Our ADLC Runtime : DevX

Ship code through governed AI agents.

The ADLC plans, builds, tests, reviews and secures every change — inside your environment, under your policy. Agents never self-merge.

magpii.dev/adlc/runs/ADLC-1247LIVE
Plan
12s
Implement
4m 02s
Test
running…
Review
queued
Secure
queued
Integrate
queued
Active runs
6
Median cycle time
41m
Gate pass rate
94%
Cost / merged PR
$2.10
Runs in your environmentModel-agnostic by designNo self-merge, everBuilt on Magpii's data-protection heritage

Defining our ADLC Strategy: Three pillars the whole platform is built on

01

Governed autonomy

Agents do the work. Your team holds the controls. Autonomy is earned per team and per repository, never assumed.

Agents propose
plan, build, test, review, secure — autonomously
Policy decides
what may run without a human, and what may not
Humans approve
every merge; agents never ship alone
02

Your environment, your terms

The platform runs inside your own cloud tenant. Code, history and telemetry never leave your control.

Your cloud tenant
agent runtime and execution stay inside your VPC
Model-agnostic
route sensitive repos to approved models and regions
No rip-and-replace
works with ADO, Jira, GitHub, GitLab, Bitbucket
03

Across the lifecycle

Not just code generation. Six governed stages carry one work item from ticket to a review-ready pull request.

1
Plan
2
Implement
3
Test
4
Review
5
Secure
6
Integrate

Key features: Built for teams that can't compromise

Adjustable autonomy

Fine-tune how independently agents operate, from fully supervised to earned autonomy — per team, per repository.

Full codebase understanding

Agents ground plans and changes in your actual repository, not guesses — coordinated changes across many files.

Security and PII, first-class

A blocking privacy and security gate on every change — Magpii's own heritage, built into the pipeline, not bolted on.

Guardrails & governance: Enterprise controls built into every run

Policy engine

Codified rules on autonomy, blast radius and forbidden areas.

Identity & access

Every run is attributed to an identity with scoped roles.

Scoped secrets

Short-lived credentials, limited to one repo and branch per run.

Isolated execution

Disposable, locked-down workspaces with controlled egress.

Immutable audit

A complete record of every decision, action and approval.

Change management

Integrates with your approval and ITSM workflows.

Inside each stage: What the agents do — and where you stay in control

StageWhat happensYour control
PlanReads the work item and your codebase; produces a reviewable plan.Optional plan approval
ImplementDrives a coding agent in an isolated, disposable workspace.Scoped access only
TestWrites and runs tests; will not proceed on a failing build.Automatic quality gate
ReviewChecks the change against your standards and conventions.Automated pre-review
SecureRuns security, dependency, license, secret and PII scans.Blocking gate
IntegrateCommits, opens a pull request, links the work item.Human merges
Domain intelligence

Built for the industries where software can't afford to get it wrong.

Generic coding agents are fluent in syntax but blind to context. The ADLC is different — we fold your sector's standards, conventions and operating realities into the runtime itself, so every plan, review and change already reasons like one of your own engineers.

ManufacturingMiningOil & gas

Speaks your domain

Plans and reviews draw on the standards and failure modes specific to your sector, not generic best practice.

Compliance by construction

Every change is checked against the quality and regulatory frameworks your industry is actually audited on.

Aware of the stakes

Agents understand what a change touches — safety-critical systems, control boundaries, uptime — not just the diff.

Security still comes first

The same blocking privacy and security gate Magpii was built on, now extended to operational and industrial data.

The value: What this delivers for your business

Faster

Delivery of routine work items, freeing senior engineers for high-value work.

Consistent

Enforced tests, review and security on every change.

Auditable

A complete, immutable record for compliance.

Controlled

Budgets, policy and human approval throughout.

Autonomy your enterprise can actually trust.

Run the ADLC against your own backlog and see the guardrails in action.