dh Glossary
SkillFiles & storageOne-line definitions of development-harness (dh) plugin terminology — RT-ICA, ARL, SAM, the S1-S7 pipeline stage names, Impact Radius — each with a pointer to its canonical source file. Use when a dh skill, agent, or workflow step references a term without defining it, before guessing what the term means from its observed outputs, or when asked what a dh concept or acronym stands for.
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The instructions your AI receives, as published by jamie-bitflight/claude_skills in plugins/development-harness/skills/dh-glossary/SKILL.md and read by ahel’s review.
A mandate that names a dh concept states only the name, not the method — the orchestrator sees the outcome (a verdict, a gate, a report) and can misinfer the mechanism from watching what it does. Load this skill instead of inferring; each entry states the method, not just the outcome, and points to the file that is authoritative if this entry ever drifts from it.
Terms
RT-ICA (Reverse Thinking - Information Completeness Assessment) — works backward from the
stated goal through its prerequisite chain: what must exist to reach the goal, then what each of
those things requires, recursively back to the current state. Classifies each prerequisite as
AVAILABLE, DERIVABLE, or MISSING. dh:rt-ica blocks planning on any MISSING condition (S2
implementation gate); dh:planner-rt-ica is the non-blocking sister used during grooming, which
localizes a MISSING condition to the affected task instead of halting. Canonical:
skills/rt-ica/SKILL.md.
ARL (Autonomous Refinement Loop) — research into the prerequisites for autonomous agent
execution without synchronous human blocking gates: failure categories, and the conditions under
which a machine-verifiable check can replace human judgment. dh's human-touchpoint model is
ARL-derived — see the S1-S7 entry below. Canonical:
plugins/plugin-creator/skills/arl/SKILL.md.
SAM (Stateless Agent Methodology) — the 7-stage development pipeline this harness implements
(S1-S7, below). "Stateless" means each stage's state lives in a provider-owned artifact, never in
conversation history — a stage reads its input from the prior stage's registered artifact, not
from what an agent remembers saying earlier. Canonical: plugins/development-harness/AGENTS.md
("SAM 7-Stage Pipeline").
S1-S7 — the SAM pipeline stage names, in order: S1 Discovery (understand the feature,
codebase, constraints) → S2 Planning + RT-ICA (generate a plan, gated by dh:rt-ica) → S3
Context Integration (validate the plan against actual codebase state) → S4 Task
Decomposition (break the plan into executable tasks) → S5 Execution (implement tasks via
language-specific specialists) → S6 Forensic Review (verify each task against its acceptance
criteria) → S7 Final Verification (certify the feature meets the original requirements). Not
every stage requires human review — ARL-derived constraint analysis decides when to escalate, not
a fixed checkpoint per stage. Canonical: plugins/development-harness/AGENTS.md ("How It Works").
Impact Radius — the backlog-item section listing every system a proposed change affects
(code, docs, configuration, CI, tests, agent instructions), written by @dh:impact-analyst before
planning. The feasibility gate and grooming staleness checks read this section to size a change's
blast radius; an item using an older grooming template may have this content under a Resources
section instead — readers of the primary key fall back to it. Canonical:
plugins/development-harness/agents/impact-analyst.md.
Signals
- GitHub stars
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- Last commit
- Sep 2026
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