posts: new posts

_runtime/jt_site_coordination_guide.md

@@ -0,0 +1,289 @@
+# JT Site Agent Coordination Guide - Hybrid Approach
+
+**Created**: 2025-10-15T14:15:00Z
+**Purpose**: Resolve Content QA agent memory access issues with hybrid coordination
+
+## Problem Summary
+
+The Content QA agent reported memory access issues because upstream agents weren't storing their outputs in accessible locations. The memory system is functional, but agents need explicit instructions on WHERE to store outputs.
+
+## Solution: Hybrid Coordination Pattern
+
+### Strategy
+- **Memory**: Store coordination metadata, status updates, and cross-references
+- **Filesystem**: Store detailed work outputs, reports, and analysis documents
+- **Benefit**: QA agents can check memory for status, then read filesystem for details
+
+## Implementation Guidelines
+
+### For Content Creation Workflow
+
+#### Step 1: Content Creator Agent
+```javascript
+Task("Content Creator", "
+**EXPLICIT WORK INSTRUCTIONS**:
+
+**STEP 1 - CREATE content** (use Write tool):
+```
+Write file_path=\"content/blog/[slug].md\" with frontmatter and content
+```
+
+**STEP 2 - STORE metadata** (memory coordination):
+Store in memory namespace: jt_site/content/created/[timestamp]
+- Key: [slug]
+- Value: {file_path, word_count, seo_keywords, created_at}
+
+**STEP 3 - CREATE summary report** (use Write tool):
+```
+Write file_path=\"_runtime/content-creation-report-[timestamp].md\"
+```
+
+**CRITICAL**: You must USE these tools, not just coordinate.", "content-creator")
+```
+
+#### Step 2: SEO Specialist Agent
+```javascript
+Task("SEO Specialist", "
+**EXPLICIT WORK INSTRUCTIONS**:
+
+**STEP 1 - RETRIEVE content metadata** (memory):
+```
+Retrieve from: jt_site/content/created/*
+```
+
+**STEP 2 - READ content files** (use Read tool):
+```
+Read file_path=\"content/blog/[slug].md\"
+```
+
+**STEP 3 - ANALYZE and STORE results**:
+- Memory: jt_site/seo/analysis/[timestamp]/[slug]
+- Filesystem: _runtime/seo-analysis-[timestamp].md
+
+**CRITICAL**: Document findings in BOTH locations.", "seo-specialist")
+```
+
+#### Step 3: Content QA Agent
+```javascript
+Task("Content QA", "
+**EXPLICIT VALIDATION INSTRUCTIONS**:
+
+**STEP 1 - CHECK memory for completion status**:
+```
+Search namespace: jt_site/content/created/*
+Search namespace: jt_site/seo/analysis/*
+```
+
+**STEP 2 - READ work outputs** (use Read tool):
+```
+Read file_path=\"_runtime/content-creation-report-*.md\"
+Read file_path=\"_runtime/seo-analysis-*.md\"
+Read file_path=\"content/blog/[slug].md\"
+```
+
+**STEP 3 - VALIDATE and REPORT**:
+- Memory: jt_site/qa/validation/[timestamp] (status: PASS/FAIL)
+- Filesystem: _runtime/qa-validation-[timestamp].md (detailed findings)
+
+**CRITICAL**: You must READ the actual files, not assume they exist.", "tester")
+```
+
+### For CSS Migration Workflow
+
+#### Step 1: CSS Researcher
+```javascript
+Task("CSS Researcher", "
+**EXPLICIT RESEARCH INSTRUCTIONS**:
+
+**STEP 1 - ANALYZE CSS files** (use Read + Grep tools):
+```
+Read file_path=\"themes/beaver/assets/css/590-layout.css\"
+Grep pattern=\"\\.fl-row\" --path \"themes/beaver/assets/css/\"
+```
+
+**STEP 2 - STORE findings in BOTH locations**:
+- Memory: hugo/css/research/[timestamp]
+  - Key: pattern_count
+  - Value: {total_patterns: X, files_affected: Y, extraction_commands: [...]}
+- Filesystem: _runtime/css-research-[timestamp].md
+  - Detailed analysis with line numbers and code examples
+
+**CRITICAL**: Store extraction commands so implementer knows exactly what to do.", "researcher")
+```
+
+#### Step 2: CSS Implementer
+```javascript
+Task("CSS Implementer", "
+**EXPLICIT IMPLEMENTATION INSTRUCTIONS**:
+
+**STEP 1 - RETRIEVE research** (memory + filesystem):
+```
+Retrieve from: hugo/css/research/*
+Read file_path=\"_runtime/css-research-*.md\"
+```
+
+**STEP 2 - EXECUTE extractions** (use Edit tool):
+```
+Edit file_path=\"themes/beaver/assets/css/590-layout.css\"
+old_string=\"[exact lines from research]\"
+new_string=\"[PostCSS mixin call]\"
+```
+
+**STEP 3 - COMMIT and STORE progress**:
+```
+Bash command=\"cd /path && git add . && git commit -m 'Extract pattern X'\"
+```
+- Memory: hugo/css/implementation/[timestamp]/pattern_[N] (status: COMPLETED)
+- Filesystem: _runtime/css-implementation-log-[timestamp].md
+
+**CRITICAL**: Store progress after EACH extraction so QA can validate incrementally.", "coder")
+```
+
+#### Step 3: CSS QA Validator
+```javascript
+Task("CSS QA", "
+**EXPLICIT VALIDATION INSTRUCTIONS**:
+
+**STEP 1 - CHECK implementation status** (memory):
+```
+Search namespace: hugo/css/implementation/*
+```
+
+**STEP 2 - READ implementation log** (filesystem):
+```
+Read file_path=\"_runtime/css-implementation-log-*.md\"
+```
+
+**STEP 3 - RUN tests** (use Bash tool):
+```
+Bash command=\"cd /path && bin/rake test:critical\"
+```
+
+**STEP 4 - VALIDATE and REPORT**:
+- Memory: hugo/css/validation/[timestamp] (status: ALL_TESTS_PASS)
+- Filesystem: _runtime/css-qa-validation-[timestamp].md
+
+**CRITICAL**: You must RUN tests yourself, not assume they pass.", "tester")
+```
+
+## Memory Namespace Conventions
+
+### JT Site Namespaces
+```yaml
+jt_site_namespaces:
+  content_creation: "jt_site/content/created/{timestamp}/{slug}"
+  seo_analysis: "jt_site/seo/analysis/{timestamp}/{slug}"
+  qa_validation: "jt_site/qa/validation/{timestamp}"
+  coordination: "jt_site/coordination/{agent_type}/{timestamp}"
+
+hugo_namespaces:
+  css_research: "hugo/css/research/{timestamp}"
+  css_implementation: "hugo/css/implementation/{timestamp}/pattern_{N}"
+  css_validation: "hugo/css/validation/{timestamp}"
+  architecture_decisions: "hugo/architecture/decisions/{timestamp}"
+  template_patterns: "hugo/templates/patterns/{pattern_type}"
+```
+
+## Filesystem Organization
+
+### Runtime Directory Structure
+```
+_runtime/
+├── content-creation-report-{timestamp}.md
+├── seo-analysis-{timestamp}.md
+├── qa-validation-{timestamp}.md
+├── css-research-{timestamp}.md
+├── css-implementation-log-{timestamp}.md
+└── css-qa-validation-{timestamp}.md
+```
+
+### Lifecycle Management
+- **TTL**: 7 days for analysis reports
+- **Cleanup**: Automatic after validation complete
+- **Archive**: Move to docs/ if permanent documentation needed
+
+## Validation Checklist
+
+Before spawning jt_site agent swarm, verify:
+
+- [ ] Each agent has EXPLICIT tool usage instructions (Read, Write, Edit, Bash)
+- [ ] Each agent stores outputs in BOTH memory and filesystem
+- [ ] Memory keys use consistent namespace patterns
+- [ ] Filesystem outputs go to `_runtime/` directory
+- [ ] Downstream agents RETRIEVE from upstream namespaces
+- [ ] QA agents have verification steps (not assumptions)
+- [ ] All bash commands include full paths and error handling
+- [ ] Git commits happen after EACH incremental change
+
+## Anti-Patterns to Avoid
+
+### ❌ Vague Coordination Tasks
+```javascript
+// WRONG - Agent will run hooks and stop
+Task("Researcher", "Analyze CSS patterns and coordinate with team", "researcher")
+```
+
+### ✅ Explicit Tool Usage
+```javascript
+// CORRECT - Agent knows exactly what to do
+Task("Researcher", "
+**STEP 1 - READ** (use Read tool):
+```
+Read file_path=\"themes/beaver/assets/css/590-layout.css\"
+```
+
+**STEP 2 - STORE** (memory + filesystem):
+Memory: hugo/css/research/{timestamp}
+Filesystem: _runtime/css-research-{timestamp}.md
+", "researcher")
+```
+
+### ❌ Assuming Memory Access
+```javascript
+// WRONG - Agent assumes data exists
+Task("QA", "Validate the CSS implementation quality", "tester")
+```
+
+### ✅ Explicit Retrieval
+```javascript
+// CORRECT - Agent retrieves and validates
+Task("QA", "
+**STEP 1 - RETRIEVE** (memory):
+```
+Search namespace: hugo/css/implementation/*
+```
+
+**STEP 2 - READ** (filesystem):
+```
+Read file_path=\"_runtime/css-implementation-log-*.md\"
+```
+
+**STEP 3 - VALIDATE** (run tests):
+```
+Bash command=\"bin/rake test:critical\"
+```
+", "tester")
+```
+
+## Success Criteria
+
+- ✅ Content QA agent can access all upstream work outputs
+- ✅ Memory namespaces contain coordination metadata
+- ✅ Filesystem contains detailed work outputs
+- ✅ No agent reports "waiting for content delivery"
+- ✅ Cross-agent dependencies explicitly defined
+- ✅ All validation steps use actual tool operations
+
+## Implementation Status
+
+**Memory System**: ✅ Functional (tested write/read operations)
+**Agent Configurations**: ✅ Exist and reference memory coordination
+**Workflow Design**: ⚠️ Needs hybrid coordination implementation
+**Next Step**: Apply these patterns to jt_site agent task descriptions
+
+---
+
+**References**:
+- CLAUDE.md: Lines 78-88 (RED phase memory patterns)
+- content-creator.md: Lines 285-303 (memory coordination)
+- hugo-expert.md: Lines 315-325 (Hugo namespaces)

bin/hive

@@ -2,4 +2,4 @@
 
 set -Eeuo pipefail
 
-npx claude-flow@alpha hive-mind spawn "{$@}" --auto-spawn --claude
+DEBUG=claude-flow:agents npx claude-flow@alpha hive-mind spawn "{$@}" --auto-spawn --claude

content/blog/10-essential-developer-best-practices-for/index.md

@@ -8,6 +8,7 @@ title: 10 Essential Developer Best Practices for Building Robust Software in 202
 description: Discover 10 developer best practices to build robust software in 2025 and tackle modern coding challenges!
 created_at: '2025-03-24T03:03:25Z'
 edited_at: '2025-03-24T12:45:02Z'
+date: 2025-03-24
 draft: false
 tags: []
 canonical_url: https://dev.to/jetthoughts/10-essential-developer-best-practices-for-building-robust-software-in-2025-2iof

content/blog/10-innovative-strategies-improve-developer-experience-in-2024/index.md

@@ -9,6 +9,7 @@ description: In the ever-evolving world of tech, developers are the backbone of
 created_at: '2024-12-28T16:47:24Z'
 edited_at: '2025-01-30T03:17:24Z'
 draft: false
+date: 2024-12-28
 tags:
 - startup
 - management

content/blog/2024-year-gpt-wrapper-myth-proved/index.md

@@ -8,6 +8,7 @@ title: '2024: The Year the GPT Wrapper Myth Proved Wrong'
 description: 2024 has been a transformative year for startups, debunking myths about AI's monopoly and showcasing the rise of open-source models, voice AI, and robotics. Discover the key trends and insights shaping the startup landscape.
 created_at: '2025-03-25T05:47:23Z'
 edited_at: '2025-03-26T06:27:11Z'
+date: 2025-03-25
 draft: false
 tags: []
 canonical_url: https://dev.to/jetthoughts/2024-the-year-the-gpt-wrapper-myth-proved-wrong-2057

content/blog/2024-year-startups-thrived-against-all/index.md

@@ -12,6 +12,7 @@ draft: false
 tags: []
 canonical_url: https://jetthoughts.com/blog/2024-year-startups-thrived-against-all/
 cover_image: https://raw.githubusercontent.com/jetthoughts/jetthoughts.github.io/master/content/blog/2024-year-startups-thrived-against-all/cover.jpeg
+date: 2025-04-02
 metatags:
   image: cover.jpeg
 slug: 2024-year-startups-thrived-against-all