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.md
source 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

  1. Load context — retrieve minimal memory, load applicable rules and constraints
  2. Interpret acceptance criteria — translate into specific expected behaviors, validate against plan
  3. Map plan to implementation — determine file paths, naming, modules per conventions; clarify dependency edges
  4. Generate code — write code per plan steps, annotate links to acceptance criteria, respect all style/architecture/quality rules
  5. Generate tests — cover expected behavior from acceptance criteria, include required edge cases, ensure automatable
  6. Internal validation — verify acceptance criteria map to code/tests, run linting if required by rules, confirm memory constraints respected
  7. Produce delivery outputs — code changes, test artifacts, implementation report

Output Definitions

code_changes
— diffs or code fragments structured for integration

test_artifacts
— test files (unit/integration) aligned with acceptance criteria

implementation_report
— human-readable summary including:

  • 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."