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Agentic engineering · How we deliver
The system behind weeks, not months.
Agentic engineering is the internal system behind every Canarlo build — a supervising PA, a workforce of specialist agents, the Forge build engine, live dashboards, and overnight workflows. It is how the work gets planned, built, reviewed, and shipped.
The speed comes from control and repeatability — not from throwing a language model at the problem and hoping.
Why we ship faster
A delivery system, not a pile of AI.
Most studios that move fast move fast by cutting corners. Agentic engineering moves fast by removing the parts of software delivery that should never have been hand-done twice — and keeping a human-supervised point of accountability over the parts that matter.
Five parts work together: the PA that owns the plan, the subagents that do the work in parallel, the Forge engine they build with, the dashboard that keeps it all visible, and the overnight mode that keeps it moving. Control and repeatability — that is where the weeks come from.
The five parts
One system. Five parts that earn their place.
Supervision
01
PA supervisor
A senior supervising agent owns the plan. It scopes the work, delegates it, reviews every change, tracks state across the build, and keeps things moving. Not a chatbot — the point of accountability.
- Plans and delegates the work
- Reviews every change before it lands
- Tracks state across the whole build
- Nothing ships unreviewed
Parallelism
02
Subagent workforce
Specialist agents run in parallel across research, planning, implementation, review, security, debugging, testing, UI polish, and reporting. Many experts at once, in parallel across the rack — not one generalist working in sequence.
- Specialists, not generalists
- Run concurrently, not one after another
- Review coverage on every dimension
- Speed without dropping quality
Foundation
03
Forge builder
Builds with Forge — our repeatable build engine. Reusable project patterns, generated scaffolds, known-good architecture, implementation plans, and delivery conventions that stop every build starting from zero.
- Reusable project patterns
- Generated scaffolds + known-good architecture
- Implementation plans + delivery conventions
- No build starts from scratch
Visibility
04
Dashboard control room
Every run, every agent, every change — visible in real time. Active agents, tool usage, memory, chats, tasks, PRs, research, and deployment runs, all in one place.
- Active agents + tool usage
- Memory, chats, tasks, and PRs
- Research + deployment runs
- Transparency and control — no black box
Around the clock
05
Nightshift autonomous mode
Supervised by day, autonomous by night. Research, planning, implementation, testing, reviews, and reports keep moving overnight — so momentum does not stop at 6pm. The rack doesn't clock off.
- Runs research + planning overnight
- Implements, tests, and reviews unattended
- Wake up to progress, a working preview, or a clear blocker report
The control room
You can watch the work happen.
Not a status email three weeks late. One surface to point the whole system — research, build, generate, review, deploy, run overnight — with every agent, task and run visible as it happens.
Agentic engineering · control room
Where it runs
A rack of Apple Silicon, always on.
The workforce runs on a rack of Apple Silicon we own in our Leeds office — always on, so the work moves in parallel around the clock instead of one task at a time.
On-prem, in Leeds
Our own hardware at Airedale House, not rented cloud. The machines don't sleep, so the pipeline doesn't either.
Parallel by default
Many specialists run at once across the rack — research, build, review, tests — not one queue handled one at a time.
Owned, not rented
The pipeline runs on machines we own and control in Leeds — not rented cloud servers you get billed for twice.
What the workforce covers
Not just engineers.
The subagent workforce spans more than code. The same supervised system can research a market, generate the assets, build and optimise the pages, reach out, and report back — each task handled by the specialist suited to it.
Research & intelligence
- Deep multi-source research
- Competitor analysis
- Market probes
- Web scraping & data gathering
Build & generate
- Code generation
- Asset & image generation
- SEO & page builds
- UI design & polish
Growth & outreach
- Email drafting & sequences
- Ad creative & copy
- Voice & calls
- Content drafting
Run & assure
- Automated testing
- Security review
- Deployment runs
- Live dashboards & monitoring
One supervised system, pointed at whatever the build needs — not a different tool and a different login for each.
How the loop runs
From brief to merged, on repeat.
The same loop runs on every piece of work, large or small. It is what turns five moving parts into one predictable rhythm.
01
Plan
The PA turns a brief into a typed plan — scoped, sequenced, and broken into tasks with clear acceptance.
02
Delegate
Each task is handed to the specialist agent that fits it — research, implementation, security, tests, UI.
03
Build in parallel
Agents work concurrently. Many tasks move at once instead of one engineer working down a list.
04
Review
Every change is reviewed before it lands — correctness, security, and brand all checked, not assumed.
05
Ship or report
Merged with a clear trail when it is ready — or, overnight, a working preview and a blocker report for the morning.
What it buys you
The point is the outcome, not the machinery.
Weeks
not months
Repetition and waiting removed, so the timeline is spent on what is actually yours.
Reviewed
not vibe-shipped
Every change passes correctness, security, and brand review before it lands.
Visible
not a black box
The whole build is inspectable in real time — agents, tasks, PRs, deployments.
Yours
plain code, your repo
No lock-in to the system that built it. Any competent engineer can take it in-house.
Supervised, not unsupervised
Fast because it is controlled — not because it is left alone.
A human stays accountable for the architecture, the decisions, and the launch. Agentic engineering removes the repetition and the waiting, not the judgement. That is the difference between a studio that ships in weeks and a demo that breaks in production.
Proof
Built by the system it describes.
Already used internally to ship the Memory Brain, the workspace shell redesign, the activity panel, and PR review workflows — planned, implemented, tested, and reviewed through Agentic engineering itself.
13-task Memory Brain PR — planned, built, tested, and reviewed through the system
Put it to work
Production software in weeks, not months.
Agentic engineering is how. Forge is what it builds with. The codebase is yours, on your domains, with your keys.