manybody-strang-mem8
Quantum Many-Body Kohn-Sham DFT Super-Node Orbital Compression, Local Natural Orbital (T8R) Correlations, and Second-Order Strang…
Flyxion's Recency-as-Salience (d_T != d_R) ontology and Retrieval-as-Amnesia detector for Smart Tree — separates observable timestamp distance d_T(x, q) from Erdős-Steiner relational distance d_R(x, q) and rescues "Load-Bearing Old" ("Corrugated Iron") foundational artifacts
Claude Code
$ npx -y skills add 8b-is/smart-tree --skill flyxion-salience-ontology --agent claude-code
Codex
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a codex -y
Cursor
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a cursor -y
Gemini CLI
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a gemini-cli -y
GitHub Copilot
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a github-copilot -y
OpenCode
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a opencode -y
Windsurf
$ npx skills add 8b-is/smart-tree --skill flyxion-salience-ontology -a windsurf -y
name: flyxion-salience-ontology
description: Flyxion's Recency-as-Salience (d_T != d_R) ontology and Retrieval-as-Amnesia detector for Smart Tree — separates observable timestamp distance d_T(x, q) from Erdős-Steiner relational distance d_R(x, q) and rescues "Load-Bearing Old" ("Corrugated Iron") foundational artifacts across Gemini, ChatGPT, DeepSeek, and Claude on Antigravity (agy), OpenCode, Crush, and Claude Code.> *"Retained does not imply retrievable; retrievable does not imply salient."* > $$\text{retained}(x) \not\Rightarrow \text{retrievable}(x, q) \not\Rightarrow \text{salient}(x, q)$$
`flyxion-salience-ontology` operationalizes Flyxion's *Recency as Salience* (2026) inside `smart-tree` (`src/mem8/regularity/salience_karp_manybody.rs`). It prevents **chronological retrieval-as-amnesia** when AI agents (`agy`, `opencode`, `crush`, `claude`) inspect a repository.
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Every codebase query $q$ at time $t_q$ induces two distinct metrics over artifacts $x \in \mathcal{D}$:
1. **Observable Temporal Distance ($d_T$):** $$d_T(x, q) = t_q - t_a(x), \quad r_T(x) \in \{0, \dots, N-1\}$$ Easy to sort on (`mtime` / last activity), so naive retrieval engines promote $d_T$ from a cheap prefix/handshape filter into a global salience ranking. 2. **Latent Relational Distance ($d_R$):** $$d_R(x, q) = 0.7 \cdot d_{\text{Steiner}}\!\left(\text{cluster}(x), \mathcal{T}_q\right) + 0.3 \cdot \frac{1}{1 + \ln(1 + \deg(x))}$$ Measures structural geodesic resistance distance on the Szemerédi + Voronoi Steiner backbone (`erdos_steiner.rs`) and Erdős Center $Z(G)$ membership.
Foundational files where $r_T(x) \gg r_R(x)$ — old modification timestamps that chronological feeds bury, even though they sit at Erdős Number `0` or `1` on the active Steiner backbone.
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# Inspect Flyxion Salience Ontology, Proxy Disagreement & Rescued Load-Bearing Old Files: st --erdos-center . # Full 8-Pillar JSON Diagnostic (includes `flyxion_salience_ontology`): st --mode the-book .
Admissibility structure $R_t$ is quasi-static; chronological recency (`st -m smart`) is a valid fast prefix reducer.
Chronological order suffers retrieval-as-amnesia! Always pull `load_bearing_old_corrugated_iron` (`load_bearing_old_artifacts`) into the LLM context window alongside recent edits.
Smart Tree v24.0.0 (/flow Live Visual Studio Diff Engine & Brett Favre Play-by-Play + Realtime Service Debug Mode + Partnership Stream Guidance + Mechanic's helper (whats_the_situation) + Complete Capsela g8t ASM Studio & $10/mo Unlimited Dealer's Choice
Quantum Many-Body Kohn-Sham DFT Super-Node Orbital Compression, Local Natural Orbital (T8R) Correlations, and Second-Order Strang…
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Model-agnostic Paul Erdős ("Straight from The Book") extremal, probabilistic, and structural graph-theory skill for codebase…
Sovereign Constellation Kompressed Meta-Skill (ALL-in-1, uber > ultra) for Smart Tree v11.0.0 — upz/wupz 64B@0x62…
The Sovereign Constellation DO loop (reflect → improve → wire → polish → push → readme) merged into one measured Backyard Ultra…
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or…
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