Dataface Tasks
    Heartbeat snapshot (JSON)

    infra tooling

    Purpose

    Own the developer operating layer: local/CI dev ergonomics, command surface cleanup, and deployment pathways that make Dataface reliably build, review, and ship. This workstream focuses on operational quality of the toolchain itself rather than product features.

    Owner

    • Sr Engineer Architect

    Tasks by Milestone

    A runnable prototype path exists for developer tooling, local workflow reliability, and deployment execution safety, with concrete artifacts that prove the flow works end-to-end in the current codebase. Core assumptions are documented, known constraints are explicit, and the team can explain what is real versus mocked without ambiguity.

    Internal analysts and engineers can execute at least one weekly real workflow that depends on developer tooling, local workflow reliability, and deployment execution safety in the 5T Analytics environment, without bespoke engineering intervention for every run. Instrumentation and feedback capture are in place so failures, friction points, and adoption gaps are visible and triaged with owners.

    Show

    developer tooling, local workflow reliability, and deployment execution safety is hardened enough for regular use by multiple internal teams and initial design partners, with a predictable response loop for issues and requests. Quality expectations are documented, and prioritized improvements from real usage are actively incorporated into delivery.

    Show

    Launch scope for developer tooling, local workflow reliability, and deployment execution safety is complete, externally explainable, and supportable: user-facing behavior is stable, documentation is publishable, and operational ownership is explicit. Remaining gaps are non-blocking, risk-assessed, and tracked as post-launch follow-up rather than unresolved launch debt.

    Show

    Post-launch stabilization is complete for developer tooling, local workflow reliability, and deployment execution safety: recurring incidents are reduced, support burden is lower, and quality gates are enforced consistently before release. The team has a repeatable operating model for maintenance, regression prevention, and measured reliability improvements.

    v1.2 delivers meaningful depth improvements in developer tooling, local workflow reliability, and deployment execution safety based on observed usage and retention signals, not just roadmap intent. Enhancements improve real customer outcomes, and release readiness is demonstrated through metrics, regression coverage, and clear migration guidance where relevant.

    Long-horizon opportunities for developer tooling, local workflow reliability, and deployment execution safety are captured as concrete hypotheses with user impact, prerequisites, and evaluation criteria. Ideas are ranked by strategic value and feasibility so future investment decisions can be made quickly with less rediscovery.