Skip to Content

Changes for page When to Add Complexity

Last modified by Robert Schaub on 2025/12/24 21:53
From version 2.1
edited by Robert Schaub
on 2025/12/24 21:53
Change comment: Imported from XAR
To version 1.1
edited by Robert Schaub
on 2025/12/18 12:03
Change comment: Imported from XAR

Summary

Details

Page properties
Content
... ... @@ -18,7 +18,7 @@
18 18  * Profile slow queries
19 19  * Consider query result caching
20 20  * Estimate Elasticsearch costs
21 -**Implementation effort**: ~
21 +**Implementation effort**: ~2-3 weeks
22 22  == 2. Add TimescaleDB ==
23 23  **Current**: PostgreSQL with time-series data in regular tables
24 24  **Add TimescaleDB when**:
... ... @@ -36,7 +36,7 @@
36 36  * Implement query result caching
37 37  * Consider data aggregation strategies
38 38  * Profile slow metrics queries
39 -**Implementation effort**: ~
39 +**Implementation effort**: ~1-2 weeks
40 40  == 3. Add Federation ==
41 41  **Current**: Single-node deployment with read replicas
42 42  **Add Federation when**:
... ... @@ -56,7 +56,7 @@
56 56  * Add read replicas in multiple regions
57 57  * Implement CDN for static content
58 58  * Survey users about federation interest
59 -**Implementation effort**: ~ (major undertaking)
59 +**Implementation effort**: ~3-6 months (major undertaking)
60 60  == 4. Add Complex Reputation System ==
61 61  **Current**: Simple manual roles (Reader, Contributor, Moderator, Admin)
62 62  **Add Complex Reputation when**:
... ... @@ -75,7 +75,7 @@
75 75  * Identify most time-consuming tasks
76 76  * Prototype automated reputation algorithm
77 77  * Get community feedback on proposal
78 -**Implementation effort**: ~
78 +**Implementation effort**: ~3-4 weeks
79 79  == 5. Add Many-to-Many Scenarios ==
80 80  **Current**: Scenarios belong to single claims (one-to-many)
81 81  **Add Many-to-Many Scenarios when**:
... ... @@ -93,7 +93,7 @@
93 93  * Design junction table schema
94 94  * Plan data migration strategy
95 95  * Consider query performance impact
96 -**Implementation effort**: ~
96 +**Implementation effort**: ~1-2 weeks
97 97  == 6. Add Full Versioning System ==
98 98  **Current**: Simple audit trail (before/after values, who/when/why)
99 99  **Add Full Versioning when**:
... ... @@ -111,7 +111,7 @@
111 111  * Plan storage optimization (delta compression)
112 112  * Consider UI/UX for version history
113 113  * Estimate storage and performance impact
114 -**Implementation effort**: ~
114 +**Implementation effort**: ~4-6 weeks
115 115  == 7. Add Graph Database ==
116 116  **Current**: Relational data model in PostgreSQL
117 117  **Add Graph Database when**:
... ... @@ -129,7 +129,7 @@
129 129  * Consider graph extensions for PostgreSQL
130 130  * Profile slow relationship queries
131 131  * Evaluate Neo4j vs alternatives
132 -**Implementation effort**: ~
132 +**Implementation effort**: ~2-3 months
133 133  == 8. Add Real-Time Collaboration ==
134 134  **Current**: Asynchronous edits with eventual consistency
135 135  **Add Real-Time Collaboration when**:
... ... @@ -147,7 +147,7 @@
147 147  * Consider WebSocket infrastructure
148 148  * Plan UI/UX for real-time editing
149 149  * Estimate server resource requirements
150 -**Implementation effort**: ~
150 +**Implementation effort**: ~2-3 months
151 151  == 9. Add Machine Learning Pipeline ==
152 152  **Current**: Rule-based quality scoring and LLM-based analysis
153 153  **Add ML Pipeline when**:
... ... @@ -165,7 +165,7 @@
165 165  * Experiment with fine-tuning approaches
166 166  * Estimate cost savings vs infrastructure costs
167 167  * Consider model hosting options
168 -**Implementation effort**: ~
168 +**Implementation effort**: ~1-2 months
169 169  == 10. Add Blockchain/Web3 Integration ==
170 170  **Current**: Traditional database with audit logs
171 171  **Add Blockchain when**:
... ... @@ -184,7 +184,7 @@
184 184  * Consider costs (gas fees, infrastructure)
185 185  * Design token economics carefully
186 186  * Study successful Web3 content platforms
187 -**Implementation effort**: ~
187 +**Implementation effort**: ~3-6 months
188 188  == Decision Framework ==
189 189  **For any complexity addition, ask**:
190 190  ==== Do we have data? ====