← All projects
NCMA / MODFORGE + HUMAN PLANE
Generation is a candidate. Evidence makes a release.
A contract-driven engineering pipeline pairs bounded generation and deterministic checks with a human control surface for effective state, review and guarded mutations.
MY CONTRIBUTION
Independent pipeline and control-surface engineering across specifications, generation boundaries, validation, builds, evidence and human-controlled acceptance.
TOOLS & METHODS
Contracts · bounded generation · deterministic validation · build evidence · effective state · guarded mutations
CHALLENGE
Generated artifacts need more than plausible content. A reviewer needs to understand what was requested, what changed, which checks ran and where acceptance or rejection happens.
DESIGN DECISIONS
Keep specification, architecture, generation, validation, build, evidence and settlement distinct. Human Plane exposes effective state and guarded changes; it does not replace Forge as the engineering system.
CONSTRAINTS
Generation must stay inside explicit contracts and candidate boundaries. Validation and build artifacts need separate evidence; changes require effective-state review and blast-radius awareness.
The workflow, step by step.
01 / Specification
Define the intended change and its contract.
02 / Architecture
Establish the structure and boundaries for the candidate.
03 / Generation
Produce bounded candidate artifacts.
04 / Validation
Run deterministic checks against the contract.
05 / Build
Produce the applicable build outputs.
06 / Evidence
Assemble the artifacts and checks needed for review.
07 / Settlement
A human reviews the effective state and explicitly authorizes acceptance or the next change.
Human Plane · historical authoring capture · 28 August 2026
IMPLEMENTATION & VALIDATION
Specification → Architecture → Generation → Validation → Build → Evidence → Settlement. Human Plane presents the candidate, checks and guarded mutations so a human can authorize acceptance.
RESULT & EVIDENCE
The reviewed historical Human Plane capture shows the existing control interface. The case makes the engineering pipeline and the human authorization boundary explicit.
EVIDENCE LIMIT
A historical interface capture does not prove current readiness. Structural validation does not prove behavior in the target application or in-game. This portfolio connects no deployment or mutation action.
HUMAN PLANE / CONTROL SURFACE
Effective state, review, evidence and blast-radius awareness make guarded mutations inspectable.
APPLIED DOMAIN
Cyberpunk mod engineering is a concrete application domain. The dedicated /forge design preserves Blacksite Atelier, Ranged, Melee, Chimera, Corrupted and Silverhand collections. Production migration remains an implementation task.
TRADE-OFFS & LESSONS
Deterministic checks improve reproducibility but do not prove target-application behavior. Historical interface evidence and in-game acceptance are different checks. Human review adds deliberate friction where a release or mutation changes effective state.
Explore architecture ↗
Explore the Forge collections ↗
Next case: Web Research ↗
About the work and career ↗
VALTER LOURENÇO JUNIOR / NCMA SYSTEMS
← All projects
NCMA / MODFORGE + HUMAN PLANE
Generation is a candidate. Evidence makes a release.
A contract-driven engineering pipeline pairs bounded generation and deterministic checks with a human control surface for effective state, review and guarded mutations.
MY CONTRIBUTION
Independent pipeline and control-surface engineering across specifications, generation boundaries, validation, builds, evidence and human-controlled acceptance.
TOOLS & METHODS
Contracts · bounded generation · deterministic validation · build evidence · effective state · guarded mutations
CHALLENGE
Generated artifacts need more than plausible content. A reviewer needs to understand what was requested, what changed, which checks ran and where acceptance or rejection happens.
DESIGN DECISIONS
Keep specification, architecture, generation, validation, build, evidence and settlement distinct. Human Plane exposes effective state and guarded changes; it does not replace Forge as the engineering system.
CONSTRAINTS
Generation must stay inside explicit contracts and candidate boundaries. Validation and build artifacts need separate evidence; changes require effective-state review and blast-radius awareness.
The workflow, step by step.
01 / Specification
Define the intended change and its contract.
02 / Architecture
Establish the structure and boundaries for the candidate.
03 / Generation
Produce bounded candidate artifacts.
04 / Validation
Run deterministic checks against the contract.
05 / Build
Produce the applicable build outputs.
06 / Evidence
Assemble the artifacts and checks needed for review.
07 / Settlement
A human reviews the effective state and explicitly authorizes acceptance or the next change.
Human Plane · historical authoring capture · 28 August 2026
IMPLEMENTATION & VALIDATION
Specification → Architecture → Generation → Validation → Build → Evidence → Settlement. Human Plane presents the candidate, checks and guarded mutations so a human can authorize acceptance.
RESULT & EVIDENCE
The reviewed historical Human Plane capture shows the existing control interface. The case makes the engineering pipeline and the human authorization boundary explicit.
EVIDENCE LIMIT
A historical interface capture does not prove current readiness. Structural validation does not prove behavior in the target application or in-game. This portfolio connects no deployment or mutation action.
HUMAN PLANE / CONTROL SURFACE
Effective state, review, evidence and blast-radius awareness make guarded mutations inspectable.
APPLIED DOMAIN
Cyberpunk mod engineering is a concrete application domain. The dedicated /forge design preserves Blacksite Atelier, Ranged, Melee, Chimera, Corrupted and Silverhand collections. Production migration remains an implementation task.
TRADE-OFFS & LESSONS
Deterministic checks improve reproducibility but do not prove target-application behavior. Historical interface evidence and in-game acceptance are different checks. Human review adds deliberate friction where a release or mutation changes effective state.
Explore architecture ↗
Explore the Forge collections ↗
Next case: Web Research ↗
About the work and career ↗
VALTER LOURENÇO JUNIOR / NCMA SYSTEMS