Mash AI
Engineering & SDLC Agent2–3×

Coding & Development

Ticket to pull request, tests attached.

Ticket to pull request, tests attached. Generates code, refactors legacy, and clears boilerplate, with reviewer-grade explanations on every change so the diff is easy to trust. Every action scored, logged, and reversible.

Coding & Development2–3×
In
  • System records
  • Policy & rules
  • Third-party feeds
agent
Out
  • Structured records
  • Scored recommendations
  • Posted transactions
Product & platform engineering teams100% audit
2–3×
Headline result
0%
L1 tickets reaching a human
0 wks
Typical time to live
The problem

Why this work breaks at scale.

Done by hand, it's slow, error-prone at volume, and gets pricier with every head you add. The bottleneck is the swivel-chair between systems, not effort.

With Coding & Development: developers ship two to three times faster.
Capabilities

What the Coding & Development does for your team.

01

Explains every decision

Each output ships with its reasoning and the source it drew from, so a reviewer can confirm rather than re-derive.

02

Scores and prioritises

Ranks work by risk, value, and urgency so the queue reflects what actually needs attention first.

03

Escalates cleanly

Knows the edge of its competence and hands off without losing a single line of context.

04

Human-in-the-loop by design

Routine cases run end-to-end; anything above your confidence or value threshold is routed to a person with the full context attached.

How it works

Ticket to PR to release, one engineering view.

01

Intake

Captures the request and assembles everything needed to act on it.

02

Reason

Runs the deterministic checks first, then applies judgment where it helps.

03

Execute

Completes the task across the connected systems in one pass.

04

Report

Returns the result, the rationale, and the trail in one place.

Inputs
  • System records
  • Policy & rules
  • Third-party feeds
  • Email & chat
Outputs
  • Structured records
  • Scored recommendations
  • Posted transactions
  • Exception flags
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The Coding & Development connects to your existing engineering & SDLC tooling and writes back to your system of record.

GitHubGitLabJiraServiceNowJenkinsCodebase RAGDecision Log
In production

Deployed for Product & platform engineering teamsdevelopers ship two to three times faster.

See a case study
Questions

The practical details.

A first version typically runs against your own data within weeks, the first agent can be live in as little as 48 hours, with full deployment in two to eight weeks.

Yes. You own 100% of the IP, code, and documentation. There is no platform lock-in and the full system transfers to your team.

No. It removes the low-judgment, repetitive work and routes anything consequential to a person with the context attached, so your team spends time where judgment actually pays off.

It integrates with the engineering & SDLC systems you already run, GitHub, GitLab, Jira and more, with no rip-and-replace.