) | Grok (~5.4M tokens, 2 sessions) | Cursor (server-side only, 0 local transcript sessions, no local token counters).
- **Meta Muse API calls**: Direct API usage reported manually adds ~196.2M tokens (190.0M input, 6.2M output) on top of local Muse sessions; the figure lives in scripts/meta-muse-api-usage.json and must be updated when it changes.
- **Reference Comparisons**: The combined count is approximately 224 months (~18.7 years) at 51M tokens/month, or 30 months (~2.5 years) at 380M tokens/month. It is numerically comparable to one month at the median rate for ~224 developers.
- **Dashboard**: [AI Usage dashboard](https://www.agustindiazcano.com/agents-usage) with the per-agent breakdown, Jellyfish token pyramid and AFAW methodology.
- **Benchmark Source**: [Jellyfish Q1 2026 study](https://jellyfish.co/blog/is-tokenmaxxing-cost-effective-new-data-from-jellyfish-explains/) reported 51M tokens/month at the median and 380M at the 90th percentile among 12,000 developers at 200 companies. These are reference rates, not a global ranking; accounting methods and coverage may differ.
## About
Software Engineer | Python Developer with 4+ years of experience in software development, specializing in AI/ML and Backend Development (Python).
I'm currently an MS Candidate, Systems Engineering, at UTN, focused on Artificial Intelligence and Data Analysis. My technical focus is building backend architectures that integrate GenAI in production-realistic conditions, not just prototypes. I'm developing projects with Python, Retrieval-Augmented Generation (RAG), and the Model Context Protocol (MCP) to explore LLM orchestration and AI agent design.
Previously, Sole QA Owner and quality authority for Grupo GDU's e-commerce platforms. Responsible for the entire quality strategy of web and mobile across multiple high-traffic sites, covering a multi-million dollar online channel with hundreds of thousands of users. Held full Go/No-Go authority on production releases with no dedicated QA team. During my tenure, the platforms—previously unranked—achieved nominations for the eCommerce Awards Uruguay in 2024 and 2025.
Transitioned from zero coding background in the pre-AI era. Wrote my first line of code in November 2020, received a job offer on May 14, 2021, and shipped my first production PR in June 2021 at an international fintech. Participated in more than 10 projects that reached production.
In game development, I created full modifications for the Men of War series as a solo developer, reaching over 200,000 downloads. Only a small percentage of Steam games, mods, and mobile apps (typically under 2-5%, and often closer to 1% for the 100k threshold) ever reach that level of adoption.
## Full Context
**[Full Profile / System Context](/llms-full.txt)**
## Quick Links
- **Portfolio**: https://www.agustindiazcano.com
- **GitHub**: https://github.com/agustindiazcano
- **LinkedIn**: https://linkedin.com/in/agustindiazcano
- **Qollab (quantum computing platform)**: https://qollab.xyz/u/agustindiazcano
- **Rankings and Recognition**: https://www.agustindiazcano.com/rankings
- **Competitions and Hackathons**: https://www.agustindiazcano.com/competitions
- **UNICEN news (QWind: 1st place Quantum Impact (Industrial Application) and 3rd place overall, Argentina)**: https://exa.unicen.edu.ar/la-sede-unicen-se-destaco-en-el-hackathon-mundial-de-computacion-cuantica-con-proyectos-premiados/
- **Codewars**: https://www.codewars.com/users/agusdiazcano (#30,420 worldwide, Top 3.945% honor percentile, #8 in the Plataforma 5 clan)
- **LibHunt**: https://www.libhunt.com/l/python/topic/ai-assisted-development
- **Gitista**: https://gitista.com/argentina/ (#23 Argentina, #12 Python)
- **Committers.top**: https://committers.top/argentina (#14 contributions, #15 commits)
- **Writing**: https://www.agustindiazcano.com/writing
