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Achievement: Pull Sharkx4Achievement: Pair Extraordinairex4Achievement: Public SponsorAchievement: YOLOAchievement: Quickdraw

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natiixnt/README.md

hey, i'm natalia 👋

ai engineer building infrastructure for the next generation of coding agents. 🛠️

currently building redcon - context optimization layer for AI coding agents. massive repo contexts kill your token budget. redcon fixes that. 🔥

file context:
  baseline:   12,228 tokens
  cold start:  7,749 tokens  (-37%)
  warm cache:    919 tokens  (-92%)

command output (git diff, pytest, grep, ls -R...):
  git diff:   8,078 → 244 tokens  (-97%)
  pytest:     2,555 → 669 tokens  (-74%)
  grep:       7,015 → 1,623 tokens (-77%)
  find:       3,398 → 636 tokens  (-81%)

11 compressors. sub-1ms parse. zero info loss at compact level (verified by must-preserve regex gates). 🎯

pip install redcon

agent → redcon → model

less tokens. less money. same results. 💸

what i do 🧠

i design and build LLM-powered systems that actually work in production - RAG pipelines, agentic workflows, evaluation frameworks, and the infra underneath it all.

9+ years writing code. the last 3 spent deep in AI engineering.

stack ⚡

links 🔗

portfolio linkedin email

Pinned Loading

  1. AI-Engineer-in-90-Days AI-Engineer-in-90-Days Public

    ⭐ If this roadmap helped you, consider starring the repo.

    Mermaid 3

  2. ContextBudget ContextBudget Public

    a tool that reduces token usage and request waste in coding-agent workflows by selecting, compressing, caching, and budgeting repository context

    Python 7

  3. chrome-emoji-picker chrome-emoji-picker Public

    Type :name in any Chrome input to search and insert emojis with Tab. Like Discord, but everywhere.

    JavaScript

  4. valorant-minimap-coach valorant-minimap-coach Public

    Python