Reading and comprehension
Static analysis, mapping of dependencies, reconstruction of business intent from code. The team brings an explicit understanding of the existing estate before touching a single line.
The calibration of the AI Methodology when transformation runs through software delivery — new features, modernization of legacy estates, integrations between systems, internal platforms. A multi-agent development team that reads, designs, builds, tests, documents and ships, with Business Partner signature on every release and integral audit trail on every action.
The AI Development Agentic Team is the calibration of the AI Methodology when the transformation perimeter is software itself: new product features, modernization of legacy stacks, integrations between heterogeneous systems, internal platforms that pay back through volume and quality of releases.
The domain traverses all three phases of the methodology. Phase 1 — codebase map, architectural debt, release-frequency baseline, signed business case on time-to-production gains. Phase 2 — selection of the delivery trajectory, agent fleet sizing, guardrail rules, autonomy thresholds. Phase 3 — releases under guardrail, signed audit trail, quarterly contractual KPIs on delivery quality, continuous calibration of the agent team.
The agent team covers the four moments of an enterprise software lifecycle. Each capability has its own agent family, its own guardrail, its own measurable signature.
Static analysis, mapping of dependencies, reconstruction of business intent from code. The team brings an explicit understanding of the existing estate before touching a single line.
Architecture proposals consistent with the client's stack, generation of feature increments, refactor of fragile areas, integration adapters between systems. Every change carries its design rationale.
Unit, integration and end-to-end tests generated alongside the code. Coverage measured against the perimeter declared in the engagement, regression report at every release.
Pull request opened by the agent, reviewed by the Business Partner, deployed under feature flag with reversibility window. Runbooks and updated documentation travel with the release.
The team is composed and dimensioned on the engagement perimeter. The six families below describe the typical agent specializations of an enterprise delivery cell. Composition is calibrated by the Business Partner.
Indexes the existing repository, reconstructs domain models, recognizes architectural patterns, surfaces friction points to the team.
Translates the business request into an implementation proposal coherent with the existing stack. Surfaces coupling, debt, side effects.
Produces code increments scoped to the agreed delta. Writes idiomatic code aligned with the client's conventions.
Critical reading of every patch generated by the team. Flags risks, suggests improvements, escalates to Business Partner when threshold conditions trigger.
Writes the test set the implementation requires. Maintains coverage on the declared perimeter. Reports drift.
Produces technical documentation, ADRs, operational runbooks alongside the code. The release is shippable when documentation ships with it.
Every delivery cell is configured with a declared autonomy threshold. Below threshold the team operates with technical autonomy. Above threshold, the Business Partner takes the decision. The threshold is defined with the client, calibrated on the criticality of the asset.
The team produces analysis, design proposals, refactor sketches. Every change passes through an explicit hand-off to the client's developers. Suited to sensitive estates and first engagements.
The team produces patches reviewed line by line by the client's developer or by the Business Partner, before merge. Default mode in production environments.
The team merges within a declared perimeter, with feature flag, reversibility window, and Business Partner signature on the release. Reserved to perimeters validated by previous runs.
An agent fleet sized on the engagement, composed of the families that the perimeter requires, in production within the client's repository.
Every patch carries authorship signature, design rationale, list of touched files, test coverage report, Business Partner signature on merge.
Architecture Decision Records produced alongside the code. Every architectural choice has its motivation, alternatives considered, anti-regression notes.
Time to production, coverage, MTTR, defect rate, release frequency. Quarterly measurement on the contractual KPIs declared at signature.