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iskra-astudillo/README.md

Iskra Astudillo

AI Solutions Architect & Builder. Founder of Elite AI Holdings. I design AI products and direct AI coding agents to build them. I keep the architecture, the review, the security and the decision to ship.

Before AI, I founded and ran Berylus LLC (2011–present), a real estate and hospitality company, as CEO, COO and CFO, growing it to $1.5M in annual revenue and more than $8M in total revenue across property management, leasing, vacation rentals and renovations. In 2026 I automated nearly all of its daily operations, then turned that automation into software at Elite AI Holdings: a portfolio of AI products across hospitality, health, marketing and developer tools.

Open-source tools

Tool What it does Try it
bugclass-detectors Static checks for the silent-failure bugs AI-generated code keeps reintroducing: swallowed write exceptions, undefined names on rare paths, inline secrets, fail-open flags, secrets captured once. pipx install git+https://github.com/iskra-astudillo/bugclass-detectors
answerbeacon-check See what AI search tools can read on a page, with the evidence and a copy-paste fix for every miss. CLI and MCP server. pipx install git+https://github.com/iskra-astudillo/answerbeacon-check
rulesmith Write AI coding rules once; generate CLAUDE.md, AGENTS.md, .cursorrules, .clinerules and CONVENTIONS.md, and fail CI on drift. pipx install git+https://github.com/iskra-astudillo/rulesmith

All three are MIT-licensed, pure Python standard library, and run offline except for the page fetch in answerbeacon-check.

Case studies

Product source is private; these repos document the problem, the design and the engineering decisions.

Product Problem → what it does
Governed AI agents · eliteagenticsolutions.com Agents near money, customers or data need answers to "what did it do, was it allowed, who signed off". Per-action permissions, human approval for anything irreversible, a hash-chained audit trail.
MakeMyContent Clips · clipwright.eliteaiempire.com Clipping tools push the rights risk onto users. This one refuses every job until a licence route is verified, then produces captioned vertical clips with explainable moment selection.
CoHostBnB · cohostbnb.xyz Short-term rental operations split across tools, and unreviewed AI replies to guests. One workspace for guests, rooms and maintenance, with AI drafts a person approves.
PhotoSafe · photosafe.eliteaiempire.com Private photo backup with encryption on the device, flat pricing and one-click export.

How I work

  • Agents write most of the code; I write the brief, the guards and the acceptance tests. Architecture, review and the release decision stay with me.
  • A check is trusted only after it has been shown to fail on a planted bad case.
  • Secrets never enter a repository. Everything public is published from a fresh history after a secret scan.

Stack

Python · TypeScript · Docker · Claude Code · Codex · MCP · static analysis · self-hosted git and CI

Links

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  1. answerbeacon-check answerbeacon-check Public

    See what AI search tools can read on a page, with evidence and a copy-paste fix for every miss. CLI + MCP server.

    Python

  2. bugclass-detectors bugclass-detectors Public

    Static checks for the silent-failure bugs AI-generated code keeps reintroducing: swallowed writes, fail-open flags, inline secrets.

    Python

  3. rulesmith rulesmith Public

    Write AI coding rules once; generate CLAUDE.md, AGENTS.md, .cursorrules, .clinerules and CONVENTIONS.md, and fail CI on drift.

    Python