GAAI-framework implement
Generate correct, minimal, maintainable code that satisfies a validated Story's acceptance criteria against an execution plan. Activate when a Story is validated, a plan exists, and all prerequisites are unambiguous.
install
source · Clone the upstream repo
git clone https://github.com/Fr-e-d/GAAI-framework
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/Fr-e-d/GAAI-framework "$T" && mkdir -p ~/.claude/skills && cp -r "$T/.gaai/core/skills/delivery/implement" ~/.claude/skills/fr-e-d-gaai-framework-implement && rm -rf "$T"
manifest:
.gaai/core/skills/delivery/implement/SKILL.mdsource content
Implementation
Purpose / When to Activate
Activate when:
- A Story is validated for implementation
- An execution plan exists decomposing the Story into actionable steps
- Relevant memory, rules, and constraints are available
Only proceed when all prerequisites are present and unambiguous.
Process
- Load context — retrieve minimal memory, load applicable rules and constraints
- Interpret acceptance criteria — translate into specific expected behaviors, validate against plan
- Map plan to implementation — determine file paths, naming, modules per conventions; clarify dependency edges
- Generate code — write code per plan steps, annotate links to acceptance criteria, respect all style/architecture/quality rules
- Generate tests — cover expected behavior from acceptance criteria, include required edge cases, ensure automatable
- Internal validation — verify acceptance criteria map to code/tests, run linting if required by rules, confirm memory constraints respected
- Produce delivery outputs — code changes, test artifacts, implementation report
Output Definitions
— diffs or code fragments structured for integrationcode_changes
— test files (unit/integration) aligned with acceptance criteriatest_artifacts
— human-readable summary including:implementation_report
- Mapping to plan steps
- Rules applied
- Memory constraints referenced
- Known risks and decisions
Quality Checks
- All acceptance criteria are met
- All rule checks pass
- Relevant tests exist and are runnable
- Implementation report articulates decisions
- Scope is unchanged
- Error-prone operations (I/O, parsing, external calls) have explicit error handling — failures are surfaced, not silently swallowed
- Functions exposed to external input validate arguments before executing
- Identifiers are explicit and intention-revealing — no single-letter variables, no ambiguous abbreviations outside established conventions
- Each function or module has a single, clear responsibility — if it does more than one thing, it must be decomposed
Non-Goals
This skill must NOT:
- Redefine product intent
- Add unrequested features
- Bypass governance rules
- Guess missing requirements
- Embed hidden context or implicit assumptions
"I implement exactly what the plan defines, and I prove it."