Software developed from recurring system problems
1DevTeam develops products when the underlying problem, architecture, and expected reuse justify a durable software system. Product maturity is stated according to current evidence rather than implied through presentation.
Current portfolio
Ajenda AI is the current flagship product under active private development. Grafted Plus and Grafted First are applied R&D outputs whose product objectives remain separate from the conclusions of the research program that may inform them.
Ajenda AI
Ajenda AI is an execution system for converting goals into structured missions, plans, tasks, approvals, and controlled actions. Its architecture includes explicit authority boundaries, persistent mission state, capability selection, review paths, recovery behavior, execution evidence, and controlled interaction with connected systems.
Explore Ajenda AICurrent status
Ajenda AI is under active private development and is locally operational. It is not represented as a generally available hosted service or as a customer deployment.
Applied R&D outputs
Grafted Plus and Grafted First
These systems emerge from architecture and repair problems examined in the formal R&D program. Research can support, narrow, change, or contradict the assumptions behind either system; product direction does not determine the study's conclusions.
Grafted Plus
Grafted Plus is intended to reconstruct and expose the architecture of an existing software system so an external language model can reason over system structure, ownership, dependencies, invariants, and change impact with less repeated architectural reconstruction. Its capabilities and comparative value remain subjects of active development and research.
Operating model
Existing system → reconstruct architectural state → expose ownership, dependencies, invariants, blast radius, and proof relationships → reason across the system.
Grafted First
Grafted First is intended to model the architecture of a software system before implementation begins. The objective is to represent contracts, nodes, models, ownership, dependencies, state, boundaries, and system interactions in a form that can be reasoned over before the first implementation decisions are committed to code. Its relationship to implementation quality remains a research and development question rather than an established conclusion.
Operating model
Intended system → explicitly model the architectural problem → reason across the complete design → build against that model.
Intended future relationship
Grafted First → intended architecture → implementation → Grafted Plus → reconstructed architecture → drift analysis
This remains a development hypothesis, not a completed research finding.
Read the R&D program