24-MAG

Attorney

• Analyse evolving commercial real estate disputes and develop appropriate litigation strategies
• Work across matters involving leases, transactions, development, landlord–tenant disputes, zoning, financing, and security interests
• Apply substantive U.S. law and practical litigation judgement to complex factual scenarios
• Maintain a coherent litigation posture as facts and opposing arguments evolve
• Identify legal and procedural issues that materially affect case strategy
• Draft motions, briefs, demand letters, and discovery materials
• Produce legal documents reflecting professional litigation standards and appropriate legal register
• Develop arguments grounded in applicable law, factual context, and case theory
• Address opposing positions through persuasive written advocacy
• Produce turn-by-turn deliverables under senior direction
• Maintain continuity in case theory, factual framing, and litigation posture across multiple rounds
• Adapt arguments as new information, opposing submissions, or strategic considerations emerge
• Incorporate senior feedback efficiently and preserve consistency while making targeted changes
• Develop structured rubric items alongside litigation drafts
• Define criteria for evaluating responses to opposing counsel submissions
• Identify essential legal issues, reasoning steps, and drafting elements expected in high-quality work
• Apply consistent evaluation standards across complex litigation scenarios
• Identify procedural uncertainties, factual ambiguities, and missing information
• Flag issues requiring clarification from senior reviewers or project leads
• Distinguish reasonable assumptions from issues requiring escalation
• Evaluate whether additional facts or legal authorities are needed before advancing a position

Litigation Attorney – Commercial Real Estate

Recruitment

• Manage end-to-end recruiting across a diverse portfolio of security-cleared roles
• Source, evaluate, engage, and close candidates across multiple cleared domains and locations
• Own the process from initial outreach through qualification, interview coordination, and offer stages
• Build structured recruiting workflows for hard-to-fill and location-constrained roles
• Deliver a strong candidate experience throughout the hiring process
• Build and maintain pipelines of security-cleared professionals
• Recruit federal civilians, military officers, veterans, enlisted and NCO personnel, and professionals with prior U.S. government experience
• Use ClearanceJobs, ClearedJobs.net, and comparable cleared-talent channels
• Leverage SkillBridge, TAP, and Hiring Our Heroes networks
• Develop long-term candidate relationships within specialised defence and federal talent communities
• Screen candidates for clearance level, current status, eligibility, and relevant requirements
• Coordinate formal verification with Facility Security Officers and customer security teams
• Interpret military occupational backgrounds, including MOS, rate, rank, and service history
• Translate military experience into civilian and government-contracting role requirements
• Engage transitioning service members and veterans and help them map operational experience to relevant opportunities
• Partner with hiring managers to define role requirements and candidate profiles
• Set recruiting timelines based on clearance, geography, and market constraints
• Advise stakeholders on cleared-talent availability and sourcing strategy
• Maintain communication throughout active searches
• Track recruiting metrics and pipeline performance

Defense & Cleared Workforce Recruiter

Machine Learning Engineer

• Design, implement, and optimise production-grade AI/ML systems
• Build applications using large language models, retrieval-augmented generation, and prompt engineering
• Evaluate and improve model behaviour across complex production use cases
• Design reliable retrieval and grounding workflows
• Develop and orchestrate multi-agent systems using modern agent frameworks
• Design tool-use workflows and agent interaction patterns
• Build reliable control logic for complex multi-step AI tasks
• Evaluate agent behaviour, failure modes, and system-level trade-offs
• Deploy and integrate AI solutions within secure cloud environments
• Apply secure engineering practices across development and deployment
• Collaborate with security teams to align technical solutions with environment-specific requirements
• Build and maintain robust data pipelines for AI training and inference
• Design and manage ETL workflows
• Develop metadata catalogues, ontologies, and structured knowledge representations
• Improve data quality, lineage, and accessibility across AI systems
• Build and maintain REST APIs and SDK integrations
• Connect AI models, external systems, and data services through reliable interfaces
• Implement and maintain CI/CD workflows
• Support deployment, monitoring, and operational reliability of production AI systems
• Collaborate with product, security, engineering, and data teams
• Document technical decisions and architecture clearly
• Contribute to engineering standards and architecture decisions
• Translate mission requirements into secure and scalable technical solutions

AI/ML Engineer

Software Engineer

• Build and deploy applied AI systems supporting high-impact U.S. Government missions
• Work directly with government partners in forward-deployed environments
• Translate mission requirements and operational constraints into practical technical systems
• Take projects from prototype and experimentation through production deployment
• Design and integrate production-grade LLM applications
• Build multi-agent systems and tool-using AI agents
• Develop retrieval-augmented generation workflows
• Implement human-in-the-loop autonomy where appropriate
• Build and maintain large-scale data curation pipelines
• Develop evaluation infrastructure supporting model training and improvement
• Create systems for model inference, experimentation, evaluation, and deployment
• Own systems across discovery, architecture, implementation, deployment, and iteration
• Design for reliability, security, and operational resilience
• Diagnose system failures and improve performance across the production lifecycle
• Operate independently in high-security and high-reliability environments
• Collaborate with technical, operational, and government stakeholders
• Maintain ownership of systems beyond initial implementation
• Adapt as mission requirements, partner needs, and technical constraints evolve

Member of Technical Staff, Forward Deployed

Financial Planning and Analysis

• Evaluate AI-generated outputs involving financial modelling, valuation, and investment analysis
• Review assumptions, methodologies, calculations, and conclusions for technical accuracy
• Assess whether valuation approaches fit the company, transaction, or market context
• Identify unrealistic assumptions, weak logic, unsupported conclusions, errors, and incomplete analysis
• Evaluate investment opportunities, company performance, and transaction dynamics
• Review financial and operational information from an investor or deal-team perspective
• Identify key risks, diligence gaps, and material considerations
• Assess capital-markets, financing, market-based reasoning, capital structure, returns, risk, and market-condition analysis
• Compare alternative analytical approaches and explain trade-offs
• Create expert-level prompts based on realistic investment, valuation, and deal scenarios
• Develop rigorous reference answers and document assumptions and analytical reasoning
• Provide concise, actionable feedback to improve AI-generated outputs
• Distinguish superficial financial reasoning from sound analysis
• Contribute observations to improve model behaviour across finance-related tasks
• Maintain consistent evaluation standards across diverse scenarios

Investment & Finance Expert

Graphics Designer

• Annotate editorial, poster, and marketing design assets using defined project schemas
• Review short video clips and document relevant visual and compositional characteristics
• Apply precise design terminology when describing visual elements and relationships
• Identify hierarchy, balance, emphasis, rhythm, proportion, and other compositional principles
• Maintain consistent annotation quality across diverse design formats and styles
• Analyse typography, layout systems, grids, spacing, colour, and visual hierarchy
• Deconstruct completed designs into underlying compositional structures
• Assess design decisions for clarity, communication, and intended visual impact
• Populate structured metadata describing geometry, hierarchy, style, and typographic systems
• Evaluate brand systems, templates, and recurring visual patterns
• Document compositional relationships in a structured and repeatable format
• Apply composition and cinematography terminology to short video content
• Describe framing, movement, visual flow, and spatial relationships
• Create exemplar annotations establishing quality benchmarks
• Identify ambiguous cases, missing categories, and annotation-schema edge cases
• Collaborate with project leads and quality reviewers as annotation standards evolve
• Maintain consistency and attention to detail across framework updates

Graphic Designer – Editorial, Poster & Marketing Layout

General Counsel

• Support venture financings, secondary transactions, and other corporate matters
• Draft and coordinate board and stockholder approvals
• Work with outside counsel on transaction documents and execution
• Manage transaction checklists, signatures, document circulation, and closing processes
• Coordinate closing sets and post-closing requirements
• Apply sound judgement regarding matters that require escalation or specialist external advice
• Manage corporate governance processes and supporting documentation
• Maintain organisational documents, minute books, and corporate records
• Coordinate state filings, annual reports, and other entity-maintenance requirements
• Maintain subsidiary and entity records
• Support board, stockholder, and other formal corporate approval processes
• Administer cap tables, equity plans, and equity grants
• Manage grants, exercises, transfers, cancellations, and related equity transactions
• Reconcile equity records and identify inconsistencies requiring correction
• Maintain the master corporate data room and supporting legal documentation
• Draft and manage routine corporate and legal documents
• Review documents for accuracy, completeness, and consistency
• Drive legal matters from initial drafting through signature and completion
• Design AI-enabled legal intake and triage workflows
• Develop scalable processes for highly asynchronous legal environments
• Develop self-service tools, templates, playbooks, and approval workflows
• Automate recurring processes involving NDAs, approvals, signature requests, and similar matters
• Identify repetitive legal work that can be streamlined through technology
• Improve legal response times, accuracy, and operational scalability

Corporate Counsel

• Review AI-generated responses to legal questions for substantive accuracy and reasoning quality
• Assess whether legal conclusions are supported by appropriate authorities and sound analysis
• Identify flawed reasoning, unsupported assumptions, material omissions, citation errors, and jurisdictional issues
• Evaluate contract interpretation, drafting, corporate law, commercial legal issues, transactions, and due diligence scenarios
• Review legal authorities and citations for fabrication, irrelevance, incorrect characterization, and inadequate support
• Draft expert-level prompts based on realistic legal scenarios
• Develop high-quality reference answers demonstrating rigorous legal reasoning
• Create evaluation material testing nuanced legal interpretation
• Provide detailed critiques and structured feedback on AI-generated legal analysis
• Identify recurring weaknesses across legal model outputs
• Communicate complex legal concepts in clear, precise, plain English

Corporate Attorney

Journalist

• Evaluate AI-generated writing for clarity, accuracy, tone, structure, and editorial quality
• Assess whether content meets professional publication and newsroom standards
• Identify weak framing, unclear reasoning, structural problems, factual concerns, and stylistic inconsistencies
• Distinguish polished writing from superficially fluent but editorially weak content
• Write high-quality reference pieces across different editorial scenarios
• Develop clear, engaging, well-structured content with strong storytelling and audience awareness
• Edit and rewrite content to improve clarity, precision, flow, and effectiveness
• Correct grammar, syntax, terminology, organisation, and style issues
• Strengthen headlines, leads, transitions, argument structure, and narrative coherence
• Research and fact-check claims, sources, and evidentiary support
• Identify unsupported statements, inconsistencies, factual errors, and misleading framing
• Provide detailed, actionable editorial feedback
• Help define and refine standards for high-quality AI-generated writing
• Apply AP style or comparable editorial conventions
• Maintain consistent evaluation standards across assignments

Senior Journalist / Writer

Consultant

• Evaluate AI-generated responses to complex business strategy and consulting-style problems
• Apply structured problem-solving approaches to ambiguous commercial scenarios
• Assess recommendations, assumptions, evidence, and analytical completeness
• Analyse business scenarios using qualitative and quantitative information
• Evaluate market research, competitive dynamics, customer considerations, and commercial implications
• Assess financial and operational evidence supporting proposed recommendations
• Synthesize complex information into clear, decision-relevant conclusions
• Write high-quality prompts based on realistic consulting and business scenarios
• Develop model answers reflecting professional consulting standards
• Create challenging tasks testing advanced business judgement
• Assess the quality, structure, and completeness of AI-generated reasoning
• Provide detailed written feedback on how responses can be improved
• Identify analytical gaps and logical inconsistencies using structured frameworks
• Work with project stakeholders as evaluation criteria and guidelines evolve
• Incorporate feedback into prompts, reviews, and reference answers
• Adapt to new business scenarios and analytical requirements
• Communicate with project participants regarding ambiguous or complex cases
• Maintain high standards of accuracy, clarity, and professional judgement
• Complete work without using confidential or proprietary third-party information

Management Consultant

Product Manager

• Own the product lifecycle from discovery and scoping through launch and iteration
• Translate complex user and business problems into clear product requirements and executable releases
• Define product direction and coordinate priorities across engineering, data, and business stakeholders
• Maintain accountability for product outcomes throughout development and post-launch iteration
• Prioritise initiatives across user needs, business impact, technical constraints, and available resources
• Break ambiguous problems into focused and achievable product scopes
• Drive execution in fast-moving environments where requirements may evolve
• Define and track KPIs, adoption metrics, and product outcomes
• Use product usage data and customer insights to guide prioritisation and iteration
• Evaluate launches and identify opportunities for improvement through quantitative and qualitative signals
• Build intuitive, high-quality customer-facing products with a focus on usability
• Gather and incorporate customer feedback throughout the product lifecycle
• Partner closely with engineering throughout planning and delivery
• Collaborate with data, business, and other internal stakeholders
• Communicate product decisions, priorities, and trade-offs clearly in writing
• Drive alignment across teams in asynchronous and highly ambiguous working environments

Product Owner

Full-stack Engineer

• Review AI-generated code for correctness, quality, maintainability, and design
• Identify bugs, logical errors, poor abstractions, implementation weaknesses, and edge-case issues
• Evaluate code against professional software engineering standards
• Create challenging software engineering and coding problems
• Develop high-quality reference solutions and comprehensive test cases
• Apply algorithms and data structures appropriately to problem requirements
• Evaluate AI reasoning involving system design and software architecture
• Assess scalability, reliability, maintainability, and technical trade-offs
• Review AI reasoning across debugging and troubleshooting scenarios
• Analyze software failures and recommend robust corrective approaches
• Evaluate proposed fixes for regressions and long-term maintenance risks
• Deliver detailed technical feedback on AI-generated solutions and reasoning
• Identify recurring patterns of technical failure or weak reasoning
• Maintain consistent review standards across diverse engineering scenarios

Senior Software Engineer

Data Scientist

• Evaluate AI-generated responses to data science, statistics, machine learning, and quantitative problems
• Assess analytical methods, assumptions, conclusions, numerical accuracy, logical consistency, and use of evidence
• Identify flawed methodology, incorrect statistical reasoning, unsupported interpretations, overfitting, leakage, bias, weak validation, and inappropriate metrics
• Compare alternative analytical approaches and explain relevant trade-offs
• Create expert-level prompts, datasets, scenarios, and reference solutions for advanced quantitative and analytical evaluation
• Define assumptions, calculations, and methodology clearly
• Ensure reference materials are reproducible, technically defensible, and appropriately challenging
• Evaluate experiment design, hypothesis testing, and interpretation of results
• Review Python, pandas, data preprocessing, feature construction, and data-modelling workflows
• Identify weaknesses in experimental setup, measurement, or causal interpretation
• Provide structured written feedback on errors, weaknesses, and opportunities for improvement
• Identify recurring patterns of flawed reasoning and contribute evaluation material to improve AI model capability
• Maintain consistent standards across diverse data-science and quantitative tasks

• Analyse complex commercial contract disputes involving breach, performance, interpretation, damages, and related issues
• Apply substantive U.S. law and practical litigation judgement to evolving fact patterns
• Develop arguments consistent with the applicable procedural posture and underlying case theory
• Evaluate contractual language, factual disputes, and potential remedies
• Maintain a coherent strategic position as new information and opposing arguments emerge
• Draft motions, briefs, demand letters, discovery materials, and related litigation documents
• Produce persuasive written advocacy grounded in applicable law and factual context
• Address opposing positions through clear and strategically focused legal arguments
• Respond to simulated opposing counsel moves across multiple engagement rounds
• Preserve continuity in case theory, factual framing, and litigation strategy
• Adapt arguments as scenarios, facts, or project direction evolve
• Incorporate senior feedback efficiently into subsequent drafts
• Develop rubric items alongside litigation drafts
• Define clear benchmarks for strong and persuasive legal responses
• Identify essential legal issues, reasoning steps, and drafting elements expected in high-quality work
• Apply U.S. commercial litigation standards when evaluating submissions
• Contribute structured criteria supporting consistent legal-quality assessment
• Identify procedural questions, missing information, and factual ambiguities
• Flag issues requiring additional direction from senior reviewers or project leads
• Distinguish between reasonable assumptions and matters requiring clarification
• Assess whether additional facts or legal authorities are needed before advancing a position
• Maintain disciplined legal analysis in incomplete or evolving scenarios

Litigation Attorney – Commercial Contract

• Analyse complex disputes among shareholders, LLC members, owners, and business entities
• Handle matters involving fiduciary duties, minority-owner oppression, buyouts, governance, and related ownership disputes
• Apply substantive U.S. law and practical litigation judgment to evolving commercial scenarios
• Evaluate rights, duties, remedies, and strategic considerations in entity and ownership disputes
• Maintain a coherent litigation position as facts and opposing arguments develop
• Draft motions, briefs, demand letters, discovery materials, and related litigation documents
• Produce persuasive written advocacy grounded in applicable law and factual context
• Develop and update case theory across multiple engagement rounds
• Adapt litigation strategy as new facts, instructions, or opposing positions emerge
• Incorporate senior direction into subsequent drafts and refine submissions
• Develop rubric criteria alongside litigation deliverables
• Define evaluation benchmarks consistent with professional U.S. litigation standards
• Identify ambiguities, missing facts, procedural hurdles, and unresolved legal questions
• Flag issues requiring clarification or additional authority, evidence, or procedural analysis
• Support consistent review of legal work product for an AI training and legal evaluation project