Andrey Markin
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Mark Life Ltd

  1. Home
  2. Services
  3. AI Coding Transformation for Engineering Teams
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Mark Life Ltd

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AI Coding Transformation for Engineering Teams

Adopt AI-native development without trading away the quality of your codebase.

I help engineering teams adopt AI-native development safely. I roll out Cursor and Claude Code, train developers, and rebuild the review and CI/CD process around AI-generated code so output stays fast and trustworthy in production.

Book a free callExplore services
Cursor
Claude
OpenAI
Gemini
Code Rabbit
TypeScript
ESLint
Biome
OXC
opencode

+25%

developer productivity across 5+ teams

5+

companies advised

millions

events evaluated (Dashly)

6+

years shipping production code

Trusted by

DashlyOzma.io

How I work with your team

Six focused engagements that take a team from curious about AI tooling to shipping AI-assisted code safely.

AI Dev Tooling Rollout

I set up Cursor and Claude Code across your teams with shared rules, prompts, and project context so every developer starts from the same baseline.

Key Features:

  • Cursor and Claude Code configuration
  • Shared rules, prompts, and context files
  • Background and agentic workflows
Start your AI Dev Tooling Rollout

Team Training & Workshops

Hands-on sessions that teach developers how to drive AI tools on your real codebase, not toy examples.

Key Features:

  • Live workshops on your repositories
  • Prompting and review patterns that hold up
  • Per-team playbooks
Start your Team Training & Workshops

CI/CD for AI Codegen

I restructure pipelines so AI-generated changes are tested, typed, and verified before they reach main.

Key Features:

  • Test and type checks tuned for codegen volume
  • Fast feedback on AI-authored branches
  • Automated checks that block silent regressions
Start your CI/CD for AI Codegen

PR Review & Quality Gates

I build a review process for AI-written code so larger, faster diffs still get human and automated scrutiny.

Key Features:

  • Review checklists for AI-authored PRs
  • Automated review with CodeRabbit
  • Merge gates on lint, types, and tests
Start your PR Review & Quality Gates

Evals & Guardrails

I add evaluation and classification systems that catch bad AI output before users do, the same approach I used to evaluate millions of chatbot events at Dashly.

Key Features:

  • Eval suites for AI-driven features
  • Classification and grading pipelines
  • Regression tracking over time
Start your Evals & Guardrails

Codebase AI-Readiness Audit

I review your codebase and surface what makes AI assistance unreliable, then prioritise the fixes that unlock the biggest gains.

Key Features:

  • Structure and type-safety review
  • Context and documentation gaps
  • Prioritised remediation plan
Start your Codebase AI-Readiness Audit

Guardrails for AI-generated code

AI lets a team ship far more code, far faster. My job is to make sure that speed never costs you reliability. Every engagement leaves behind the review, CI, and evaluation systems that keep AI output safe in production.

PR review for AI-written code

A review process built for larger, faster diffs, combining human checklists with automated review so AI-authored changes still get real scrutiny.

CI/CD restructured for codegen

Pipelines tuned for the volume AI tooling produces, so tests, types, and checks catch regressions before anything reaches main.

Security & quality gates

Merge gates on linting, types, and tests, plus dependency and security checks, so faster output never lowers the bar.

Evals that keep output trustworthy

Evaluation and classification systems for AI-driven features, drawn from evaluating millions of chatbot events at Dashly.

Engineering rigor in my own work

SEO Lens: Browser Extension for SEO Auditing
SEO Lens: Browser Extension for SEO Auditing

SEO Lens: Browser Extension for SEO Auditing

Chrome extension that audits SEO metadata on any webpage with instant scoring, structured data validation, and AI-friendly copyable reports.

TypeScriptChrome ExtensionReactEffect-TSWXTTurboreposhadcn/ui
View Project
Recruit AI: Intelligent Recruitment Matching
Recruit AI: Intelligent Recruitment Matching

Recruit AI: Intelligent Recruitment Matching

Two-sided marketplace matching platform with a retrieve-and-rerank pipeline: ANN vector search with pre-filtered hard constraints, followed by multi-factor re-ranking. Built on Effect.ts hexagonal architecture with compile-time dependency guarantees.

Next.jsEffect.tsQdrantVector SearchRetrieve & RerankVercel AI SDKDrizzlePostgreSQLTurborepo
View Project

What clients say

"I've sent a brief to edit our site and gave access to the repo. The updated site was already published to prod in a few hours!"

KM

Kirill Markin

CEO at Ozma.io

I ship — every day

3,889

Contributions

505

PRs

53

Week Streak

11

Day Streak

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Frequently asked questions

Pricing

Flexible options to meet your project needs and budget

Default
For standard projects with flexible timelines
$55/h
  • Full-stack development
  • AI integration
  • We set the deadline
  • Regular updates
Get Started
Priority
For time-sensitive projects with specific deadlines
$75/h
  • Expedited development
  • Advanced AI solutions
  • You set the deadline
  • Daily progress updates
Get Started
Project
Pay per deliverable, tailored specifically to your business goals
Custom
  • Fixed pricing per milestone
  • Clearly defined deliverables
  • Transparent timelines
  • Flexible revisions and support
Get Started
AI Coding Consulting
Expert guidance for AI transformation initiatives
$110/h
  • Team training & workshops
  • AI development strategy
  • Codebase optimization
  • Productivity enhancement
Get Started

Ready to make your team AI-native?

Tell me about your codebase and where your team is with AI tooling. I will map out how to roll it out and keep the output production-safe.

Book a free call