2stacks/qwen3-8b-andrew-resume-v2
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[
{
"role": "user",
"content": "Who is Andrew Stanley?"
},
{
"role": "assistant",
"content": "Andrew Stanley is a technology executive with 24 years of progressive leadership experience building, scaling, and modernizing cloud infrastructure, AI-enabled platforms, and secure engineering organizati... |
[
{
"role": "user",
"content": "What is Andrew Stanley's current role?"
},
{
"role": "assistant",
"content": "Andrew is the Chief Technology Officer and Chief Innovation Officer at SMS Data Products Group in McLean, VA. He has held this role since August 2024."
}
] |
[
{
"role": "user",
"content": "Where does Andrew work?"
},
{
"role": "assistant",
"content": "Andrew works at SMS Data Products Group, headquartered in McLean, VA. SMS is a 500+ employee IT services company supporting Defense, DHS, and commercial clients at 40+ locations nationwide."
}
] |
[
{
"role": "user",
"content": "How many years of experience does Andrew have?"
},
{
"role": "assistant",
"content": "Andrew has 24 years of progressive technology leadership experience."
}
] |
[
{
"role": "user",
"content": "Where is Andrew based?"
},
{
"role": "assistant",
"content": "Andrew is based in Bethesda, MD 20816."
}
] |
[
{
"role": "user",
"content": "How can I contact Andrew?"
},
{
"role": "assistant",
"content": "You can contact Andrew at 2stacks@2stacks.net. He is based in Bethesda, MD."
}
] |
[
{
"role": "user",
"content": "What is Andrew's email address?"
},
{
"role": "assistant",
"content": "Andrew's email address is 2stacks@2stacks.net."
}
] |
[
{
"role": "user",
"content": "What is Andrew's phone number?"
},
{
"role": "assistant",
"content": "Andrew's phone number is not listed publicly."
}
] |
[
{
"role": "user",
"content": "What sectors has Andrew worked in?"
},
{
"role": "assistant",
"content": "Andrew has worked across Defense, Federal, and commercial sectors throughout his 24-year career."
}
] |
[
{
"role": "user",
"content": "What is Andrew's professional background?"
},
{
"role": "assistant",
"content": "Andrew is a technology executive with deep hands-on expertise in hybrid multi-cloud architecture (AWS, Azure), IaaS, DevSecOps, CI/CD automation, and Zero Trust. He has a track record o... |
[
{
"role": "user",
"content": "When did Andrew become CTO at SMS?"
},
{
"role": "assistant",
"content": "Andrew became Chief Technology Officer and Chief Innovation Officer at SMS Data Products Group in August 2024."
}
] |
[
{
"role": "user",
"content": "What did Andrew do as CTO at SMS?"
},
{
"role": "assistant",
"content": "As CTO, Andrew consolidated Innovation and the Office of the CTO into a unified operating model, aligning engineering, platform, IT, and innovation teams across SMS's 500+ employee organization... |
[
{
"role": "user",
"content": "Tell me about Andrew's CMMC achievement."
},
{
"role": "assistant",
"content": "Andrew achieved a perfect 110 score on SMS's CMMC Level 2 certification audit by a C3PAO. He drove a 69% reduction in unmet controls, deployed Cloud PC enclaves for CUI boundary protecti... |
[
{
"role": "user",
"content": "What was Andrew's CMMC Level 2 score?"
},
{
"role": "assistant",
"content": "Andrew led SMS to a perfect 110 score on its CMMC Level 2 certification audit by a C3PAO."
}
] |
[
{
"role": "user",
"content": "Did Andrew start a new business unit at SMS?"
},
{
"role": "assistant",
"content": "Yes. Andrew founded and scaled SMS's first commercial business practice in the company's 50-year history. He built the Platform division into a self-sufficient operation generating o... |
[
{
"role": "user",
"content": "What revenue did Andrew generate as CTO?"
},
{
"role": "assistant",
"content": "As CTO, Andrew built SMS's Platform division into a self-sufficient operation generating over $1M in combined product and services revenue across 5 new commercial clients in nuclear powe... |
[
{
"role": "user",
"content": "What new clients did Andrew bring in?"
},
{
"role": "assistant",
"content": "Andrew secured 5 new commercial clients spanning the nuclear power, biotech, and financial services sectors as part of building SMS's first commercial business practice."
}
] |
[
{
"role": "user",
"content": "What is Andrew's AI strategy at SMS?"
},
{
"role": "assistant",
"content": "Andrew developed and executed an enterprise AI strategy centered on practical augmentation. He delivered 5 to 7 proof-of-concept projects, launched an AI Acceptable Use Policy, and establish... |
[
{
"role": "user",
"content": "How many AI POCs has Andrew delivered?"
},
{
"role": "assistant",
"content": "Andrew has delivered 5 to 7 AI proof-of-concept projects as part of SMS's enterprise AI strategy."
}
] |
[
{
"role": "user",
"content": "What is AI Builder Days?"
},
{
"role": "assistant",
"content": "AI Builder Days is an initiative Andrew established at SMS to democratize AI adoption for non-technical teams. It is part of his enterprise AI strategy focused on practical augmentation."
}
] |
[
{
"role": "user",
"content": "What is the AGUN contract?"
},
{
"role": "assistant",
"content": "AGUN is the Army Global Unified Network contract. Andrew directs a $7M budget capacity across 14 FTEs on AGUN, overseeing legacy infrastructure migration planning from VMware to cloud-native OpenShift... |
[
{
"role": "user",
"content": "How big is the AGUN budget Andrew manages?"
},
{
"role": "assistant",
"content": "Andrew directs a $7M budget capacity across 14 FTEs on the Army Global Unified Network (AGUN) contract."
}
] |
[
{
"role": "user",
"content": "What ISO certifications does SMS hold under Andrew?"
},
{
"role": "assistant",
"content": "Under Andrew's leadership, SMS maintains triple ISO certification: ISO 27001, ISO 20000-1, and ISO 9001. The company has passed successful recertification audits with zero non... |
[
{
"role": "user",
"content": "What is the Technical Leadership Program?"
},
{
"role": "assistant",
"content": "The Technical Leadership Program (TLP) is an engineering leadership initiative Andrew created during his tenure as Director of Engineering. It upskills staff in cloud, AI, and infrastru... |
[
{
"role": "user",
"content": "How many articles did the 2025 TLP cohort publish?"
},
{
"role": "assistant",
"content": "The 2025 Technical Leadership Program cohort published 21 technical articles and logged 1,191 hours of professional development."
}
] |
[
{
"role": "user",
"content": "How much did Andrew save in IT and security spend?"
},
{
"role": "assistant",
"content": "Andrew manages over $1M in annual IT and security expenditures, including targeted investments in anti-phishing MFA and ITDR solutions deployed in response to identified vulner... |
[
{
"role": "user",
"content": "What did Andrew do about phishing?"
},
{
"role": "assistant",
"content": "Andrew invested in anti-phishing MFA and ITDR (Identity Threat Detection and Response) solutions in response to identified vulnerabilities, strengthening operational resilience and enterprise ... |
[
{
"role": "user",
"content": "Did Andrew lead any marketing initiatives?"
},
{
"role": "assistant",
"content": "Yes. Andrew launched a Customer Advisory Board and led a marketing and website redesign initiative, strengthening SMS's brand positioning around cloud infrastructure, AI services, and ... |
[
{
"role": "user",
"content": "When was Andrew Director of Engineering?"
},
{
"role": "assistant",
"content": "Andrew served as Director of Engineering at SMS Data Products Group from August 2021 to August 2024, before being promoted to CTO."
}
] |
[
{
"role": "user",
"content": "What did Andrew accomplish as Director of Engineering?"
},
{
"role": "assistant",
"content": "As Director of Engineering, Andrew generated over $6M in new business revenue through technical demonstrations, reference architecture development, and proposal support — a... |
[
{
"role": "user",
"content": "How much new revenue did Andrew generate as Director of Engineering?"
},
{
"role": "assistant",
"content": "As Director of Engineering, Andrew generated over $6M in new business revenue through technical demonstrations, reference architecture development, and propos... |
[
{
"role": "user",
"content": "Who created the Technical Leadership Program?"
},
{
"role": "assistant",
"content": "Andrew Stanley created the Technical Leadership Program (TLP) during his tenure as Director of Engineering at SMS. He managed it for three years, securing over $250K annually in per... |
[
{
"role": "user",
"content": "How long was Andrew at SMS as a senior engineer?"
},
{
"role": "assistant",
"content": "Andrew served as Senior Engineer and Engineering Team Lead at SMS Data Products Group from April 2002 to August 2021 — over 19 years."
}
] |
[
{
"role": "user",
"content": "When did Andrew start at SMS?"
},
{
"role": "assistant",
"content": "Andrew started at SMS Data Products Group in April 2002 as a Senior Engineer and Engineering Team Lead."
}
] |
[
{
"role": "user",
"content": "Has Andrew won any awards at SMS?"
},
{
"role": "assistant",
"content": "Yes. Andrew earned SMS Engineer of the Year recognition twice — in 2012 and 2020 — for exceptional delivery on complex infrastructure modernization and cloud migration programs."
}
] |
[
{
"role": "user",
"content": "When did Andrew win Engineer of the Year?"
},
{
"role": "assistant",
"content": "Andrew won SMS Engineer of the Year in both 2012 and 2020."
}
] |
[
{
"role": "user",
"content": "What was Andrew's role on Army EITaaS?"
},
{
"role": "assistant",
"content": "Andrew served as Lead Architect on the Army EITaaS program from 2020 to 2021."
}
] |
[
{
"role": "user",
"content": "Did Andrew work on JRSS?"
},
{
"role": "assistant",
"content": "Yes. Andrew was Senior Network Architect on DISA JRSS (Joint Regional Security Stacks) from 2016 to 2019."
}
] |
[
{
"role": "user",
"content": "Did Andrew work for DARPA?"
},
{
"role": "assistant",
"content": "Yes. Andrew served as Network Architect at DARPA from 2011 to 2013."
}
] |
[
{
"role": "user",
"content": "Did Andrew work for DTRA?"
},
{
"role": "assistant",
"content": "Yes. Andrew was Senior Network Architect at DTRA (Defense Threat Reduction Agency) from 2013 to 2016."
}
] |
[
{
"role": "user",
"content": "What was Andrew's role at the Executive Office of the President?"
},
{
"role": "assistant",
"content": "Andrew was Engineering Team Lead at the Executive Office of the President from 2009 to 2011."
}
] |
[
{
"role": "user",
"content": "Did Andrew work at the Pentagon?"
},
{
"role": "assistant",
"content": "Yes. Andrew was Senior Network Engineer on JSP-Pentagon from 2002 to 2008."
}
] |
[
{
"role": "user",
"content": "List Andrew's key DoD assignments."
},
{
"role": "assistant",
"content": "Andrew's key government assignments include: Lead Architect on Army EITaaS (2020-2021), Senior Network Architect on DISA JRSS (2016-2019), Senior Network Architect at DTRA (2013-2016), Network... |
[
{
"role": "user",
"content": "Was Andrew in the military?"
},
{
"role": "assistant",
"content": "Yes. Andrew served as a Signal Officer (25A) in the United States Army from May 1999 to January 2014. He managed Department of the Army and DoD signal assets including planning, design, engineering, ... |
[
{
"role": "user",
"content": "What was Andrew's military branch and role?"
},
{
"role": "assistant",
"content": "Andrew served in the United States Army as a Signal Officer with MOS 25A from May 1999 to January 2014."
}
] |
[
{
"role": "user",
"content": "Did Andrew deploy overseas?"
},
{
"role": "assistant",
"content": "Yes. Andrew deployed to Afghanistan in support of Operation Enduring Freedom from 2008 to 2009. He was awarded the Combat Action Badge and multiple Commendation Medals for his service."
}
] |
[
{
"role": "user",
"content": "Did Andrew serve in Afghanistan?"
},
{
"role": "assistant",
"content": "Yes. Andrew deployed to Afghanistan in support of Operation Enduring Freedom from 2008 to 2009 and earned the Combat Action Badge."
}
] |
[
{
"role": "user",
"content": "What military awards has Andrew received?"
},
{
"role": "assistant",
"content": "Andrew was awarded the Combat Action Badge and multiple Commendation Medals for his service in Afghanistan during Operation Enduring Freedom."
}
] |
[
{
"role": "user",
"content": "What is the Green to Gold scholarship?"
},
{
"role": "assistant",
"content": "Green to Gold is the U.S. Army program through which enlisted soldiers earn a college scholarship and commission as Army Officers. Andrew was awarded the Green to Gold scholarship and was ... |
[
{
"role": "user",
"content": "Where did Andrew go to college?"
},
{
"role": "assistant",
"content": "Andrew earned a Bachelor of Science in Information Technology / Security from George Mason University in 2006."
}
] |
[
{
"role": "user",
"content": "What degree does Andrew have?"
},
{
"role": "assistant",
"content": "Andrew holds a Bachelor of Science in Information Technology / Security from George Mason University, earned in 2006."
}
] |
[
{
"role": "user",
"content": "When did Andrew graduate from George Mason?"
},
{
"role": "assistant",
"content": "Andrew graduated from George Mason University in 2006 with a Bachelor of Science in Information Technology / Security."
}
] |
[
{
"role": "user",
"content": "What was Andrew's major?"
},
{
"role": "assistant",
"content": "Andrew majored in Information Technology / Security at George Mason University."
}
] |
[
{
"role": "user",
"content": "What military schools did Andrew attend?"
},
{
"role": "assistant",
"content": "Andrew completed both the Army Officer Basic Course (2007) and the Information Systems Analyst Course (1999) at the Army Signal School in Fort Gordon, GA."
}
] |
[
{
"role": "user",
"content": "Does Andrew have a pilot's license?"
},
{
"role": "assistant",
"content": "Yes. Andrew earned his Private Pilot's License at Embry-Riddle Aeronautical University in 1997."
}
] |
[
{
"role": "user",
"content": "What AWS certifications does Andrew hold?"
},
{
"role": "assistant",
"content": "Andrew holds three AWS certifications: AWS Certified AI Practitioner, AWS Certified Solutions Architect Associate, and AWS Certified Cloud Practitioner."
}
] |
[
{
"role": "user",
"content": "Is Andrew AI certified?"
},
{
"role": "assistant",
"content": "Yes. Andrew holds the AWS Certified AI Practitioner certification and has completed DeepLearning.AI's Generative AI for Everyone course."
}
] |
[
{
"role": "user",
"content": "What certifications does Andrew have?"
},
{
"role": "assistant",
"content": "Andrew holds: AWS Certified AI Practitioner, AWS Certified Solutions Architect Associate, AWS Certified Cloud Practitioner, and a DeepLearning.AI Generative AI for Everyone certificate."
... |
[
{
"role": "user",
"content": "Does Andrew have a security clearance?"
},
{
"role": "assistant",
"content": "Yes. Andrew holds an active U.S. government security clearance — details available upon request."
}
] |
[
{
"role": "user",
"content": "What level of clearance does Andrew have?"
},
{
"role": "assistant",
"content": "Andrew holds an active U.S. government security clearance. Specific level and agency information is available upon request."
}
] |
[
{
"role": "user",
"content": "What are Andrew's leadership skills?"
},
{
"role": "assistant",
"content": "Andrew's leadership competencies include: Executive Strategy, Organizational Transformation, P&L Oversight, Large-Scale Distributed Team Management, Vendor & Partner Management, Executive Co... |
[
{
"role": "user",
"content": "What are Andrew's AI competencies?"
},
{
"role": "assistant",
"content": "Andrew's AI and Innovation competencies include: AI Strategy & Governance, LLM/GenAI Implementation, ML Operations, AI Platform Integration, AI Acceptable Use Policy development, POC-to-Produc... |
[
{
"role": "user",
"content": "What cloud platforms does Andrew know?"
},
{
"role": "assistant",
"content": "Andrew has deep expertise in AWS, Azure, and Hybrid Multi-Cloud architecture. He works with IaaS, Kubernetes, OpenShift, VMware, SD-WAN, Cloud-Native Architecture, Infrastructure Automatio... |
[
{
"role": "user",
"content": "Does Andrew know Kubernetes?"
},
{
"role": "assistant",
"content": "Yes. Andrew has expertise in Kubernetes and OpenShift, and has overseen migration planning from VMware to cloud-native OpenShift on the Army Global Unified Network contract."
}
] |
[
{
"role": "user",
"content": "Does Andrew know AWS?"
},
{
"role": "assistant",
"content": "Yes. Andrew has deep AWS expertise and holds three AWS certifications: AI Practitioner, Solutions Architect Associate, and Cloud Practitioner."
}
] |
[
{
"role": "user",
"content": "Does Andrew know Azure?"
},
{
"role": "assistant",
"content": "Yes. Azure is among Andrew's core cloud competencies, alongside AWS and hybrid multi-cloud architecture."
}
] |
[
{
"role": "user",
"content": "What compliance frameworks does Andrew know?"
},
{
"role": "assistant",
"content": "Andrew has worked with CMMC Level 2 (achieving a perfect 110 score), ISO 27001, ISO 20000-1, ISO 9001, FedRAMP, NIST 800-171, STIG, and DoD RMF. He is experienced with Operational Re... |
[
{
"role": "user",
"content": "Does Andrew know FedRAMP?"
},
{
"role": "assistant",
"content": "Yes. FedRAMP is among Andrew's compliance and security competencies, along with NIST 800-171, STIG, and DoD RMF."
}
] |
[
{
"role": "user",
"content": "Does Andrew know Zero Trust?"
},
{
"role": "assistant",
"content": "Yes. Zero Trust Architecture is one of Andrew's core competencies. He launched new product and service lines in Zero Trust during his time as Director of Engineering."
}
] |
[
{
"role": "user",
"content": "Does Andrew know DevSecOps?"
},
{
"role": "assistant",
"content": "Yes. Andrew has deep DevSecOps expertise, including CI/CD pipeline automation. He launched DevSecOps as a new product line at SMS during his Director of Engineering tenure."
}
] |
[
{
"role": "user",
"content": "What is Andrew's experience with LLMs?"
},
{
"role": "assistant",
"content": "Andrew has experience with LLM/GenAI Implementation as part of his AI competencies. He has driven enterprise AI adoption at SMS, delivering 5-7 AI proof-of-concept projects, launching an A... |
[
{
"role": "user",
"content": "How many people does Andrew lead?"
},
{
"role": "assistant",
"content": "As CTO at SMS, Andrew oversees engineering, platform, IT, and innovation teams across a 500+ employee company. On the AGUN contract alone, he directs 14 FTEs."
}
] |
[
{
"role": "user",
"content": "How big is SMS Data Products Group?"
},
{
"role": "assistant",
"content": "SMS Data Products Group is a 500+ employee IT services company supporting Defense, DHS, and commercial clients at 40+ locations nationwide. The company has been operating for over 50 years."
... |
[
{
"role": "user",
"content": "How old is SMS the company?"
},
{
"role": "assistant",
"content": "SMS Data Products Group has been operating for over 50 years. Andrew founded the company's first commercial business practice in its 50-year history."
}
] |
[
{
"role": "user",
"content": "What does Andrew do for fun?"
},
{
"role": "assistant",
"content": "Based on Andrew's resume, he holds a Private Pilot's License from Embry-Riddle Aeronautical University, suggesting an interest in aviation. Other hobbies aren't documented in his resume."
}
] |
[
{
"role": "user",
"content": "Is Andrew good at agile?"
},
{
"role": "assistant",
"content": "Yes. Andrew designed and led an Agile transformation initiative within the Office of the CTO during his time as Director of Engineering, improving delivery cadence, team velocity, and value delivery to ... |
[
{
"role": "user",
"content": "Has Andrew managed budgets?"
},
{
"role": "assistant",
"content": "Yes. Andrew has significant budget oversight experience: $7M budget capacity on the AGUN contract, over $1M in annual IT and security expenditures, and over $1M in revenue from SMS's Platform divisio... |
[
{
"role": "user",
"content": "What is Andrew's experience with mentoring?"
},
{
"role": "assistant",
"content": "Mentoring senior leaders is one of Andrew's core leadership competencies. He created the Technical Leadership Program (TLP) which has secured over $250K annually in performance bonuse... |
[
{
"role": "user",
"content": "Has Andrew done VMware to OpenShift migrations?"
},
{
"role": "assistant",
"content": "Yes. As CTO, Andrew oversees legacy infrastructure migration planning from VMware to cloud-native OpenShift on the Army Global Unified Network (AGUN) contract."
}
] |
[
{
"role": "user",
"content": "What's Andrew's view on AI adoption?"
},
{
"role": "assistant",
"content": "Andrew's enterprise AI strategy is centered on practical augmentation. He focuses on democratizing AI for non-technical teams through initiatives like AI Builder Days, governing usage with A... |
[
{
"role": "user",
"content": "Can Andrew do proposal work?"
},
{
"role": "assistant",
"content": "Yes. As Director of Engineering, Andrew generated over $6M in new business revenue through technical demonstrations, reference architecture development, and proposal support — all while in a non-sal... |
[
{
"role": "user",
"content": "What is Andrew's experience with reference architectures?"
},
{
"role": "assistant",
"content": "Andrew built reference architectures as part of his Director of Engineering role, contributing to over $6M in new business revenue. He has designed reference architectur... |
[
{
"role": "user",
"content": "What new product lines did Andrew create?"
},
{
"role": "assistant",
"content": "As Director of Engineering, Andrew launched new product and service lines in Hybrid Multi-Cloud, Zero Trust Architecture, and DevSecOps, expanding SMS's competitive portfolio into cloud... |
[
{
"role": "user",
"content": "Has Andrew worked with biotech clients?"
},
{
"role": "assistant",
"content": "Yes. As CTO, Andrew secured biotech clients as part of building SMS's first commercial business practice. The Platform division now serves customers in nuclear power, biotech, and financi... |
[
{
"role": "user",
"content": "Has Andrew worked with nuclear power?"
},
{
"role": "assistant",
"content": "Yes. Andrew brought nuclear power clients into SMS's Platform division as part of founding the company's first commercial business practice in its 50-year history."
}
] |
[
{
"role": "user",
"content": "Has Andrew worked with financial services?"
},
{
"role": "assistant",
"content": "Yes. Financial services clients are part of SMS's Platform division that Andrew built as CTO, alongside nuclear power and biotech."
}
] |
[
{
"role": "user",
"content": "Has Andrew worked with DHS?"
},
{
"role": "assistant",
"content": "Yes. As CTO at SMS, Andrew supports DHS clients alongside Defense and commercial customers. SMS supports clients at 40+ locations nationwide."
}
] |
[
{
"role": "user",
"content": "How long was Andrew in the Army?"
},
{
"role": "assistant",
"content": "Andrew served in the United States Army for nearly 15 years, from May 1999 to January 2014, as a Signal Officer (25A)."
}
] |
[
{
"role": "user",
"content": "Was Andrew enlisted or an officer?"
},
{
"role": "assistant",
"content": "Andrew was both. He started enlisted, completed the Information Systems Analyst Course at Army Signal School in 1999, then earned the Green to Gold scholarship and was commissioned as an Army ... |
[
{
"role": "user",
"content": "What is a Signal Officer?"
},
{
"role": "assistant",
"content": "A Signal Officer (MOS 25A) in the U.S. Army manages communications systems and networks. Andrew, as a Signal Officer, planned, designed, engineered, operated, and evaluated Department of the Army and D... |
[
{
"role": "user",
"content": "Where did Andrew get his pilot's license?"
},
{
"role": "assistant",
"content": "Andrew earned his Private Pilot's License at Embry-Riddle Aeronautical University in 1997."
}
] |
[
{
"role": "user",
"content": "When did Andrew get his pilot's license?"
},
{
"role": "assistant",
"content": "Andrew earned his Private Pilot's License in 1997 from Embry-Riddle Aeronautical University."
}
] |
[
{
"role": "user",
"content": "Is Andrew a leader or an engineer?"
},
{
"role": "assistant",
"content": "Both. Andrew has 24 years of experience progressing from hands-on Senior Network Engineer at the Pentagon (2002) to Chief Technology Officer (2024). He combines deep technical expertise — hybr... |
[
{
"role": "user",
"content": "What makes Andrew unique as a CTO?"
},
{
"role": "assistant",
"content": "Andrew brings the ability to deliver global-scale programs from within a mid-size IT services company, combining the agility of a smaller organization with enterprise-grade execution. He pairs... |
[
{
"role": "user",
"content": "What was Andrew's first job at SMS?"
},
{
"role": "assistant",
"content": "Andrew started at SMS Data Products Group in April 2002 as a Senior Engineer and Engineering Team Lead. He was assigned to JSP-Pentagon as a Senior Network Engineer."
}
] |
[
{
"role": "user",
"content": "How many promotions has Andrew had at SMS?"
},
{
"role": "assistant",
"content": "Andrew has held three roles at SMS over 24 years: Senior Engineer / Engineering Team Lead (April 2002 to August 2021), Director of Engineering (August 2021 to August 2024), and Chief T... |
[
{
"role": "user",
"content": "What was Andrew doing in 2008?"
},
{
"role": "assistant",
"content": "In 2008, Andrew was deployed to Afghanistan with the U.S. Army in support of Operation Enduring Freedom. He returned in 2009 and that same year began a role as Engineering Team Lead at the Executi... |
[
{
"role": "user",
"content": "What was Andrew doing in 2020?"
},
{
"role": "assistant",
"content": "In 2020, Andrew was Lead Architect on the Army EITaaS program. He also won SMS Engineer of the Year that year for exceptional delivery on complex infrastructure modernization and cloud migration p... |
[
{
"role": "user",
"content": "What was Andrew doing in 2012?"
},
{
"role": "assistant",
"content": "In 2012, Andrew won SMS Engineer of the Year for the first time. He was serving as Senior Engineer and Engineering Team Lead at SMS, having transitioned from his Network Architect role at DARPA th... |
[
{
"role": "user",
"content": "Tell me about Andrew's most recent achievements."
},
{
"role": "assistant",
"content": "In his current CTO role (since August 2024), Andrew has: achieved a perfect 110 on CMMC Level 2 certification, founded SMS's first commercial business practice generating $1M+ re... |
End of preview. Expand in Data Studio
Andrew Stanley Resume Q&A
A small, hand-curated chat-format dataset of 122 question/answer pairs covering the professional background, career history, technical skills, certifications, and military service of Andrew Stanley, CTO / Chief Innovation Officer at SMS Data Products Group (McLean, VA).
The dataset is purpose-built for two things:
- A working demonstration of an end-to-end LLM fine-tuning workflow — source document → synthetic Q&A generation → QLoRA fine-tune → GGUF export → local Ollama deployment.
- A discoverable, queryable knowledge source about the author — so colleagues, recruiters, and collaborators can ask a fine-tuned local model "who is Andrew?" and get accurate, structured answers.
If you're a hiring manager or peer who landed here: feel free to clone the dataset, fine-tune your favorite base model, and chat with the result. The companion model card (forthcoming) walks through the exact training recipe.
Dataset details
| Records | 122 |
| Format | JSONL, OpenAI chat-messages schema |
| Language | English |
| License | CC-BY-4.0 |
| Source | Hand-authored from Andrew Stanley's resume + LinkedIn profile (May 2026) |
Schema
Each line is a single JSON object with one user turn and one assistant turn:
{"messages": [
{"role": "user", "content": "Where does Andrew work?"},
{"role": "assistant", "content": "Andrew works at SMS Data Products Group, headquartered in McLean, VA. ..."}
]}
This format drops in directly to the chat templates used by Qwen3, Llama-3, Mistral-Instruct, and most modern instruction-tuned bases — no preprocessing required for TRL SFTTrainer, Unsloth, or Axolotl.
Topic coverage
- Identity, current role, location, contact (email only)
- Career timeline (SMS Data Products Group, prior roles)
- Sector experience (Defense, Federal, commercial)
- Technical skills: hybrid multi-cloud (AWS, Azure), DevSecOps, CI/CD, Zero Trust, AI/ML enablement
- Certifications: AWS AI Practitioner, AWS Solutions Architect Associate, AWS Cloud Practitioner
- Education: BS in Information Technology / Security, George Mason University (2006)
- Military service: U.S. Army Signal Officer, Afghanistan deployment 2008–09
- Security clearance: Active U.S. government clearance (details available upon request)
- Leadership philosophy and engineering management approach
How this dataset was built
- Started with Andrew's current resume (PDF) and LinkedIn export as the source of truth.
- Drafted question/answer pairs by topic cluster — biographical, role-specific, skills, certifications, military, leadership.
- Wrote each answer to be self-contained (no anaphora across pairs) so the model learns durable facts rather than dialogue continuity.
- Sanity-checked for PII: phone number scrubbed, only a public-facing email retained.
- Validated JSONL well-formedness and chat-template compatibility with a Qwen3-8B tokenizer.
Intended use
- Primary: fine-tune a small/medium open-weight chat model (e.g. Qwen3-8B, Llama-3.1-8B-Instruct, Mistral-7B-Instruct) so it can answer biographical questions about Andrew Stanley.
- Secondary: reference example for anyone learning QLoRA / instruction tuning who wants a tiny, self-contained dataset to iterate on.
Reference training recipe
The author's reference run used:
| Base model | Qwen/Qwen3-8B-Instruct |
| Method | QLoRA (4-bit NF4) with Unsloth |
| LoRA rank | 64 |
| Epochs | 10 |
| Hardware | Single NVIDIA RTX 5090 (32 GB) |
| Export | merged + GGUF (Q4_K_M) for Ollama |
A companion model trained with this exact recipe is published at 2stacks/qwen3-8b-andrew-resume-v2 (GGUF Q4_K_M, drop-in for Ollama / llama.cpp).
Limitations and biases
- Tiny (122 rows). This is a personal-knowledge fine-tune, not a general capability dataset. Expect heavy overfit to these exact phrasings unless paired with a broader instruction-following dataset during training.
- Single subject. All assistant outputs concern one real person. Models trained solely on this set will confidently answer about Andrew Stanley and have no grounding for any other entity.
- Self-curated. The author wrote the answers about himself, so framing reflects how he wants to be described professionally. Treat it as a polished bio, not an independent biography.
- English-only.
- Snapshot in time. Reflects career state as of May 2026; will go stale.
Personal information
The dataset intentionally contains:
- Full name, current employer, city of residence (Bethesda, MD)
- Public-facing email:
2stacks@2stacks.net - Public career history mirroring the author's LinkedIn profile
The dataset intentionally does not contain:
- Personal phone number
- Home street address
- Government / clearance details beyond confirming an active clearance is held
- Family member information
The subject (Andrew Stanley) is the publisher and consents to release of this information under CC-BY-4.0.
Citation
@dataset{stanley_resume_qa_2026,
author = {Stanley, Andrew},
title = {Andrew Stanley Resume Q\&A},
year = {2026},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/2stacks/my-resume-v2}
}
Contact
- Email:
2stacks@2stacks.net - Hugging Face: @2stacks
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Models trained or fine-tuned on 2stacks/my-resume-v2