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Adopt ACF in Herne to test the full pipeline (context-load → stack-audit → issue-craft → pr-context) against a real game development project with 1422 tests, 26 services, and strict --!strict Luau conventions. Herne is the ideal stress test because it has the most rigorous AC requirements of any project in the portfolio.
Strict type system — --!strict Luau means every issue AC must reference type annotations, not just behavior
1422 tests — ACF's issue-craft must reference the correct test file and test count
Signal conventions — OnClientEvent vs .Event is a common bug pattern; ACF's AC must catch this
Memory leak prevention — every :Connect() must be stored and disconnected; ACF must include this in AC
Constants.luau — no magic numbers; ACF must check for this in code review AC
Real CI — bash scripts/dev.sh --ci runs the full pipeline; ACF must reference this exact command
If ACF can craft issues for Herne that pass Herne's rigorous PR review checklist, ACF works for any project. If it can't, we've found the boundary of ACF's generalization.
From 30 years of shipping software: you test your tool against the hardest case, not the easiest. Herne is the hardest case in this portfolio.
Affected Files (in Herne — tracked here, executed there)
Herne/.devin/skills/ or Herne/.opencode/skills/ — ACF installation
Constraint: This issue lives in the ACF repo. All file changes happen in Herne via separate PRs there. This issue tracks the adoption plan and results.
Acceptance Criteria
ACF installed in Herne via ./install.sh /home/vector/Proyectos/Herne --agent devin
gh pr list --state open --repo VECTORG99/Herne → check for orphan PRs
gh issue list --state open --repo VECTORG99/Herne → check for stale issues
Document findings (if any)
At least 1 issue crafted via ACF for Herne:
Issue has all required labels (type + priority + area)
AC reference real test commands (lune run scripts/test_*.luau)
AC reference real CI check (bash scripts/dev.sh --ci)
AC include Herne-specific conventions (e.g., "uses OnClientEvent, not .Event")
Issue body is compressed (paths, not file contents)
At least 1 PR crafted via ACF for Herne:
PR has Closes #N
PR has AC checkboxes copied from the issue
PR has scope lock checkbox
PR references test commands and CI check
Compaction (phase 7) tested on Herne:
Herne's context is large (53 source files, 13K lines) — compaction should trigger
Verify compacted snapshot preserves: test commands, CI check, signal conventions
Document token savings (full vs compacted)
Findings documented in a comment on this issue:
Did ACF's AC match Herne's ACCEPTANCE_CRITERIA.md patterns?
Did ACF capture all Herne-specific conventions?
What was missing from ACF's output?
What adjustments does ACF need for game development projects?
Validation
gh issue list --repo VECTORG99/Herne --label "area:backend" returns the ACF-crafted issue
The ACF-crafted issue's AC reference lune run scripts/test_*.luau (not generic "run tests")
The ACF-crafted PR has Closes #N and AC checkboxes
Herne git status is clean after ACF installation
Complexity
Complex — Herne's conventions are extensive and specific. ACF's context-load must capture them all, and issue-craft must incorporate them into AC. This is a stress test of ACF's generalization.
Notes
Herne's ACCEPTANCE_CRITERIA.md is the gold standard for AC in this portfolio. ACF's issue-craft should produce AC that match this quality.
Herne's PR review checklist (in AGENTS.md) has 11 items — ACF's PR-context should include all of them.
The OnClientEvent vs .Event distinction is Herne-specific but represents a class of convention (framework-specific API usage). ACF should be able to capture and enforce such conventions.
This is a Phase 2 (Beta) issue per the roadmap — real-world testing on a complex project.
If ACF fails here, that's valuable data — it tells us where ACF's generalization breaks.
Summary
Adopt ACF in Herne to test the full pipeline (context-load → stack-audit → issue-craft → pr-context) against a real game development project with 1422 tests, 26 services, and strict
--!strictLuau conventions. Herne is the ideal stress test because it has the most rigorous AC requirements of any project in the portfolio.Context
--!strict), Knit 1.4.6, Rojo 7.7.0, Lune 0.10.4lune run scripts/test_core.luau(113),test_gameplay.luau(278),test_services.luau(852),test_controllers.luau(179)OnClientEvent/OnServerEvent(not.Event),KnitDestroycleanup,Constants.luaufor all magic numbersMotivation
Herne is the hardest test for ACF because:
--!strictLuau means every issue AC must reference type annotations, not just behaviorOnClientEventvs.Eventis a common bug pattern; ACF's AC must catch this:Connect()must be stored and disconnected; ACF must include this in ACbash scripts/dev.sh --ciruns the full pipeline; ACF must reference this exact commandIf ACF can craft issues for Herne that pass Herne's rigorous PR review checklist, ACF works for any project. If it can't, we've found the boundary of ACF's generalization.
From 30 years of shipping software: you test your tool against the hardest case, not the easiest. Herne is the hardest case in this portfolio.
Affected Files (in Herne — tracked here, executed there)
Herne/.devin/skills/orHerne/.opencode/skills/— ACF installationAcceptance Criteria
./install.sh /home/vector/Proyectos/Herne --agent devinlune run scripts/test_core.luauetc.bash scripts/dev.sh --ci--!strict,OnClientEvent/OnServerEvent,KnitDestroycleanupgh pr list --state open --repo VECTORG99/Herne→ check for orphan PRsgh issue list --state open --repo VECTORG99/Herne→ check for stale issueslune run scripts/test_*.luau)bash scripts/dev.sh --ci)OnClientEvent, not.Event")Closes #NACCEPTANCE_CRITERIA.mdpatterns?Validation
gh issue list --repo VECTORG99/Herne --label "area:backend"returns the ACF-crafted issuelune run scripts/test_*.luau(not generic "run tests")Closes #Nand AC checkboxesgit statusis clean after ACF installationComplexity
Complex — Herne's conventions are extensive and specific. ACF's context-load must capture them all, and issue-craft must incorporate them into AC. This is a stress test of ACF's generalization.
Notes
ACCEPTANCE_CRITERIA.mdis the gold standard for AC in this portfolio. ACF's issue-craft should produce AC that match this quality.OnClientEventvs.Eventdistinction is Herne-specific but represents a class of convention (framework-specific API usage). ACF should be able to capture and enforce such conventions.