Roadmap principle
Plan releases around benefits, not only features. Each release should state what positive capacity it adds: faster local workflow, new skill package, better teaching, lower memory, better export, clearer evidence, or broader contributor access.
Benefit-led release template
| Field | Example |
|---|---|
| Beneficiary | Local developer, teacher, analyst, maintainer. |
| Capability gain | Faster review, better explanation, local privacy. |
| Artifact | Page, adapter, evaluator, registry record, benchmark. |
| Evidence | Test result, before/after timing, user study. |
| Reversibility | Rollback path and version record. |
FUNCTION plan_benefit_release(ideas)
scored = []
FOR idea IN ideas
scored.ADD(score_positive_impact(idea) - delivery_cost(idea))
END FOR
roadmap = choose_highest_net_benefit(scored)
RETURN schedule_with_tests_and_memory_updates(roadmap)
END FUNCTIONOperations outcome
The release history becomes a record of increasing usefulness, not just a list of changed files.
Source reports used for this guide
These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.
Positive mutualism and governanceMutualist Persistence — Uploaded EditionGovernance synthesis · 15.7 KB
Core synthesisThe 4Fs Framework: Fast, Flexible, Frugal, Federated — Uploaded EditionEmerging practice · 22.5 KB
Model merging and adaptersTiny-LLM Adapters and LoRA: Breeding Operators, Compatibility, Evaluation, and PromotionEmerging implementation practice · 15.3 KB