First hours
Scope
Choose the first build, acceptance criteria, repo context, and review owner.
Shore AI ConsultingAI engineering pilot brief
Ship the first AI-native engineering build inside your real codebase
A focused pilot for teams that know software work should move faster now and need useful work shipped inside their own repo. We take a scoped feature, workflow, integration, or technical improvement through implementation, tests, review, documentation, and handoff. The team sees what good looks like because the work is real.
Days-not-weeks delivery loop
A bounded first build compresses through the same gates your team already trusts.
Hours to shipped work
Same day
Build
Implement the highest-value path using agentic repo exploration, patches, and tests.
Day 1-2
Verify
Run checks, harden edge cases, document tradeoffs, and capture QA notes.
Days 2-3
Review
Prepare the PR context, respond to review, and keep normal quality gates intact.
Days 2-4
Ship + decide
Merge, stage, or demo the work, then decide whether to continue into the next useful build.
What gets delivered
The output is concrete enough for engineering to inspect and small enough for leadership to evaluate quickly.
Merged or merge-ready first build
Automated tests and QA notes
Deployment or staging support
Implementation docs and handoff
Reusable AI-native workflow pattern
Why this is different
This is not a workshop, broad AI transformation program, or extra pair of generic development hands. It is hands-on delivery that creates useful software first and shows whether the team should keep using the AI-native loop.
Principal-led execution
Thomas Mancini does the work directly. No junior handoff, staffing bench, or strategy-only layer.
Repo-level delivery
The pilot happens inside the existing codebase and process so the team can judge real output and the method behind it.
Expandable by design
Useful when the first build should become continued delivery support if the work is creating value.
Boundaries that keep the build safe
Your code, your data
Work happens in your repos and environments. You retain all IP.
Least-privilege access
Scoped access, normal audit trails, and access removal after the pilot.
Transparent by default
Progress, decisions, tradeoffs, and changes are visible throughout.
Review stays intact
Production changes stay behind normal PR, QA, and release gates.
How to use this pilot
Use it when a founder, CTO, PM, board member, or investor needs one useful build shipped before deciding whether to change team habits, vendor expectations, or delivery process.
Thomas Mancini | thomas@shoreaiconsulting.com | https://www.shoreaiconsulting.com/ai-native-engineering