Agent instructions
Architecture rules, safety boundaries, conventions, and task-specific guidance.
The software factory
A platform is only durable if the organization can keep changing it.
FitStack ships with a repository-native delivery system that turns architecture, operating standards, and AI-assisted development into repeatable software outcomes.
The loop
From business intent to a stronger operating system.
- 01
Intent
Start with a business outcome, operating constraint, and clear decision rights.
- 02
Task contract
Translate the outcome into bounded scope, dependencies, acceptance criteria, and validation.
- 03
Parallel build
Use isolated worktrees and coordinated lanes without losing architecture or ownership boundaries.
- 04
Automated review
Check code, scope, layers, policy, tests, and shared-zone conflicts before integration.
- 05
Verification
Exercise the real surface, validate failure paths, and tie evidence to the exact change.
- 06
Deployment
Provision, configure, seed, publish, and operate in client-owned environments.
- 07
Learned pattern
Turn durable lessons into instructions, skills, tests, and playbooks for the next cycle.
What is embedded
The standards and tools travel with the platform.
The durable delivery knowledge lives in the client-owned repository, not in a consultant’s private notebook or a proprietary management layer.
Reusable skills
Repeatable workflows for deployment, verification, components, integrations, and platform operations.
Quality gates
Automated tests, policy checks, structured review, and evidence-backed handoff.
Delivery automation
Scaffolding, provisioning, environment configuration, seeding, deployment, and upgrade paths.
Portable by design
Use models as leverage—not as a new source of lock-in.
The factory is built around GitHub, repository artifacts, explicit standards, and interchangeable AI tooling. Models can change. The architecture, tests, decisions, and operating knowledge remain yours.
GitHub + model providers
Client-owned standards, skills, workflows, and evidenceDeployable software in client-owned environments
Build what comes next
Build the platform—and the capability to evolve it.
See how the factory can operate with your internal team, a FitStack-led delivery lane, or a deliberate transition between the two.