The AI-Native SDLC: How AI Changes Every Phase of Software Delivery
AI coding agents haven't abolished the software development lifecycle — but they've reshaped the work inside every phase, from requirements to maintenance. A phase-by-phase look at what changes, and what stays stubbornly human.
June 15, 2026 · 9 min read
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Agentic AI in the Enterprise: Beyond Chatbots
A chatbot answers; an agent finishes the job. What makes a system truly agentic — goals, tools, multi-step autonomy — where agents earn their keep in the enterprise, and how to pick a first project worth measuring.
March 3, 2026 · 8 min read
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Engineering PracticeSpec-Driven Development: Writing Specs AI Agents Can Build From
When AI agents write the implementation, the spec becomes the real source code. The five parts of a build-ready spec, how spec-first workflows run in practice, and why the review bar has moved upstream.
November 18, 2025 · 7 min read
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ModernizationConverting Angular to React with AI Coding Tools Like Claude Code
AI coding agents have changed the economics of framework migrations: component-by-component conversion, generated characterization tests, RxJS-to-hooks pattern mapping. A practical strangler-style plan — and the pitfalls that bite.
August 26, 2025 · 8 min read
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ModernizationUI/UX Modernization with AI Coding Tools: Faster Facelifts, Fewer Rewrites
Most "we need a rewrite" complaints are presentation problems. How AI tools make deep facelifts viable at real-product scale — design-system extraction, Tailwind refactors, accessibility fixes — and where a designer still leads.
May 14, 2025 · 7 min read
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StrategyStaff Augmentation vs. Outsourcing: Which Engagement Model Fits Your Roadmap?
Both models put strong engineers on your product — but they distribute control, risk, and management effort very differently. Here is how to choose, and when a hybrid of the two makes the most sense.
February 6, 2025 · 7 min read
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ModernizationApplication Modernization in the AI Era: A Practical Playbook
Assess, stabilize, modernize incrementally, measure. How AI tools collapse the costliest chores of legacy work — code comprehension, test backfill, framework upgrades — and when a rewrite actually earns its place.
October 22, 2024 · 9 min read
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ArchitectureSplitting a Monolith into Microservices: When, Why, and How
Most teams asking about microservices should keep their monolith. The signals that you've genuinely outgrown it, the strangler-fig playbook, and why data decomposition — not code — is the actually hard part.
July 9, 2024 · 9 min read
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AI & HiringHow AI Is Transforming Technical Recruiting (and Where Humans Still Win)
AI has collapsed the slowest parts of recruiting — requirements gathering, job descriptions, CV screening — from weeks to hours. But the steps that actually predict success on the job still belong to people.
April 16, 2024 · 6 min read
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PricingThe True Cost of a 'Cheap' Developer
The lowest hourly rate almost never produces the lowest total cost. Rework, delays, opaque agency margins, and seniority misrepresentation quietly eat the savings — and then some.
November 7, 2023 · 6 min read
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Hiring7 Questions to Ask Before Hiring a Remote Development Team
Most bad vendor relationships were predictable from the first call — the buyer just didn't ask the right questions. Here are the seven that separate solid partners from expensive mistakes.
June 20, 2023 · 8 min read
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Engineering LeadershipScaling Your Engineering Team Without Breaking Your Culture
Adding augmented engineers can double your velocity — or split your team into camps. The difference comes down to how you onboard, what rituals you share, and whether "them" ever becomes "us."
February 14, 2023 · 7 min read
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