tgss-mem

Geometric Memory Manager — TTI.TOOL.TGSS-MEM-001

Memory #152 CURRENT

Inspiration Credits & Prior Art External projects that inspired patterns in the Tribernachi platform — credit these in papers and documentation ## Inspiration Credits When publishing papers or documentation about the Tribernachi platform's agent orchestration, memory systems, or dashboard architecture, credit the following projects for pattern inspiration: ### Claudia (kbanc85/claudia) - **Author:** Kamil Banc (@kamilbanc, mail@kbanc.com) - **Repository:** github.com/kbanc85/claudia - **License:** PolyForm Noncommercial 1.0.0 - **Patterns adopted:** - Memory daemon with adaptive decay scheduling (2AM decay, 3AM consolidation) - Hybrid ranking algorithm (50% vector + 25% importance + 10% recency + 15% FTS) - Obsidian vault projection for human-readable audit trails - 3D brain/entity graph visualiser concept - Rehearsal-boosted importance (access → importance increase) - **Credit line:** "The adaptive memory decay scheduling and hybrid ranking approach were inspired by Claudia (Banc, 2026), a personal AI assistant with persistent semantic memory." - **Note:** PolyForm NC license — pattern inspiration only, no code copied. Commercial license required for any direct code use. ### Opcode (getAsterisk/opcode) - **Author:** getAsterisk team - **Repository:** github.com/getAsterisk/opcode - **License:** AGPL-3.0 - **Patterns adopted:** - Session timeline with branching/forking visualisation - Per-agent permission controls and execution history tracking - Usage analytics with cost tracking per model/project/time period - Visual diff viewer for code changes - Agent library with configurable system prompts and background execution - **Credit line:** "The agent monitoring dashboard design draws on UI patterns from Opcode (getAsterisk, 2025), a desktop interface for AI coding assistants." - **Note:** No code adopted (AGPL, different tech stack). UI/UX design patterns only. ### ComposioHQ Agent Orchestrator - **Repository:** github.com/ComposioHQ/agent-orchestrator - **Pattern:** Git worktree isolation for parallel agent execution - **Credit line:** "The worktree-isolated parallel agent execution model follows the pattern established by ComposioHQ's agent-orchestrator." ### Anthropic Claude Agent SDK - **Package:** @anthropic-ai/claude-agent-sdk - **Status:** Official Anthropic product, directly adopted (not just pattern inspiration) - **Credit:** Standard SDK attribution per Anthropic's license terms ## How to Cite In academic papers, use this format: ``` [N] K. Banc, "Claudia: A Personal AI Chief of Staff with Persistent Semantic Memory," GitHub, 2026. [Online]. Available: https://github.com/kbanc85/claudia [N] getAsterisk, "Opcode: Desktop GUI for Claude Code," GitHub, 2025. [Online]. Available: https://github.com/getAsterisk/opcode ``` In documentation and READMEs, use the credit lines above. — [reference_inspiration_credits.md]

Composite14B2CBEDB605BF0FE1
Project prime13
Domain prime59
Type prime7F
Importance0.343295 (ACTIVE)
Decay epoch0
Created2026-05-04 15:46:49
Valid from(unset)
Valid toNULL — still believed true

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