Forward Deployed Engineers vs Software Engineers: Delivery Models for AI Projects
What forward deployed engineers do, how they differ from product software engineers, why the model suits AI projects, the operating loop, when to…
Mansukh MarakanaENGINEERING BLOG
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6 articles in AI-Assisted Development
Mansukh Marakana
OpenAI Codex for Legacy .NET Modernization: Practical Development Workflow
Plan Codex-assisted .NET modernization with dependency inventory, bounded pilots and regression evidence. Includes a runnable .NET 10 parity fixture and deployment checklist.
Mansukh Marakana
Using Claude Code for Large Repository Refactoring: Workflow, Testing and Rollback
Plan Claude Code refactoring with narrow scope, independent tests and clear recovery boundaries. Includes a local Python/SQLite extraction with unchanged outputs and query…
Vimisha K
Spec-Driven Development with AI Coding Agents: Requirements, Tests and Acceptance Criteria
Give AI coding agents a reviewed behavior contract with requirement IDs and independent acceptance tests. Includes a worked traceability example and a local…
Hetal K
AI-Assisted Software Development Lifecycle: Requirements to Production with Human Review
Introduce AI across the software development lifecycle with accountable owners, independent tests, review gates and production verification. Includes a practical pilot and acceptance…
Darshil Hirpara
GitHub Copilot vs Cursor vs Claude Code vs Codex: Enterprise Coding Workflow Comparison
Compare GitHub Copilot, Cursor, Claude Code and Codex through repository context, governance, review and cost. Includes a reproducible task pack and an unfilled…
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