Physics and Chemistry of Materials Post-Bachelor Student
for sections like About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule. Only include sections that have real specific content. We must not repeat job title. Must not include Job ID etc. Must preserve all substantive info, remove boilerplate, navigation, legal, EEO, etc. Must not include sections with filler like "commensurate with experience". Must not create Pay/Schedule/Benefits unless posting actually states them. The posting includes benefits description: "Our generous benefits package include: PPO or High Deductible medical insurance...". So Benefits section is present. Pay? Not mentioned. Schedule? Not mentioned (maybe flexible schedules mentioned under benefits? Actually "Flexible schedules and time off (PTO and holidays)" is part of benefits. So schedule not separate. So we include Benefits.
We need sections: About the role (maybe from first paragraph), Responsibilities (list), Requirements (minimum job requirements), Qualifications (desired qualifications), Skills (maybe combine? Could have Skills section for technical skills like Python, AI/ML, etc). But we must not create thin sections. Let's see content:
- About the role: The first paragraph: "The Physics and Chemistry of Materials Group (T-1) in Los Alamos National Laboratory's Theoretical Division is seeking a post-bachelor student to contribute to research in computational biology and AI-enabled medical countermeasure development. The selected candidate will support the development and evaluation of computational approaches for modeling toxin-protein interactions. This work will integrate protein sequence, molecular structure, and experimental data to improve interaction and binding-site predictions." Also description of T-1: "T-1 conducts multidisciplinary theoretical and computational research spanning physics, chemistry, materials science, computational biology, and scientific machine learning in support of LANL's national security missions." Could be part of About the role.
- Responsibilities: bullet list after "Responsibilities may include:" with items.
- Requirements: "Minimum Job Requirements:" list.
- Qualifications: "Desired Qualifications:" list.
- Skills: Could be extracted from requirements/qualifications but maybe we can combine into Skills? However we already have Requirements and Qualifications sections; Skills may be redundant. The instruction says prefer a few substantive sections over many thin ones. So we could have About the role, Responsibilities, Requirements, Qualifications, Benefits. That's five sections. Skills could be omitted as it's covered.
We must not include Pay or Schedule sections.
We must output only HTML fragment, no /. Use for headings, - for lists,
for prose.
We need to preserve all substantive information; do not invent or summarize away detail. So we need to include all details from the posting, except boilerplate.
We need to remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions.
Thus we must strip:
- Work Environment: Work Location: The work location for this position is onsite and located in Los Alamos, NM. All work locations are at the discretion of management
- Note to Applicants: Please submit a resume and current academic transcript. A brief cover letter describing relevant computational, biological, or laboratory experience is encouraged.
- Due to federal restrictions ... (citizenship restrictions) - This is legal/EEO? It's a restriction; maybe considered legal boilerplate. Should we remove? It's a substantive restriction about eligibility. The instruction says remove EEO/equal-opportunity/scam-warning boilerplate. This is a citizenship restriction; might be considered legal. But it's substantive eligibility criteria. However it's about federal restrictions; could be considered legal. The instruction says remove legal/EEO/equal-opportunity/scam-warning boilerplate. I'd remove that paragraph.
- Where You Will Work: Located in beautiful northern New Mexico, Los Alamos National Laboratory (LANL) is a multidisciplinary research institution engaged in strategic science on behalf of national security. Our generous benefits package include: ... This includes benefits description; we keep benefits but maybe remove the fluff about location? The location is already in Work Location; we removed that. The description of LANL as multidisciplinary research institution is maybe part of About the role? Could keep as part of About the role? But we already have About the role describing T-1. Might be redundant. However we need to preserve ALL substantive information; we cannot invent or summarize away detail. So we must keep that description if it's substantive. But we can incorporate into About the role or maybe a separate section "About the Laboratory". However we only have headings for specific list; we could add an "About the Laboratory" heading if not in list? The instruction says use
for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). It gives examples but not exhaustive; we could add other headings if needed. But better to stick to those examples. The location description could be part of About the role? Might be okay.
- Additional Details Directive 206.2 ... etc. That's legal/clearance info; remove.
- Eligibility requirements: To obtain a clearance... remove.
- No Clearance: Position does not require a security clearance. Selected candidates will be subject to drug testing... This is legal/boilerplate; remove.
- Internal Applicants: ... remove.
- Equal Opportunity: ... remove.
- Instructions On How To Activate/Create a LANL Jobs Account ... remove (application instructions).
Thus we keep:
- What You Will Do (the role description) -> About the role.
- Responsibilities may include: list.
- Minimum Job Requirements: list.
- Desired Qualifications: list.
- Benefits: description.
We also have "Work Location: The work location for this position is onsite and located in Los Alamos, NM." Could be considered substantive but we removed Work Environment section; maybe we can include location in About the role as a sentence. But we removed that paragraph; we could incorporate location into About the role: "The work location for this position is onsite and located in Los Alamos, NM." That is substantive. Let's include it in About the role.
Also "All work locations are at the discretion of management" is generic; maybe we can drop as filler.
Now we need to ensure we don't include any boilerplate like "Please submit a resume..." etc.
Let's extract the exact text:
From posting:
"What You Will Do The Physics and Chemistry of Materials Group (T-1) in Los Alamos National Laboratory's Theoretical Division is seeking a post-bachelor student to contribute to research in computational biology and AI-enabled medical countermeasure development. The selected candidate will support the development and evaluation of computational approaches for modeling toxin-protein interactions. This work will integrate protein sequence, molecular structure, and experimental data to improve interaction and binding-site predictions. Responsibilities may include: Curating, processing, and analyzing protein sequence and structural datasets. Applying AI/ML, protein language models, and structure-prediction methods to investigate molecularinteractions and binding interfaces. Developing reproducible, end-to-end workflows that integrate sequence- and structure-based predictions. Evaluating model performance and comparing computational predictions with available structural andexperimental evidence. Working collaboratively with computational and experimental researchers. Documenting methods and communicating results through technical reports and presentations. T-1 conducts multidisciplinary theoretical and computational research spanning physics, chemistry, materials science, computational biology, and scientific machine learning in support of LANL's national security missions."
Note there is a typo: "molecularinteractions" missing space, and "structural andexperimental". We must preserve as is? Probably keep exactly but we could fix spacing? The instruction: preserve ALL substantive information; do NOT invent or summarize away detail. Fixing typos could be considered altering detail. Safer to keep as is.
Then "What You Need Minimum Job Requirements: Knowledge of computational biology, biochemistry, bioinformatics, or a related area. Understanding of protein structure, function, or molecular interactions. Experience with scientific programming, preferably Python. Familiarity with AI/ML workflows for biological applications. Ability to work effectively in a multidisciplinary research team. Strong written and verbal communication skills. Education/Experience: A bachelor's degree, or a degree expected to be awarded before the position begins, from an accredited program in biology, biochemistry, chemistry, bioinformatics, computational biology, data science, computer science, physics, engineering, or a related field"
Then "Desired Qualifications: Experience with AlphaFold, ESM, or related protein-modeling tools. Experience with PyMOL, Chimera, or similar molecular-visualization software. Familiarity with protein-protein or protein-ligand interaction modeling. Experience with Git, Linux, high-performance computing, or automated scientific workflows. Laboratory experience in molecular biology, cell biology, biochemistry, or a related area. Interest in connecting computational predictions with experimental validation"
Then "Work Environment: Work Location: The work location for this position is onsite and located in Los Alamos, NM. All work locations are at the discretion of management"
Then "Where You Will Work Located in beautiful northern New Mexico, Los Alamos National Laboratory (LANL) is a multidisciplinary research institution engaged in strategic science on behalf of national security. Our generous benefits package include: PPO or High Deductible medical insurance with the same large nationwide networkDental and vision insuranceFree basic life and disability insurancePaid childbirth and parental leaveAward-winning 401(k) (6% matching plus 3.5% annually)Learning opportunities and tuition assistanceFlexible schedules and time off (PTO and holidays)Onsite gyms and wellness programsExtensive relocation packages (outside a 50 mile radius)"
We need to format benefits as list.
Now we need to remove duplicated lines: I don't see duplicates.
Now produce HTML:
About the role
The Physics and Chemistry of Materials Group (T-1) in Los Alamos National Laboratory's Theoretical Division is seeking a post-bachelor student to contribute to research in computational biology and AI-enabled medical countermeasure development. The selected candidate will support the development and evaluation of computational approaches for modeling toxin-protein interactions. This work will integrate protein sequence, molecular structure, and experimental data to improve interaction and binding-site predictions. T-1 conducts multidisciplinary theoretical and computational research spanning physics, chemistry, materials science, computational biology, and scientific machine learning in support of LANL's national security missions. The work location for this position is onsite and located in Los Alamos, NM.
Note: we included location sentence.
Responsibilities
- Curating, processing, and analyzing protein sequence and structural datasets.
- Applying AI/ML, protein language models, and structure-prediction methods to investigate molecularinteractions and binding interfaces.
- Developing reproducible, end-to-end workflows that integrate sequence- and structure-based predictions.
- Evaluating model performance and comparing computational predictions with available structural andexperimental evidence.
- Working collaboratively with computational and experimental researchers.
- Documenting methods and communicating results through technical reports and presentations.
Requirements
Knowledge of computational biology, biochemistry, bioinformatics, or a related area. Understanding of protein structure, function, or molecular interactions. Experience with scientific programming, preferably Python. Familiarity with AI/ML workflows for biological applications. Ability to work effectively in a multidisciplinary research team. Strong written and verbal communication skills. Education/Experience: A bachelor's degree, or a degree expected to be awarded before the position begins, from an accredited program in biology, biochemistry, chemistry, bioinformatics, computational biology, data science, computer science, physics, engineering, or a related field
We could also make a list but it's prose; but instruction says use - for any list of duties/requirements/benefits. The requirements are a list; better to make
- . Let's split each sentence into list items.
Thus:
Requirements
- Knowledge of computational biology, biochemistry, bioinformatics, or a related area.
- Understanding of protein structure, function, or molecular interactions.
- for lists,
for prose. We need to preserve all substantive information; do not invent or summarize away detail. So we need to include all details from the posting, except boilerplate. We need to remove cookie/navigation/legal/EEO/equal-opportunity/scam-warning boilerplate, duplicated lines, and application instructions. Thus we must strip: - Work Environment: Work Location: The work location for this position is onsite and located in Los Alamos, NM. All work locations are at the discretion of management - Note to Applicants: Please submit a resume and current academic transcript. A brief cover letter describing relevant computational, biological, or laboratory experience is encouraged. - Due to federal restrictions ... (citizenship restrictions) - This is legal/EEO? It's a restriction; maybe considered legal boilerplate. Should we remove? It's a substantive restriction about eligibility. The instruction says remove EEO/equal-opportunity/scam-warning boilerplate. This is a citizenship restriction; might be considered legal. But it's substantive eligibility criteria. However it's about federal restrictions; could be considered legal. The instruction says remove legal/EEO/equal-opportunity/scam-warning boilerplate. I'd remove that paragraph. - Where You Will Work: Located in beautiful northern New Mexico, Los Alamos National Laboratory (LANL) is a multidisciplinary research institution engaged in strategic science on behalf of national security. Our generous benefits package include: ... This includes benefits description; we keep benefits but maybe remove the fluff about location? The location is already in Work Location; we removed that. The description of LANL as multidisciplinary research institution is maybe part of About the role? Could keep as part of About the role? But we already have About the role describing T-1. Might be redundant. However we need to preserve ALL substantive information; we cannot invent or summarize away detail. So we must keep that description if it's substantive. But we can incorporate into About the role or maybe a separate section "About the Laboratory". However we only have headings for specific list; we could add an "About the Laboratory" heading if not in list? The instruction says use
for section headings (e.g. About the role, Responsibilities, Requirements, Qualifications, Skills, Benefits, Pay, Schedule). It gives examples but not exhaustive; we could add other headings if needed. But better to stick to those examples. The location description could be part of About the role? Might be okay. - Additional Details Directive 206.2 ... etc. That's legal/clearance info; remove. - Eligibility requirements: To obtain a clearance... remove. - No Clearance: Position does not require a security clearance. Selected candidates will be subject to drug testing... This is legal/boilerplate; remove. - Internal Applicants: ... remove. - Equal Opportunity: ... remove. - Instructions On How To Activate/Create a LANL Jobs Account ... remove (application instructions). Thus we keep: - What You Will Do (the role description) -> About the role. - Responsibilities may include: list. - Minimum Job Requirements: list. - Desired Qualifications: list. - Benefits: description. We also have "Work Location: The work location for this position is onsite and located in Los Alamos, NM." Could be considered substantive but we removed Work Environment section; maybe we can include location in About the role as a sentence. But we removed that paragraph; we could incorporate location into About the role: "The work location for this position is onsite and located in Los Alamos, NM." That is substantive. Let's include it in About the role. Also "All work locations are at the discretion of management" is generic; maybe we can drop as filler. Now we need to ensure we don't include any boilerplate like "Please submit a resume..." etc. Let's extract the exact text: From posting: "What You Will Do The Physics and Chemistry of Materials Group (T-1) in Los Alamos National Laboratory's Theoretical Division is seeking a post-bachelor student to contribute to research in computational biology and AI-enabled medical countermeasure development. The selected candidate will support the development and evaluation of computational approaches for modeling toxin-protein interactions. This work will integrate protein sequence, molecular structure, and experimental data to improve interaction and binding-site predictions. Responsibilities may include: Curating, processing, and analyzing protein sequence and structural datasets. Applying AI/ML, protein language models, and structure-prediction methods to investigate molecularinteractions and binding interfaces. Developing reproducible, end-to-end workflows that integrate sequence- and structure-based predictions. Evaluating model performance and comparing computational predictions with available structural andexperimental evidence. Working collaboratively with computational and experimental researchers. Documenting methods and communicating results through technical reports and presentations. T-1 conducts multidisciplinary theoretical and computational research spanning physics, chemistry, materials science, computational biology, and scientific machine learning in support of LANL's national security missions." Note there is a typo: "molecularinteractions" missing space, and "structural andexperimental". We must preserve as is? Probably keep exactly but we could fix spacing? The instruction: preserve ALL substantive information; do NOT invent or summarize away detail. Fixing typos could be considered altering detail. Safer to keep as is. Then "What You Need Minimum Job Requirements: Knowledge of computational biology, biochemistry, bioinformatics, or a related area. Understanding of protein structure, function, or molecular interactions. Experience with scientific programming, preferably Python. Familiarity with AI/ML workflows for biological applications. Ability to work effectively in a multidisciplinary research team. Strong written and verbal communication skills. Education/Experience: A bachelor's degree, or a degree expected to be awarded before the position begins, from an accredited program in biology, biochemistry, chemistry, bioinformatics, computational biology, data science, computer science, physics, engineering, or a related field" Then "Desired Qualifications: Experience with AlphaFold, ESM, or related protein-modeling tools. Experience with PyMOL, Chimera, or similar molecular-visualization software. Familiarity with protein-protein or protein-ligand interaction modeling. Experience with Git, Linux, high-performance computing, or automated scientific workflows. Laboratory experience in molecular biology, cell biology, biochemistry, or a related area. Interest in connecting computational predictions with experimental validation" Then "Work Environment: Work Location: The work location for this position is onsite and located in Los Alamos, NM. All work locations are at the discretion of management" Then "Where You Will Work Located in beautiful northern New Mexico, Los Alamos National Laboratory (LANL) is a multidisciplinary research institution engaged in strategic science on behalf of national security. Our generous benefits package include: PPO or High Deductible medical insurance with the same large nationwide networkDental and vision insuranceFree basic life and disability insurancePaid childbirth and parental leaveAward-winning 401(k) (6% matching plus 3.5% annually)Learning opportunities and tuition assistanceFlexible schedules and time off (PTO and holidays)Onsite gyms and wellness programsExtensive relocation packages (outside a 50 mile radius)" We need to format benefits as list. Now we need to remove duplicated lines: I don't see duplicates. Now produce HTML:
About the role
The Physics and Chemistry of Materials Group (T-1) in Los Alamos National Laboratory's Theoretical Division is seeking a post-bachelor student to contribute to research in computational biology and AI-enabled medical countermeasure development. The selected candidate will support the development and evaluation of computational approaches for modeling toxin-protein interactions. This work will integrate protein sequence, molecular structure, and experimental data to improve interaction and binding-site predictions. T-1 conducts multidisciplinary theoretical and computational research spanning physics, chemistry, materials science, computational biology, and scientific machine learning in support of LANL's national security missions. The work location for this position is onsite and located in Los Alamos, NM.
Note: we included location sentence.Responsibilities
- Curating, processing, and analyzing protein sequence and structural datasets.
- Applying AI/ML, protein language models, and structure-prediction methods to investigate molecularinteractions and binding interfaces.
- Developing reproducible, end-to-end workflows that integrate sequence- and structure-based predictions.
- Evaluating model performance and comparing computational predictions with available structural andexperimental evidence.
- Working collaboratively with computational and experimental researchers.
- Documenting methods and communicating results through technical reports and presentations.
Requirements
Knowledge of computational biology, biochemistry, bioinformatics, or a related area. Understanding of protein structure, function, or molecular interactions. Experience with scientific programming, preferably Python. Familiarity with AI/ML workflows for biological applications. Ability to work effectively in a multidisciplinary research team. Strong written and verbal communication skills. Education/Experience: A bachelor's degree, or a degree expected to be awarded before the position begins, from an accredited program in biology, biochemistry, chemistry, bioinformatics, computational biology, data science, computer science, physics, engineering, or a related field
We could also make a list but it's prose; but instruction says use- for any list of duties/requirements/benefits. The requirements are a list; better to make
- . Let's split each sentence into list items.
Thus:
Requirements
- Knowledge of computational biology, biochemistry, bioinformatics, or a related area.
- Understanding of protein structure, function, or molecular interactions.
- . Let's split each sentence into list items.
Thus: