AI-native software delivery

Lead with your goal.

Talos takes a goal from requirement to production. It plans the work, builds it, audits the result and stops to ask you whenever a decision is yours to make.

Core integration, QA only4 days
Senior developer to production1–2 person-days
Estimated without AI13–19 person-days

Structured delivery

Goals become tracked work items with owners, status and a clear way forward.

PlanDesignDevelop

Verified by default

Every requirement gets its own Definition of Done and matching end-to-end checks.

DoDE2EAudit

Humans stay in charge

Talos asks first. Decisions that need your input are flagged on the pull request.

GatesPR reviewTraceable
What Talos does

From requirement to reviewed code, with one thread running through it.

Design. AI organizes the work.

Describe the goal. Talos breaks it into work items, sets the order and keeps the board current as the work moves from Backlog to QA.

  • Work items created and tracked automatically
  • AI-generated and human-created items sit on the same board
  • Seamless native integration with GitHub, GitLab, Plane, and Jira
See it on a real board →

Backlog 2

DEMO-100 AIFile rules
DEMO-101 AIFailure alerts

Todo 2

DEMO-102 AIFile archive and sync
DEMO-103 AISync permissions

In progress 1

DEMO-104 AIFile scanning

QA 2

DEMO-106 AIArchive validation
DEMO-107 AIDuplicate checks
Example project · illustrated flow

Every requirement gets its own DoD.

Talos writes a Definition of Done for each requirement, then generates the end-to-end checks that prove it. You agree the criteria before the work starts.

  • Criteria generated per requirement and open to edit
  • Matching end-to-end checks created alongside the code
  • Generated checks are not passed checks: results are recorded, never assumed
How verification works →
Goal: automate file archiving and sync

DoD generated for this requirement

Illustrated flow · criteria vary by requirement

Questions first. Then progress.

When a requirement is ambiguous, Talos does not guess. It raises a human gate on the pull request, waits for your answer, then carries on.

  • Business clarifications surfaced as tagged PR questions
  • Work pauses visibly: waiting-human is a status, not a mystery
  • Every answer is stored with the decision it unblocked
DEMO-102 AIFile archive and sync
gate:H2waiting-human
Open questionKeep original files?
KeepDelete after sync
PR tagged · awaiting your input · illustrated workflow

Find. Fix. Review again.

After development, Talos audits its own output against the DoD, fixes what fails and reviews again. The loop ends when the checks do, not when the model says it is done.

  • Audit stage reads the code against the agreed criteria
  • Failures routed back to development with context
  • Review excerpts kept as evidence for your team
stage 1

Audit

Check code against each DoD item.

stage 2

Fix

Repair failures with the finding attached.

stage 3

Review

Re-run checks. Repeat until clean.

Illustrated workflow · review excerpt taken from a separate real case
One system, every stage

AI, across the entire workflow.

Talos sits in the middle of delivery and works at every stage. Feedback from each stage flows back into the next iteration.

Talos AI at every stage FEEDBACK · ITERATE Project work Project delivery Analysis Audit Design Development Plan
Coverage

AI-powered work across every delivery phase.

From goal analysis and contract design to pull request generation and verification, Talos orchestrates each milestone.

Analysis & planning

Turn a goal into scoped requirements and a sequenced plan.

RequirementsEstimates

Design & architecture

Structured work items and technical design linked to each requirement.

Work itemsDesign docs

Development

Code written against the agreed Definition of Done, pull request by pull request.

Pull requestsGo · TS · Java

Testing & quality

End-to-end checks generated per requirement, with results recorded.

E2EAudit

Delivery

Production completion with a senior developer, backed by an audit trail.

HandoverCI/CD · K8s

Feedback & iteration

Findings and human answers feed the next pass, so the loop keeps tightening.

GatesReview
Already used in real projects

From first use to production completion.

One real Java integration. QA built the core with no coding; a senior developer completed production.

4

QA working days
Core integration completed · no coding · first use

+
1–2

senior developer person-days
Production completion · actual effort · user confirmed

Same scope. Different roles.

Total effort, person-days · hatched extension = range

Senior, no AIEstimated
13–19
Senior + AIEstimated
4–6.5
Talos + QA + seniorActual case
5–6
05101519
4 QA + 1–2 developer = 5–6 person-days
FAQ

Questions teams ask first.

Not here? Ask us at contact@tuxmart.io.

What is Talos?

Talos is Tuxmart's AI platform for end-to-end software delivery. It plans work, writes code, generates verification checks, audits the output and asks a human when a decision is theirs.

Does it replace developers?

No. In the Java case above a senior developer completed production. Talos moves effort earlier and lets QA and developers each do the part they are best placed for.

How do you know the output is correct?

Each requirement has its own Definition of Done and matching end-to-end checks. Generated checks are not treated as passed checks; results are recorded from actual runs.

What is a human gate?

A point where Talos stops and tags the pull request with a question, such as whether to keep original files. Work resumes after you answer.

Which tools and languages does it support?

Talos integrates directly with Plane, GitHub, GitLab, and Jira. It natively supports Go, TypeScript, Python, and Java, orchestrating Git workflows, worktrees, and Docker/Kubernetes environments.

How do we start?

Request a demo or connect your tracker. Start with a single feature or chore to experience automated requirement analysis, task planning, and DoD-verified PR slices with human review gates.

Give Talos your next goal.

See a live walk-through on a project like yours or schedule an engineering pilot.

Watch the tour contact@tuxmart.io