For engineering leaders
AI Coding Transformation for Engineering Teams
Go AI-native without trading away code quality.
AI-native development for engineering teams, done safely. I roll out Cursor and Claude Code, train developers, and rebuild review and CI/CD around AI-generated code so output stays fast and trustworthy in production.
- Cursor and Claude Code rolled out across your teams
- Hands-on training on your own codebase
- CI/CD and PR review rebuilt for AI-generated code
- Evals and guardrails that keep output trustworthy
What changestoday → after
+25% developer productivity, measured against a pre-engagement baseline across 5+ teams.
+25%
developer productivity across 5+ teams
5+
companies advised
millions
events evaluated (Dashly)
6+
years shipping production code
01
How I work with your team
Six focused engagements, from curious about AI tooling to shipping AI-assisted code safely.
Cursor and Claude Code set up across your teams with shared rules, prompts, and project context, so every developer starts from the same baseline.
- Cursor and Claude Code configuration
- Shared rules, prompts, and context files
- Background and agentic workflows
AI Dev Tooling Rollout
Cursor and Claude Code set up across your teams with shared rules, prompts, and project context, so every developer starts from the same baseline.
- Cursor and Claude Code configuration
- Shared rules, prompts, and context files
- Background and agentic workflows
Team Training & Workshops
Hands-on sessions on driving AI tools against your real codebase, not toy examples.
- Live workshops on your repositories
- Prompting and review patterns that hold up
- Per-team playbooks
CI/CD for AI Codegen
Pipelines restructured so AI-generated changes are tested, typed, and verified before they reach main.
- Test and type checks tuned for codegen volume
- Fast feedback on AI-authored branches
- Automated checks that block silent regressions
PR Review & Quality Gates
A review process built for AI-written code, so larger, faster diffs still get human and automated scrutiny.
- Review checklists for AI-authored PRs
- Automated review with CodeRabbit
- Merge gates on lint, types, and tests
Evals & Guardrails
Evaluation and classification systems that catch bad AI output before users do : the same approach I used on millions of chatbot events at Dashly.
- Eval suites for AI-driven features
- Classification and grading pipelines
- Regression tracking over time
Codebase AI-Readiness Audit
Find what makes AI assistance unreliable in your codebase, then prioritise the fixes that unlock the biggest gains.
- Structure and type-safety review
- Context and documentation gaps
- Prioritised remediation plan
02
Guardrails for AI-generated code
AI ships far more code, far faster : the speed can't cost you reliability. Every engagement leaves behind the review, CI, and evaluation systems that keep AI output safe in production.
01
PR review for AI-written code
A review process for larger, faster diffs : human checklists plus automated review, so AI-authored changes still get real scrutiny.
02
CI/CD restructured for codegen
Pipelines tuned for the volume AI tooling produces : tests, types, and checks catch regressions before anything reaches main.
03
Security & quality gates
Merge gates on linting, types, and tests, plus dependency and security checks : faster output never lowers the bar.
04
Evals that keep output trustworthy
Evaluation and classification systems for AI-driven features, drawn from evaluating millions of chatbot events at Dashly.
03
Engineering rigor in my own work
Recruit AI: Intelligent Recruitment Matching
Recruit AI: Intelligent Recruitment Matching
An open-source hiring marketplace where the ranking is the product: jobs surface the right candidates, candidates surface the right jobs, and both sides are scored by the same rules. Built as a reference for search that gets measured instead of guessed at.
Next.jsEffect.tsQdrantVector SearchRetrieve & RerankVercel AI SDKDrizzlePostgreSQLTurborepo
View Project
05
I ship — every day
Not a portfolio from three years ago — this is the last six months.
4,025
Contributions
773
PRs
53
Week Streak
1
Day Streak
MarAprMayJunJulAug
Mon
Wed
Fri
LessMore
Does not include automated bots, issue resolvers, or software factories.
06
Frequently asked questions
07
What it costs
Flexible options to meet your project needs and budget
Default
$60/h
For standard projects with flexible timelines
- Full-stack development
- AI integration
- We set the deadline
- Regular updates
Priority
Most common$80/h
For time-sensitive projects with specific deadlines
- Expedited development
- Advanced AI solutions
- You set the deadline
- Daily progress updates
Project
Custom
Pay per deliverable, tailored specifically to your business goals
- Fixed pricing per milestone
- Clearly defined deliverables
- Transparent timelines
- Flexible revisions and support
AI Coding Consulting
$140/h
Expert guidance for AI transformation initiatives
- Team training & workshops
- AI development strategy
- Codebase optimization
- Productivity enhancement
08
Fixed scope, fixed price
Scope, price, and turnaround settled before we start. Pick one, or ask for something in between.
Most common
Running agent server
Claude Code on Your VPS
$390
Your own coding agent server, set up on your machine with your keys and ready by end of day.
- Tailscale private networking
- tmux sessions that survive disconnects
- Caddy with HTTPS
- Your machine, your keys, no middleman
1 day
Most common
Findings, then the setup merged
AI-Native Repo Audit and Setup
$1,600
20 h × $80/h
I go through your repo the way an agent has to, then build the missing pieces, so coding agents follow your conventions instead of inventing their own.
- CI, linters, and checks reviewed as the gates agents run against
- The loops agents use to verify their own output
- Context burned before the first useful step, measured and cut
CLAUDE.mdandAGENTS.mdrules, skills, and reusable workflows, merged
1 week
Agent server, phone-controlled
Claude Code on Your VPS + Remote Control
$590
The same agent server plus Telegram control, so you can start and steer runs from your phone.
- Everything in the VPS setup
- Telegram bot wired to your sessions
- Start, steer, and read runs from your phone
- Access locked to you
1 day
Eval suite running in CI
Evals for an AI Feature
$1,920
32 h × $60/h
A test set and scoring harness for a prompt already in production, so you can change it without guessing.
- Test set built from your real traffic
- Scoring harness for your quality bar
- Regression run wired into CI
- A session with the team who owns it
2 weeks
One day, up to 10 developers
Team AI-Native Onboarding
$1,680
12 h × $140/h
One day with your team on your own codebase, setting up the tools and the rules the way I run them day to day.
- Claude Code, Codex, and custom agent harnesses set up per developer
- Rules written for your repo, together
- Session monitoring, so you can see what the agents are doing
- An honest read on how far automation goes in your codebase
1 day on site or remote
Standing advisory access
Advisory Retainer
$1,400/mo
10 h × $140/h per month
Async access and a weekly call for a founder or engineering lead who needs decisions checked and blockers cleared.
- Async questions answered same day
- One call a week
- Code or a prototype when your team is stuck
- Architecture and hiring decisions reviewed
Starts within a week
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