Software & systems
Architecture, implementation, integration, and remediation for software where the surrounding system matters as much as the individual feature.
Software development servicesSoftware Development · Applied R&D
We build software — and better ways to build software.
1DevTeam is a software development and applied R&D company that works alongside AI to solve difficult software and systems problems, build dependable systems and products, and improve the methods and tools used to develop them.
Development scope
Software, systems, products, and the methods used to build them
Work can begin with a new product, an existing system that is failing at its architectural boundaries, or a recurring development constraint that warrants tooling or formal investigation. The problem determines the implementation form.
Products
Software developed around problems with sufficient scope, repeatability, and technical value to justify becoming reusable systems.
View software productsApplied R&D
Structured investigation into recurring software-development problems, including the methods and tooling required to reason about increasingly complex systems.
Read the R&D programAI-assisted development systems
Three systems address three different sources of development error
PRIDE governs process, Snapshot transfers project context, and the Architectural Graph preserves machine-readable system structure. The full methodology lives on the Method page; the Wiki defines the terminology; this page preserves the primary public artifacts.
Process discipline
PRIDE Protocol
Defines how AI-assisted development work should be performed: sufficient reading, explicit uncertainty handling, complete implementation, verification, documentation, and review.
Read the development methodProject-context transfer
Snapshot
Packages structured repository and project state so a new model context can begin with substantially more of the real system available for inspection.
Read the Snapshot referencePersistent architecture
Architectural Graph
Externalizes dependencies, decision ownership, selected invariants, change impact, and proof relationships for architecture-aware development and CI.
Inspect the interactive graph
Inspect public-safe JSON excerpt
This excerpt preserves actual Snapshot v10 field names and verified values from the captured run. Large or sensitive values are summarized rather than reproduced: local paths, environment values, configuration contents, and the full repository inventory remain omitted.
{
"schema_version": "10.0",
"timestamp": "2026-08-27T16:47:33.236486+00:00",
"project": "ajenda-ai",
"git_context": {
"branch": "fix/mission-clause-segmentation-clean",
"head": "16abe55",
"uncommitted_files": []
},
"summary": {
"files": 1376,
"routes_static": 2451,
"py_errors": 0,
"uncommitted_files": 0
},
"dependency_graph": "[964 indexed entries omitted]",
"config_files": "[41 indexed files omitted]",
"docs_summary": "[110 records omitted]",
"ci_cd_info": "[10 records omitted]",
"files_static": "[1376 file records omitted]"
}1DevTeam R&D Program #1
Architectural reasoning scope and corrective PR cascades
1DevTeam's first formal R&D program studies architectural reasoning scope and corrective PR cascades in AI-assisted software development. The study examines whether mismatches between the scope applied to a software change and its actual architectural blast radius predict subsequent corrective work.
Ajenda AI provides the longitudinal development record. The study preserves graph-absent, graph-construction, and graph-assisted periods as distinct conditions and does not assume graph assistance is superior in advance.
Read the formal R&D programInteractive figure · reviewed public projection
Ajenda Architectural Graph
Inspect selected real nodes and mapped calls_function, tests_function, and defined_in relationships from Ajenda's canonical development graph.
Loading interactive architecture inspection…
Flagship product · private development
Structured execution software
Ajenda AI
Ajenda converts objectives into structured missions, plans, tasks, approvals, and controlled execution. Its architecture separates interpretation from authority and maintains durable state, review, recovery, and traceable outcomes.
Private development · locally operational
Technical reference