Interactive flashcards covering everything from LLM coding agents and AI-native team structures to legacy modernization strategy and hiring. Click any card to reveal the answer.
What is the “fourth lever” in software development that multiplies output without increasing cost or time?
Click to reveal answerAI coding agents.
Click to see questionOne exceptional developer using AI agents is estimated to be worth how many developers without them?
Click to reveal answerThree average developers.
Click to see questionHow do AI coding agents function differently from simple autocomplete tools regarding project scope?
Click to reveal answerThey operate with full codebase context and read or write across multiple files.
Click to see questionAI coding agents function as a tireless _____ developer available around the clock.
Click to reveal answerJunior.
Click to see questionWhat is the average velocity multiplier for AI-native teams compared to traditional teams?
Click to reveal answer3×
Click to see questionBy what percentage can an AI-native team typically reduce costs compared to a traditional team?
Click to reveal answer60%
Click to see questionWhat is the expected delivery time for a 3-person AI-native team to build a full platform?
Click to reveal answer22 weeks.
Click to see questionAI-native teams are approximately how much faster on CRUD and boilerplate tasks?
Click to reveal answer4×
Click to see questionWhat are the three traditional levers used to increase software shipping velocity?
Click to reveal answerHiring more developers, working longer hours, or reducing scope.
Click to see questionWhich AI agent capability allows a developer to scaffold backend modules including models, routes, and tests in hours?
Click to reveal answerEnd-to-end module generation.
Click to see questionHow do AI agents eliminate the documentation backlog in engineering teams?
Click to reveal answerThey auto-generate API docs and README files as code is written.
Click to see questionWhat is Technical Debt from a business perspective?
Click to reveal answerA strategic liability accumulating through rushed releases and outdated frameworks that slows competitive progress.
Click to see questionWhat is the business risk of building software without an API layer?
Click to reveal answerEvery new integration requires touching fragile core code, which multiplies risk.
Click to see questionHow do manual workflows impact a business’s ability to scale software?
Click to reveal answerScaling requires hiring more staff rather than simply deploying more software.
Click to see questionHow does the AI-native approach to technical debt differ from the traditional incremental patching method?
Click to reveal answerIt prioritizes rewriting and refactoring using agents rather than small patches during existing sprints.
Click to see questionWhat is the typical team size for an AI-native team with output equivalent to 6–8 traditional developers?
Click to reveal answer3 developers.
Click to see questionPhase 1 outcome: Page load times typically improve by what factor after a modern rebuild?
Click to reveal answer5–15×
Click to see questionWhat is the non-negotiable rule for pricing rules and compliance logic in an AI-native team?
Click to reveal answerThey must be human-written and human-owned.
Click to see questionAI-native teams achieve both quality and velocity simultaneously by concentrating human oversight in _____.
Click to reveal answerSenior reviewers.
Click to see questionWhat is the “Turning Point” in software development economics?
Click to reveal answerThe emergence of LLM-powered coding agents that fundamentally alter what a small team can produce.
Click to see questionWhy is using agents solely as search engines rather than executors considered a hiring red flag?
Click to reveal answerIt fails to use the agents for high-velocity code generation and execution.
Click to see questionWhy are “agent conventions” documented and version-controlled?
Click to reveal answerTo define which tasks are delegated to agents, how prompts are structured, and what code is never delegated.
Click to see questionIn an AI-native team, how is the cost of documentation typically managed?
Click to reveal answerIt is eliminated as a separate hire because documentation is auto-generated during coding.
Click to see questionWhat is “Intelligent matching and scoring” in the Phase 3 analytics layer?
Click to reveal answerThe use of AI to rank and surface relevant records to reduce cognitive load on operators.
Click to see questionHow does an AI-native team avoid the risk of “single developer dependency”?
Click to reveal answerAgents explain the codebase to the team and documentation is kept current automatically.
Click to see questionHow often must an AI-native team conduct a formal architecture review?
Click to reveal answerWeekly.
Click to see questionWhat ownership distinguishes a Mid Full Stack Developer from a Senior Full Stack Developer in an AI-native team?
Click to reveal answerMid devs focus on feature implementation and test suites, while Seniors own API integrations and performance.
Click to see questionWhat is the mandatory requirement for code merge regarding AI-written tests?
Click to reveal answerAll tests must pass before the merge is allowed.
Click to see questionHow does the AI-native approach affect the timeline for “Boilerplate / Routine Work”?
Click to reveal answerIt reduces the time from 8–10 days to 2–3 days per module.
Click to see questionWhat happens to “legal and regulatory compliance” documents scaffolded by AI?
Click to reveal answerThey must be reviewed by qualified legal counsel before being encoded into the system.
Click to see questionIn an AI-native team, what are the Tech Lead’s primary ownership responsibilities?
Click to reveal answerArchitecture decisions, security-critical code, and quality guardrails.
Click to see questionWhat is the mandatory final step for security before any production launch of an AI-native project?
Click to reveal answerAn external security audit or penetration test.
Click to see questionWhich engagement model provides full-time, exclusive engineers managed directly by the client’s priorities?
Click to reveal answerDedicated Team.
Click to see questionWhat is the goal of the “Discovery sprint” in the 90-day action plan?
Click to reveal answerDocumenting hidden logic and mapping the database schema before new code is written.
Click to see questionHow is “operating leverage” achieved through an AI-native platform rebuild?
Click to reveal answerThe business can scale revenue without scaling headcount proportionally.
Click to see questionWhat is the primary focus of Phase 3 in the three-phase framework for revamping legacy projects?
Click to reveal answerAI Intelligence and the Analytics Layer.
Click to see questionWhat is the objective of the Discovery Sprint (Days 28–35) in the transition roadmap?
Click to reveal answerReviewing the legacy codebase, documenting business logic, and identifying migration risks.
Click to see questionWhat is the consequence of “difficult to test” code on release cycles?
Click to reveal answerCycles slow down because every new change risks breaking existing functionality.
Click to see questionWhen should the working system backbone be established in the 90-day transition plan?
Click to reveal answerWithin Sprint 1 (the first two weeks of development).
Click to see questionWhat is the “Milestone-based” engagement model offered by RG INSYS?
Click to reveal answerProject-Based.
Click to see questionHow does transitioning to AI-native development serve as a “risk reduction” argument for a board?
Click to reveal answerIt mitigates security and operational risks associated with legacy systems and single-developer dependencies.
Click to see questionWhy must architecture decisions remain human-driven despite the availability of AI agents?
Click to reveal answerThey require experienced engineering judgment and trade-off analysis that agents cannot reliably provide.
Click to see questionWhat is the typical reduction in manual staff time after completing Phase 2 of the redevelopment framework?
Click to reveal answer60–80%.
Click to see questionWhat is the most critical filter when hiring for an AI-native development team?
Click to reveal answerDemonstrated ability to work effectively with AI tools.
Click to see questionIn an AI-native model, how does scalability behave relative to work volume spikes?
Click to reveal answerIt is sub-linear, meaning agents absorb volume spikes without requiring a proportional increase in hires.
Click to see questionWhat is the role of “Parallel Operation” during the Phase 1 rebuild?
Click to reveal answerRunning the new and old systems simultaneously to ensure zero disruption to live operations.
Click to see questionWhat is the primary risk identified in AI-native development?
Click to reveal answerAssuming AI-generated code is correct without proper human oversight.
Click to see questionWhat are the three dimensions across which the financial case for AI-native teams compounds?
Click to reveal answerLower headcount cost, faster time-to-market, and reduced maintenance overhead.
Click to see questionEvery sprint spent patching legacy code is a sprint not spent building _____.
Click to reveal answerCompetitive advantage.
Click to see questionWho is responsible for reviewing security-sensitive code such as authentication and payments?
Click to reveal answerThe Tech Lead.
Click to see questionWhy is an inability to explain AI-generated code line-by-line a reason to reject a candidate?
Click to reveal answerIt indicates the developer would ship code that they do not actually understand.
Click to see questionWhat does asking a candidate to find bugs in an AI-generated pull request evaluate?
Click to reveal answerReview discipline.
Click to see questionWhat is the core responsibility of a Senior Full Stack Developer in an AI-native team?
Click to reveal answerFeature modules, API integrations, and performance optimization.
Click to see questionWhy is the preference to “write everything myself” considered a hiring red flag for AI-native teams?
Click to reveal answerIt creates a single-threaded bottleneck that negates the model’s velocity advantage.
Click to see questionHow does onboarding time for new developers change in an AI-native environment?
Click to reveal answerAgents explain the codebase context to the developer, allowing for a faster ramp-up.
Click to see questionWhat type of data entry transformation occurs in Phase 3 of the legacy redevelopment framework?
Click to reveal answerAI-assisted extraction of structured data from unstructured inputs like PDFs or emails.
Click to see questionWhat is the “Legacy Redevelopment” specialty of RG INSYS?
Click to reveal answerMigrating PHP, .NET, or Java platforms to modern Node.js and React architectures.
Click to see questionWhat is the primary focus of Phase 1 in the three-phase framework for revamping legacy projects?
Click to reveal answerDiscovery and Feature Parity Rebuild.
Click to see questionWhy must the Tech Lead be the first hire in the 90-day transition plan?
Click to reveal answerThey define architecture, screen subsequent hires, and set quality guardrails.
Click to see questionWhat is the primary focus of Phase 2 in the three-phase framework for revamping legacy projects?
Click to reveal answerAutomation and the Integration Layer.
Click to see questionWhat is the “Boilerplate / Routine Work” velocity comparison between traditional and AI-native teams?
Click to reveal answerAI-native teams are roughly 4× faster.
Click to see questionHow does an AI-native approach affect the DevOps overhead cost?
Click to reveal answerIt is reduced to approximately 10% of the Tech Lead’s time through managed infrastructure.
Click to see questionWhich specialist engineering practice does RG INSYS maintain alongside custom software development?
Click to reveal answerVoIP and Communications engineering.
Click to see questionWhich areas of development must remain strictly human-owned in an AI-native team?
Click to reveal answerBusiness logic, architecture decisions, and security-sensitive code.
Click to see questionWhat is the business impact of an outdated framework on recruitment and security?
Click to reveal answerVulnerabilities accumulate and recruiting developers becomes more expensive.
Click to see questionWhat is the first action in the 90-day plan to transition to AI-native development?
Click to reveal answerAuditing the existing technical debt.
Click to see questionWhat specific demonstration is required for a Mid Full Stack Developer during an AI-native job interview?
Click to reveal answerGenerating a comprehensive test suite for a module using AI within 30 minutes.
Click to see questionThese aren't just concepts; this is how we deliver every project. Talk to us about your next build.
Get a Free Project Assessment