Design drifts from code
HLD and LLD are written once, then the codebase moves on without them.
Independent SDLC orchestrator
Axidots Loops AI agents that run your whole SDLC
Hand over HLD, LLD, your ticketing platform, and source control. Watch four AI agents build, verify, and prepare releases — every fix after setup runs itself. When a support ticket is raised, investigation is already underway and a fix is ready to review and apply.
Design-locked continuum online HLD ↔ LLD semantic fidelity engaged Ticketing MCP delivery fabric streaming Support ticket raised — investigation already underway Fix prepared and waiting for human review Autonomic remediation loop armed E2E integrity gate standing by Cloud health lattice observing Model-neutral orchestration ready Audit trail writing every agent action Design-locked continuum online HLD ↔ LLD semantic fidelity engaged Ticketing MCP delivery fabric streaming Support ticket raised — investigation already underway Fix prepared and waiting for human review Autonomic remediation loop armed E2E integrity gate standing by Cloud health lattice observing Model-neutral orchestration ready Audit trail writing every agent action
The gap
Software teams have great tools and no conductor
Every stage has its own product. Nothing owns the whole lifecycle — so people become the glue.
Tickets go stale
Your ticketing platform shows last week’s plan, not what the system actually does today.
Handoffs eat the sprint
Developers, QA, and DevOps wait on each other between every stage.
Fixes steal the roadmap
A failed deploy or regression pulls people off planned work.
Companies pay whole teams to coordinate tools. That coordination is what Axidots Loops automates.
Setup once
Connect four things. Get deployed software.
One afternoon of wiring. After that, you watch your continuum go live on the tools you already trust.
HLD
High-level design the Architect stays true to
LLD
Low-level design that shapes every change
Ticketing MCP
Tickets and status the Manager reads live
Source control
Scoped repo access for patches and reviews
Axidots Loops
Architect, Manager, E2E, and Cloud working as one team
Live software
Your code, deployed to your cloud
Foundation
Orchestration you can trust at scale
Sovereignty
Your models, your keys, your cloud. Axidots Loops orchestrates without owning your toolchain — model-neutral and swap-ready as better engines arrive.
Integrity
Nothing ships past the E2E gate. Failed releases roll back. Every agent action lands in an audit trail you can review.
Velocity
Coordination stops being a full-time job. The continuum runs the handoffs; people only meet major asks as a ticket or chat in the UI.
Constellation
Four AI agents, one lifecycle
Each agent owns a stage people still coordinate by hand today.
Architect
Reads your HLD and LLD, designs each change, and keeps the code true to the architecture.
Takes over: design reviews and rework
Manager
Reads your ticketing platform over MCP. When a support ticket is raised, investigation is already underway and a fix is prepared for review.
Takes over: delivery coordination
E2E
Runs integration and end-to-end tests on every change, turns doubtful scenarios into tasks, and blocks any release that fails.
Takes over: manual QA cycles
Cloud
Deploys to your cloud, watches health, and rolls back when a release goes wrong.
Takes over: DevOps tickets
Continuum
Set up once. Every fix after that is automatic.
A failing test, an alert, or a support ticket starts the same loop — investigation begins immediately.
Trigger
A test fails, an alert fires, or a support ticket is raised.
Triage
Manager scopes the issue and creates the task.
Fix
Architect investigates and drafts a design-locked change.
Verify
E2E proves the fix; doubtful cases become new tasks.
Review
The fix is ready for a person to review and apply — then Cloud can ship.
The loop repeats on every failure, support ticket, and change request.
When a support ticket is raised, Axidots Loops has already investigated the issue. By the time a person opens it, a design-locked fix is prepared and ready to review and apply — not a blank ticket waiting for someone to start digging.
Position
Copilots write code. Axidots Loops runs the lifecycle.
We sit above the tools you already use — nobody has to rip and replace.
| Capability | Coding copilots | CI/CD tools | Project tools | Axidots Loops |
|---|---|---|---|---|
| Turns tickets into code | Partial | No | No | Yes |
| Support ticket arrives with a ready-to-review fix | No | No | No | Yes |
| Keeps code aligned to HLD and LLD | No | No | No | Yes |
| Tests end to end | Partial | Partial | No | Yes |
| Deploys and heals failures | No | Partial | No | Yes |
| Works across your existing tools | No | Partial | Partial | Yes |
Category-level comparison. Individual products vary.
Safeguards
What if the agents are wrong?
E2E gate
Nothing ships unless end-to-end tests pass.
Automatic rollback
Cloud reverts a release that goes wrong.
Escalation that matters
Support tickets arrive with investigation done and a fix ready to review and apply.
Audit trail
Every agent action is logged and reviewable.
FAQ
AI agents for your SDLC: common questions
What does “AI agents that run your whole SDLC” mean?
Axidots Loops uses four AI agents — Architect, Manager, E2E testing, and Cloud — that each own a stage of the software development lifecycle: design, delivery coordination, testing, and deployment. After a one-time setup, a failing test, an alert, or a support ticket starts a loop that triages, fixes, verifies, and prepares the change for a person to review and apply.
How is Axidots Loops different from AI coding copilots?
Coding copilots help write code. Axidots Loops orchestrates the whole lifecycle around it: it turns tickets into design-locked changes, keeps code aligned to your HLD and LLD, tests end to end, and deploys and heals failures. It sits above the tools you already use, so nobody has to rip and replace.
Do the AI agents ship code without human review?
No. Fixes are prepared for a person to review and apply. Nothing ships unless end-to-end tests pass, Cloud rolls back a release that goes wrong, and every agent action is written to an audit trail you can review.
What do I need to connect to get started?
Four things: your high-level design (HLD), your low-level design (LLD), your ticketing platform over MCP, and scoped source control access. Axidots Loops is model-neutral — it runs on your models, your keys, and your cloud.
What happens when a support ticket is raised?
Investigation is already underway. By the time a person opens the ticket, the Architect has drafted a design-locked fix, E2E has verified it, and it is ready to review and apply — not a blank ticket waiting for someone to start digging.
How do I get access to Axidots Loops?
Request access through the Axidots contact page and the team will get in touch. Need custom AI agents for other workflows? See our AI agent development services.
Wire the continuum. Watch software ship itself.
Connect designs, tickets, and code once — then let Architect, Manager, E2E, and Cloud own the loop.