Implement Incremental Talent Code Caching and Spec
Implement Incremental Talent Code Caching and Spec
Agent
Claude Code
Model
Claude Opus 4.6
Shared
Feb 16, 4:38 PM
Messages275
Downloads24
digraph when_to_use { "Have implementation plan?" [shape=diamond]; "Tasks mostly independent?" [shape=diamond]; "Stay in this session?" [shape=diamond]; "subagent-driven-development" [shape=box]; "executing-plans" [shape=box]; "Manual execution or brainstorm first" [shape=box];
"Have implementation plan?" -> "Tasks mostly independent?" [label="yes"]; "Have implementation plan?" -> "Manual execution or brainstorm first" [label="no"]; "Tasks mostly independent?" -> "Stay in this session?" [label="yes"]; "Tasks mostly independent?" -> "Manual execution or brainstorm first" [label="no - tightly coupled"]; "Stay in this session?" -> "subagent-driven-development" [label="yes"]; "Stay in this session?" -> "executing-plans" [label="no - parallel session"];}digraph process { rankdir=TB;
subgraph cluster_per_task { label="Per Task"; "Dispatch implementer subagent (./implementer-prompt.md)" [shape=box]; "Implementer subagent asks questions?" [shape=diamond]; "Answer questions, provide context" [shape=box]; "Implementer subagent implements, tests, commits, self-reviews" [shape=box]; "Dispatch spec reviewer subagent (./spec-reviewer-prompt.md)" [shape=box]; "Spec reviewer subagent confirms code matches spec?" [shape=diamond]; "Implementer subagent fixes spec gaps" [shape=box]; "Dispatch code quality reviewer subagent (./code-quality-reviewer-prompt.md)" [shape=box]; "Code quality reviewer subagent approves?" [shape=diamond]; "Implementer subagent fixes quality issues" [shape=box]; "Mark task complete in TodoWrite" [shape=box]; }
"Read plan, extract all tasks with full text, note context, create TodoWrite" [shape=box]; "More tasks remain?" [shape=diamond]; "Dispatch final code reviewer subagent for entire implementation" [shape=box]; "Use superpowers:finishing-a-development-branch" [shape=box style=filled fillcolor=lightgreen];
"Read plan, extract all tasks with full text, note context, create TodoWrite" -> "Dispatch implementer subagent (./implementer-prompt.md)"; "Dispatch implementer subagent (./implementer-prompt.md)" -> "Implementer subagent asks questions?"; "Implementer subagent asks questions?" -> "Answer questions, provide context" [label="yes"]; "Answer questions, provide context" -> "Dispatch implementer subagent (./implementer-prompt.md)"; "Implementer subagent asks questions?" -> "Implementer subagent implements, tests, commits, self-reviews" [label="no"]; "Implementer subagent implements, tests, commits, self-reviews" -> "Dispatch spec reviewer subagent (./spec-reviewer-prompt.md)"; "Dispatch spec reviewer subagent (./spec-reviewer-prompt.md)" -> "Spec reviewer subagent confirms code matches spec?"; "Spec reviewer subagent confirms code matches spec?" -> "Implementer subagent fixes spec gaps" [label="no"]; "Implementer subagent fixes spec gaps" -> "Dispatch spec reviewer subagent (./spec-reviewer-prompt.md)" [label="re-review"]; "Spec reviewer subagent confirms code matches spec?" -> "Dispatch code quality reviewer subagent (./code-quality-reviewer-prompt.md)" [label="yes"]; "Dispatch code quality reviewer subagent (./code-quality-reviewer-prompt.md)" -> "Code quality reviewer subagent approves?"; "Code quality reviewer subagent approves?" -> "Implementer subagent fixes quality issues" [label="no"]; "Implementer subagent fixes quality issues" -> "Dispatch code quality reviewer subagent (./code-quality-reviewer-prompt.md)" [label="re-review"]; "Code quality reviewer subagent approves?" -> "Mark task complete in TodoWrite" [label="yes"]; "Mark task complete in TodoWrite" -> "More tasks remain?"; "More tasks remain?" -> "Dispatch implementer subagent (./implementer-prompt.md)" [label="yes"]; "More tasks remain?" -> "Dispatch final code reviewer subagent for entire implementation" [label="no"]; "Dispatch final code reviewer subagent for entire implementation" -> "Use superpowers:finishing-a-development-branch";}You: I'm using Subagent-Driven Development to execute this plan.
[Read plan file once: docs/plans/feature-plan.md][Extract all 5 tasks with full text and context][Create TodoWrite with all tasks]
Task 1: Hook installation script
[Get Task 1 text and context (already extracted)][Dispatch implementation subagent with full task text + context]
Implementer: "Before I begin - should the hook be installed at user or system level?"
You: "User level (~/.config/superpowers/hooks/)"
Implementer: "Got it. Implementing now..."[Later] Implementer: - Implemented install-hook command - Added tests, 5/5 passing - Self-review: Found I missed --force flag, added it - Committed
[Dispatch spec compliance reviewer]Spec reviewer: ✅ Spec compliant - all requirements met, nothing extra
[Get git SHAs, dispatch code quality reviewer]Code reviewer: Strengths: Good test coverage, clean. Issues: None. Approved.
[Mark Task 1 complete]
Task 2: Recovery modes
[Get Task 2 text and context (already extracted)][Dispatch implementation subagent with full task text + context]
Implementer: [No questions, proceeds]Implementer: - Added verify/repair modes - 8/8 tests passing - Self-review: All good - Committed
[Dispatch spec compliance reviewer]Spec reviewer: ❌ Issues: - Missing: Progress reporting (spec says "report every 100 items") - Extra: Added --json flag (not requested)
[Implementer fixes issues]Implementer: Removed --json flag, added progress reporting
[Spec reviewer reviews again]Spec reviewer: ✅ Spec compliant now
[Dispatch code quality reviewer]Code reviewer: Strengths: Solid. Issues (Important): Magic number (100)
[Implementer fixes]Implementer: Extracted PROGRESS_INTERVAL constant
[Code reviewer reviews again]Code reviewer: ✅ Approved
[Mark Task 2 complete]
...
[After all tasks][Dispatch final code-reviewer]Final reviewer: All requirements met, ready to merge
Done!write_lua(all_results, config.output_path)data_pipeline/ cache/ results.json # incremental checkpoint, list of SpecBuildResult dictsAzerothsTopTalent/ TalentData.lua # rewritten after each spec completesdigraph brainstorming { "Explore project context" [shape=box]; "Ask clarifying questions" [shape=box]; "Propose 2-3 approaches" [shape=box]; "Present design sections" [shape=box]; "User approves design?" [shape=diamond]; "Write design doc" [shape=box]; "Invoke writing-plans skill" [shape=doublecircle];
"Explore project context" -> "Ask clarifying questions"; "Ask clarifying questions" -> "Propose 2-3 approaches"; "Propose 2-3 approaches" -> "Present design sections"; "Present design sections" -> "User approves design?"; "User approves design?" -> "Present design sections" [label="no, revise"]; "User approves design?" -> "Write design doc" [label="yes"]; "Write design doc" -> "Invoke writing-plans skill";}{ "config": {"raid_zone_id": 44, "mplus_zone_id": 45, "top_n_players": 20}, "results": [ {"spec_id": 250, "content_type": "raid", "class_name": "DeathKnight", ...} ]}{ "config": { "raid_zone_id": 44, "mplus_zone_id": 45, "top_n_players": 20 }, "results": [ { "spec_id": 250, "class_name": "DeathKnight", "spec_name": "Blood", "content_type": "raid", "best_build": { "talent_code": "C4DAA...", "count": 12, "popularity": 60.0 }, "sample_size": 20, "all_builds": [...] } ]}# After zone discovery, before the spec loop:cached_results, completed_keys = load_cache(config)all_results = list(cached_results)
# In the loop:for content_type, zone in ...: if (spec.spec_id, content_type) in completed_keys: log.info("Skipping %s %s %s (cached)", spec.class_name, spec.spec_name, content_type) continue # ... fetch and process as before ... all_results.extend(spec_results) save_cache(config, all_results) write_lua(all_results, config.output_path)