Facts first
Read repo instructions, durable state, git status, and recent evidence before trusting chat memory.
DHF is a delivery framework for agentic engineering. It turns a broad request into recovered facts, lifecycle routing, scoped execution, verification evidence, and a handoff that the next session can resume.
DHF answers five questions before it claims progress: what facts were read, which lifecycle stage the work is in, which skill or helper owns the next step, how the result will be verified, and what the next safe task is.
Read repo instructions, durable state, git status, and recent evidence before trusting chat memory.
Choose requirements, planning, development, validation, review, ship, or handoff before choosing tools.
Completion needs command, exit_code, key_output, and timestamp.
Read durable repo facts and restore phase, dirty state, latest verification, and next safe task.
If the goal, scope, vocabulary, or acceptance criteria are unclear, stop and lock requirements first.
Select the lifecycle owner: planner, TDD, QA, security review, ship workflow, docs, or a runtime helper.
Run the relevant command and capture the evidence fields before saying the work is complete.
Record changed surfaces, verification, blockers, and the next safe task for the next agent.
"Improve the public DHF docs so an English reader knows where to start, and prove the links are valid."
stage: validationcommand: python3 test_runner.pyexit_code: 0key_output: [PASS] lifecycle skill routing doc discoverabletimestamp: 2026-05-14T00:00:00-04:00