WILLARD FRANK PROCTOR VII
Location: Puerto Vallarta, Jalisco, Mexico
Email:---Phone / WhatsApp: +52 (322)- | Website: patasalada.online
LinkedIn: http://www.linkedin.com/in/patasaladaspanishandenglishsolutions
PROFESSIONAL SUMMARY
Passionate Bilingual Communication Coach and Professional Language
Instructor, Voice Actor, and AI Data Annotator specializing in agentic AI training,
advanced prompt engineering, and TTS voice dataset creation in both English
and Spanish. Adept at designing multi-turn, obfuscated task flows to validate AI
reasoning, coordinating event-graph logic, and simulating realistic user
ambiguity across complex environments. Skilled in Python scripting for workflow
automation, CEFR-based lesson generation, large language models (LLMs), and
audio/text data processing. Experienced in cross-cultural instruction and training,
helping professionals integrate linguistically and socially in diverse global
contexts. Known for precision, creative problem-solving, and delivering
consistently high-quality, context-aware outputs across education, AI, and
media projects.
CORE SKILLS
● Prompt Engineering & LLM Evaluation: Expertise in crafting obfuscated,
multi-step queries to test reasoning, context retention, and logic parsing in
Large Language Models (LLMs). Experience working with GPT, Gemini, and
Claude with regards to testing and interaction design.
● Agentic AI Task Design: Development of multi-turn, real-world scenarios
with strict sequential dependencies and user-intent ambiguity to enhance
autonomous agent performance.
● Data Annotation & Quality Assurance: Accurate labeling and audit of
linguistic, audio, and multimodal datasets across complex task flows for
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NLP, search relevance, and intent classification, includes experience in
structured QA environments.
Python Scripting for Workflow Automation: Automation of language
learning tasks, data preprocessing, transcription, voice data handling,
annotations/labeling, file handling, evaluation logic, QA and metadata
generation processes for AI training pipelines.
Voice Acting for TTS & Speech AI: Delivery of high-fidelity, emotionally
nuanced recordings in English and Spanish for training text-to-speech
(TTS) systems.
Audio Editing & Post-Processing: Skilled in multi-track alignment, cleaning,
labeling, segmenting, synchronizing audio and exporting of conversational
voice data using tools like Audacity, Reaper, and Adobe Audition.
Cross-Cultural Communication Coaching: Tailored instruction for bilingual
professionals to navigate intercultural contexts in transnational corporate
environments, speak with precision, reduce their accent, build rapport on a
global stage and master cultural fluency.
Educational Content Design: Creation of CEFR-aligned lesson plans,
diagnostic materials, and instructional scripts using content-based and
task-based methodologies.
Teaching & Training: Designing and delivering tailored English and Spanish
curricula for professionals and technical learners.
Leadership & Problem Solving: Leading QA alignment, spotting edge cases
in ambiguous data, and improving task design logic.
EN/ES Translation & Transcreation: Specialized in culturally appropriate
translation, localization, and adaptation of nuanced content for diverse
audiences.
Creative Content & Copywriting: Skilled in writing blog posts, instructional
content, sales copy, and technical descriptions for online and educational
platforms.
Social Media & Content Strategy: Applying SEO, voice consistency, and
storytelling across posts, bios, and campaign structures.
Digital Strategy & Web Content: Optimization of landing pages, email
sequences, and branded educational materials for lead generation and
client engagement.
Web Design & UX Writing: Creating clear UI/UX text for apps, sites, and
LLM interaction pathways with user-centric microcopy.
WORK EXPERIENCE
Founder & CEO, Communication Coach
Pata Salada Spanish and English Solutions | 2023 – Present
● Curriculum Innovation: Develop interactive, AI‑assisted courses for over 60
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professionals, integrating neuro-linguistic programming, brain gym
exercises, and multi‑layered lesson plans.
AI‑Driven Workflows: Leverage Python scripting to automate tasks such
as PDF translation (with 1:1 formatting), test grading, auto‑grading
placements, generating CEFR sub‑skill assessments, and creating
personalized lesson outlines, reducing manual task time by at least 25%.
Data & Metrics: Track student progress, achieving consistently high
satisfaction ratings and measurable fluency gains in English/Spanish test
preparation (IELTS, TOEIC, TOEFL‑iBT, DELE).
Dual-Language Instruction: Developed online Spanish and English courses
for 60+ professionals integrating into Latin American/American/Western
European cultures as well as preparation for exams such as IELTS, TOEIC,
TOEFL-iBT, GMAT, CFA, SAT, ACT, OET, CAE, DELE, SIELE, DET, and more,
with high rates of progress.
Cross-Cultural Training: Coached professionals on communication
strategies for native vs. non-native English speakers.
Quality & Growth: Maintained high satisfaction ratings with personalized,
challenging lesson plans.
Advanced Prompt Engineer & Data Annotator
Stellar AI | 2024 – Present
● Complex Prompt Creation:
○ Developed obfuscated and multi-step prompts to evaluate and
expand the reasoning limits of state-of-the-art LLMs, including
bilingual (English/Spanish) instruction-following models.
○ Engineered prompts requiring logical chaining, temporal sequencing,
and dynamic reference resolution across simulated web navigation
paths.
○ Designed scenarios involving:
■ Cross-referencing data between multiple tables
■ Identifying ordinal values under ambiguity
■ Extracting the nth-largest element from filtered datasets
■ Context-dependent retrieval conditioned on earlier outputs
(e.g., requiring verification of data from a prior page)
○ Ensured tasks were:
■ Solvable by humans with standard reasoning strategies
■ Structurally valid with a single correct outcome
■ Robust against shortcut heuristics or pattern memorization by
the model
○ Purpose: To simulate real-world ambiguity and pressure-test AI
decision-making under indirect instruction, reference indirection, and
uncertainty propagation.
● Agentic AI Training & Event Graph Coordination:
○ Designed multi-turn task simulations within sandboxed mobile OS
environments (email, messaging, calendar, ridesharing), involving
30+ sequential or parallel steps with explicit dependencies (e.g.,
“afterwards,” “then,” “simultaneously”).
○ Engineered event graph logic to enforce strict step ordering,
ensuring agents returned the correct outputs, confirmations, and UI
state changes, ensuring no alternative valid pathways are possible.
○ Simulated realistic user ambiguity by introducing vague, partial, or
context-heavy instructions referencing dates, people, or actions, thus
mirroring how users communicate outside of AI-optimized phrasing.
○ Developed logical validation protocols: documented each step’s
rationale in plain English to ensure human reproducibility and to verify
the existence of only one correct and context-consistent outcome.
○ Enhanced agent performance by raising reasoning benchmarks,
increasing scenario complexity, and minimizing token inefficiency,
leading to improved scalability and reduced hallucination rates.
○ Collaborated with QA teams to iterate on annotation frameworks for
advanced reasoning, data linkage, and table parsing; recognized for
high creativity, precision, and methodological rigor.
Voice Actor (TTS AI & Character Work)
Freelance (Voices.com, Voice123.com) | 2022 – Present
● Emotionally Nuanced Voiceovers: Recorded 600+ one‑minute dialogues in
English and Spanish of varying emotional tones (informative, supportive,
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witty, flirtatious) for TTS AI training, capturing paralinguistic cues (sighs,
sobs, throat clearing), including projects for leading audiobook publishers
and digital learning platforms.
Agent Persona: Provided the voice of an on‑device AI assistant, shifting
emotional resonance based on context, ensuring emotional continuity over
extended dialogue sets.
Audio & Editing: Deployed Python scripts to automate audio transcription,
channel synchronization, bleed elimination, and batch processing for
broadcast-quality outputs.
Project Collaboration: Worked closely with clients to deliver consistent,
high‑fidelity recordings optimized for AI model training and user experience.
Repeated Client Rehire: Frequently requested for subsequent voice
projects due to high-quality production.
English Teacher & Communication Specialist
One Inc. | 2020 – 2022
● Customized Learning: Designed specialized English/communication
training for international software development teams, tailoring vocabulary
and cultural awareness while addressing linguistic and semantic nuances.
● Assessments & Reports: Monitored progress with data‑driven evaluations,
presenting actionable feedback as well as final outcomes to corporate
stakeholders.
Academic Coordinator
Global Language Institute | 2019 – 2020
● Program Management: Oversaw a standardization of curriculum
development, lesson objectives and assured quality teaching for 100+
students, as well as overseeing the adoption and eventual full transition to
online learning platforms.
● Teacher Training: Hired and mentored new staff, optimizing classroom
performance and student engagement. Designed and implemented
interactive methodologies in English and Spanish.
Academic Coordinator
Planet English (Puerto Vallarta) | 2015 – 2019
● Strategic Growth: Doubled student enrollment in 18 months through
marketing and academic systems and curriculum revamp.
● Tech Integration: Introduced interactive e‑platforms for improved student
engagement and satisfaction.
English Teacher
Planet English | 2013 – 2019
● Dynamic Instruction: Crafted learner‑centric lessons for diverse age
groups and levels and delivered interactive lessons using roleplay of
real-world applications.
● Professional Focus: Specialized modules for business communication,
providing direct feedback to elevate students’ workplace language skills
and emphasizing cultural etiquette.
EDUCATION AND CERTIFICATIONS
● Bachelor’s in Teaching English as a Foreign Language
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Universidad de Guadalajara (2010 – 2014)
Professional Degree (Post-Secondary), Teaching English as a
Second/Foreign Language
IMAC Inglés Total (2012 – 2013)
High School Diploma
CBTis No. 68 (2006 - 2009)
Voice123/Voices.com Verified Voice Actor
Active contributor completed projects in conversational TTS
AI Prompt Engineering (Self-directed + vendor-specific QA protocols)
Training in LLM validation, task chaining, and sequence logic
Preply Methodology Training
Best practices for remote adult instruction
● Additional coursework in linguistics, educational psychology, and applied
phonetics (UNIVA)
LANGUAGES
● Full-Native Level (C2) Linguistic and Cultural Proficiency with certified
bilingual instruction experience in professional education and AI data
annotation as well as TTS voice training contexts in:
■ English (US - General North American)
■ Spanish (Latin American/Standard Mexican)
NOTABLE ACHIEVEMENTS
● Complex Prompt Design: Engineered advanced, multi-step prompt chains
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for AI model evaluation (Stellar AI), ensuring one valid path from ambiguous
request to correct conclusion.
Agentic AI Sandbox: Successfully tested multi-layer AI prompts
sequentially and in parallel concurrently in simulated phone OS
environments, verifying logical accuracy across 30+ steps. Improved output
consistency and reliability in nuanced scenarios, paving the way for
replacing virtual assistants with AI, enabling human specialists to focus on
higher-value and better-paying roles
Python Automation: Built scripts to handle everything from PDF translation
with formatting to auto‑grading, saving substantial manual labor and
reducing error rates.
Voice Acting for TTS: Delivered 600+ emotionally diverse and nuanced
recordings that enriched TTS models with realistic paralinguistic features
and improved user experience.
Cross-Cultural Integration: Coached over 100 learners in the past 4 years
from industries such as software development (SaaS), finance, medical,
pharmaceutical, manufacturing, business administration, project
management, and team leadership. Helped them adapt linguistically and
culturally in real-time, fostering empathy, rapport, and an appreciation of
their net value. As a result, many achieved middle management or
leadership positions and received relocation offers to the US, advancing
their careers and improving their quality of life.
● Translation & Localization: Streamlined multilingual business
communications by ensuring consistent formatting, tone, and cultural
relevance across English and Spanish materials.
TECH STACK / TOOLS PROFICIENCY
● Voice & Audio Tools
○ Audacity, REAPER, Adobe Audition, DaVinci Resolve, Descript,
Voicemeeter, OBS Studio, Canva, Adobe Acrobat
● Developer & Workflow Tools
○ Python, Visual Studio Code, ADB, SCRCPY, GitHub, Labelbox, Google
Workspace, ClickUp, Trello, Notion, Zoom, ChatGPT, Gemini
● Instructional & Communication Platforms
○ Preply, WhatsApp Business, Google Drive, Docs, Slack, Discord,
Sheets, Slides, Forms, Stripe, Hubstaff, Voices.com, Voice123