INTENTEXECVERIFYCOMPOUNDSKILLCRONCYCLE
// DARK FACTORY FOR SOFTWARE

Individuals chat with AI. Teams compound with it.

A factory that gets smarter every cycle, built for brownfield projects and running on open models.

Enigma
Running
Tickets in Progress2 active
ENG-412Add payment validationProcessing
ENG-418Refactor auth moduleProcessing
ENG-421Fix SAST findingPR #847
ENG-419Update dependenciesPR #846
Active Crons
security-scan···every 6h2h ago
coverage-enforce···nightlyrunning
Factory Skills6 configured
refactorsecurity-scantest-gendocs-updatecode-cleanupcoverage-enforce
2 added automatically this month
// COMPOUNDING INTELLIGENCE

Every cycle makes the next cycle smarter.

Centralized configuration that watches usage patterns and equips itself over time.

// BUILT FOR BROWNFIELD

Meets your codebase where it is.

Audits what exists before touching anything, then compounds new knowledge on top.

// OPEN MODELS

You own your AI supply chain.

Runs on any model. Optimized for open models because you can't audit a black box.

Harness wiring
codebase
skill 0tool 0agent 0cron 0
Initial audit
01·Scanning linters
02·Scanning tests
03·Scanning docs
04·Scanning architecture
05·Mining the git tree
06·Scanning dependencies
07·Scanning security
Model routing
Code ReviewRefactoringTest GenSecurityRTRDeepSeek V4openQwen 3 CoderopenLlama 4openMiMo V2.5openClaudeGPT-5
// COMPOUNDING INTELLIGENCE

Every cycle makes the next cycle smarter.

Centralized configuration that watches usage patterns and equips itself over time.

Harness wiring
codebase
skill 0tool 0agent 0cron 0
// BUILT FOR BROWNFIELD

Meets your codebase where it is.

Audits what exists before touching anything, then compounds new knowledge on top.

Initial audit
01·Scanning linters
02·Scanning tests
03·Scanning docs
04·Scanning architecture
05·Mining the git tree
06·Scanning dependencies
07·Scanning security
// OPEN MODELS

You own your AI supply chain.

Runs on any model. Optimized for open models because you can't audit a black box.

Model routing
Code ReviewRefactoringTest GenSecurityRTRDeepSeek V4openQwen 3 CoderopenLlama 4openMiMo V2.5openClaudeGPT-5
// USE CASES

What the factory does.

Code Reviews

Quality

Agents review every PR for correctness, security, and style. Shift feedback left and ship with confidence.

  • Catch security issues before merge
  • Enforce style guides automatically
  • Reduce review turnaround from days to hours
checking out pr-847, diff parsed, 23 files changed
running security analysis on src/
found hardcoded secret in config.ts line 142
running style checks on changed files
2 missing return type annotations in utils.ts
checking test coverage for new code
// SURFACE AREAS

Where you work is where the factory runs.

Web

Dashboard for configuring the factory, monitoring cycles, and reviewing agent output.

Jira

Agents pick up tickets and post summaries. Your sprint board becomes the factory floor.

GitHub Projects

Agents work issues and open PRs without leaving your workflow.

VS CodeSoon

Coming soon.

SlackSoon

Coming soon.

LinearSoon

Coming soon.

// OBSERVABILITY & AUTOMATION

The factory watches itself.

See who ships, and who needs the playbook.

Track which teams and engineers are shipping the most, where adoption is accelerating, and where enablement can close the gap.

Sessions per team
Platform32 sessions/wk
Payments22 sessions/wk
Infra14 sessions/wk
Frontend9 sessions/wk
Factory time by team
Platform 38%Payments 26%Infra 17%Frontend 11%Other 8%

The work that never stops.

Cron jobs sweep for vulnerabilities, enforce coverage, clean up slop, and compound patterns. Overnight.

6hnightlyweeklypost-merge
Scheduled
security-scanevery 6h
coverage-enforcenightly
docs-maintainweekly
pattern-compoundpost-merge
// SECURITY

Don’t trust. Verify.

Sandbox

Every agent run operates inside a containerized sandbox with access to a control plane where the default is no access. Principle of least privilege.

Secrets

Secrets are injected at runtime with scoped permissions and never written to disk, logs, or environment variables.

Tool scoping

Every agent run, through the control plane, gets access to specific tools and APIs. Nothing implicit, nothing ambient.

Audit logs

Every action (file read, shell command, API call) is logged with attribution and cannot be tampered with.

GDPR

Data processing agreements are available for all EU operations, with full support for data deletion and portability requests.

CCPA

No third-party data resale. Your code and telemetry stay within your infrastructure under your control.

SSO + SAML

Integrate with every major identity provider (Okta, Azure AD, Google Workspace) for seamless team onboarding.

Self-host

Deploy the entire factory inside your VPC. Your code never leaves your infrastructure, and you control every boundary.

Skills-as-Code

Skills are version-controlled, peer-reviewed, and auditable, just like the code they maintain.

Budget limits

Set per-team and per-project cost caps and usage thresholds so the factory runs within bounds you define.

// FAQ

Questions we get. Answers that hold up.

Common objections, addressed directly.

// JOIN THE COMMUNITY

The factory is coming. Get on the floor.

Join the Discord. Early access rolling out to the community.