Copper operating-leverage / cost-curve torque analysis#6
Closed
deerdear wants to merge 23 commits into
Closed
Conversation
- Complete Claude Code + Obsidian integration - 5 specialized AI agents (vault-manager, connection-finder, auto-discovery, insight-extractor, diagram-generator) - 5 slash commands for knowledge base interaction - Complete Brain folder structure with templates - Comprehensive documentation (README, QUICKSTART, INSTALL, EXAMPLES, etc.) - Sample vault structure with MOCs, permanent notes, and changelog templates - Zero personal data - ready for public use - MIT licensed 🧠 Build your AI-powered second brain with Claude Code!
Major knowledge management system enhancements extracted from production vault and adapted for template repository use: ## CLAUDE.md - Full System Prompt - Add complete elicitation strategy toolkit (Cognitive Interviewing, Think-Aloud Protocol, Socratic Questioning) - Include detailed persona definitions and interaction principles - Add comprehensive insight types with examples - Expand meta-cognitive development guidance - Remove user-specific content (social posting, tone profiles) ## auto-discovery.md - MCP Tool Requirements - Add mandatory MCP tool usage section at top - Enforce actual similarity score retrieval (no estimation) - Require connection graph data documentation - Update Phase 5 with detailed MCP tool instructions - Enhance success metrics with MCP-sourced data requirements ## insight-extractor.md - Knowledge Base Contextualization - Add Step 0: Knowledge Base Contextualization (DO THIS FIRST) - Search existing knowledge before extraction - Align terminology with vault conventions - Identify gaps and prioritize valuable insights - Cross-reference KB context in Step 1 ## vault-manager.md - File Format Emphasis - Add "ALL FILES MUST BE .md FORMAT" emphasis - Clarify Obsidian .md file requirement in CREATE section - Update Important Notes with format warning - Prevent .txt file creation bugs ## analyze-kb.md - Condensed Output Requirements - Target 600-800 lines max (50% reduction) - Prioritize core insights and actionable frameworks - Eliminate verbose elaborations - Use bullet points over paragraphs - Focus on unique, actionable, growing aspects All paths parameterized with /path/to/your/vault/ placeholders for template repository use. Social posting features excluded as requested. 🤖 Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
Implemented centralized configuration to allow easy vault switching: 1. Created `.claude/settings.md`: - Centralized vault path configuration (VAULT_BASE_PATH) - Directory structure reference - MCP integration notes (Smart Connections) - Instructions for changing vault location - Template version with placeholder paths 2. Updated CLAUDE.md: - Added [SYSTEM CONFIGURATION] section - Reference to @.claude/settings.md for vault paths - Explains $VAULT_BASE_PATH usage in agents/commands Benefits: - Single source of truth for vault paths - Easy vault switching (change one file, not dozens) - Clear documentation of MCP integration requirements - Template-ready for new users Usage: Update VAULT_BASE_PATH in settings.md, then update .mcp.json and settings.local.json to match. Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
Redesigned settings.md as a .env-style configuration file: - Removed verbose documentation - Clean key-value pairs for easy configuration - VAULT_BASE_PATH and SMART_VAULT_PATH at top - Directory paths defined as variables - Minimal setup instructions - Easy to plug in any second brain This makes the system portable and easy to configure - just update the vault paths and you're ready to go. Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Only VAULT_BASE_PATH needed - Everything else hardcoded to Brain subfolders - Minimal, clean, easy to configure Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
Simplified installation documentation: - README: Updated quick start to reference settings.md - QUICKSTART: Removed old settings.local.json approach - INSTALL: Replaced Step 6 (manual agent path editing) with settings.md - Updated all troubleshooting to reference settings.md Now users just edit one file (settings.md) instead of manually updating paths in every agent file. Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
Expanded step 3 to explicitly state that mcp_settings.json must be updated with vault path for Smart Connections and obsidian-mcp to work. Added MCP-SETUP.md to quick links as required documentation. 🤖 Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Renamed settings.md to settings.md.template for version control - Added .claude/settings.md to .gitignore (contains personal paths) - Added .mcp.json to .gitignore (contains personal vault paths) - Template uses placeholder path, users copy to settings.md with actual paths 🤖 Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
Modified setup instructions to reflect template-based configuration: - Step 2 now shows copying settings.md.template to settings.md - Clarified that .mcp.json needs to be created (not just updated) - Maintains clear separation between template and local config files 🤖 Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Created new /switch-brain command to easily switch between different Obsidian vaults - Command updates both .claude/settings.md and .mcp.json configuration files - Includes user warning about required Claude Code restart - Updated README.md and CLAUDE.md documentation 🤖 Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Changed from "copy to vault" to "clone repository" approach - Project is now standalone and points to any existing vault - Updated Quick Start in README.md, QUICKSTART.md, and INSTALL.md - Clarified that .mcp.json lives in project directory - Added /switch-brain command as configuration option - Emphasized that vault remains untouched - Simplified uninstall process This makes it easier to use the same config with multiple vaults and keeps the project separate from user's Obsidian vaults. 🤖 Generated with [Claude Code](https://claude.com/claude-code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Add TL;DR section for quick understanding - Add three perspective diagrams (Topological, Architectural, Cognitive) - Include Mermaid diagrams showing system components and data flow - Add "Layer Cake Architecture" ASCII diagram - Explain switchable brains concept clearly - Improve organization and readability Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
- Remove HTML <br/> tags from all Mermaid diagrams - Simplify node labels to use plain text - Fix parse errors preventing diagram rendering on GitHub - Maintain diagram structure while ensuring compatibility Generated with [Claude Code](https://claude.ai/code) via [Happy](https://happy.engineering) Co-Authored-By: Claude <noreply@anthropic.com> Co-Authored-By: Happy <yesreply@happy.engineering>
## New Agents (6) - document-insight-extractor: Extract insights from external documents - research-specialist: Gemini-powered deep research with Google Search - thinking-partner: Conversational partner embodying knowledge base - local-brain-search: Agent for Local Brain Search vector system - epub-chapter-extractor: Extract chapters from EPUB files ## New Commands (5) - /deep-research: Autonomous research pipeline - /create-article-from-topic: Generate articles from knowledge base - /synthesize-insights: Combine insights into narratives - /get-perspective-on: Extract user perspective on topic - /talk: Conversational partner mode ## Infrastructure - resources/local-brain-search/: Complete FAISS-based vector search system - Replaces Smart Connections MCP (deprecated) - Semantic search, connection discovery, hub/bridge detection - Graph analytics with NetworkX - CLI and wrapper scripts for easy integration - epub-chapter-extractor skill with Python script ## CLAUDE.md Improvements - Epistemic clarity section (distinguishing research from hypotheses) - Knowledge Base Integrity Principles - Article organization rules with dedicated folders - Local Brain Search integration documentation - Extended folder structure (04-Output, 06-Belief-System, 08-Meta-Cognitive) - Agent decision guide (when to use which agent) - Dual logging system for changelogs ## Folder Structure - Brain/04-Output/Articles and Draft Posts - Brain/06-Belief-System/ (values, principles, opinions, hypotheses) - Brain/08-Meta-Cognitive/ (belief evolution logs) - Brain/AI Extracted Notes/ (AI-extracted insights) - Brain/Document Insights/ (external document insights) - memory/ (session context and preferences) - resources/ (temporary project work) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
…t Connections ## Breaking Changes - Removed Smart Connections MCP dependency - Removed /switch-brain command - Commands refactored to skills ## New Features - Local Brain Search (FAISS-based) replaces Smart Connections - 19 modular skills in .claude/skills/ - Frontmatter metadata tracking (created_by, updated_by, agent_version) - template.yaml for Trinity platform compatibility - New skills: auto-discovery, deep-research, create-article, refresh-index, self-diagnostic ## Updated - CLAUDE.md: Version 02.25 with skills architecture - README.md: Complete rewrite for new architecture - INSTALL.md: Python/FAISS setup instructions - QUICKSTART.md: Simplified 5-minute guide - MCP-SETUP.md: Optional MCP servers only - All agents: Sanitized paths, updated for Local Brain Search - .gitignore: Session data and FAISS index exclusions ## Removed - memory/ folder (session data now handled differently) - Smart Connections references - /switch-brain command - /create-article-from-topic (replaced by /create-article skill) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Created article documenting all v02.25 changes - Added ARTICLE-INDEX.md for article tracking - Covers: Local Brain Search, skills architecture, metadata tracking - Updated .gitignore to allow release articles Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
…etails - Added detailed explanation of skills as playbooks (phases, state deps, checklists) - Documented Trinity platform compatibility and deployment - Added links to AbilityAI/cornelius and AbilityAI/trinity repos - Explained sub-agent orchestration patterns - Added changelog protocol documentation Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Import permanent notes (Ideas, Notes, Goals, Pages, Projects) from Anytype vault into the correct vault path. Includes ~44 backlinks across 19 notes connecting 5 thematic clusters: exploration-focus, systems & design, self & consciousness, cross-cluster ideas-notes, and goals-ideas. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
…nalytics Replace run_search.sh (pure FAISS vector search) with qmd hybrid search (BM25 + vector + LLM reranking) across all skills and agents. Local Brain Search retained exclusively for graph analytics (connections, hubs, bridges, stats via run_connections.sh). Updated 19 files: 7 agents, 9 skills, CLAUDE.md, .mcp.json.template. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Add "Blog Post" nav link to Substack article on both index.html and physics.html - Replace sonar bar chart with ocean scene + waterfall cascade diagram - Add animated wavefronts, detection glow, submarine/hydrophone scene - Add range marker to probability chart - Add scenario presets (surface ship, diesel, AIP sub) - Add inline function labels to SOFAR depth profiles - Add "Why Maritime Radar is Clutter-Dominated" explainer section - Add 13-source references section with inline superscript citations - Add SOFAR curve equations (Mackenzie, pressure, temperature) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Re-runs the March 20, 2026 copper bear case against May 2026 actual outcomes and self-rates the prior analysis. Bear case was directionally wrong (copper rallied from $13K → $14.1K instead of falling to $9-11K target) because two catalysts were missed or underweighted: (1) Strait of Hormuz closure already active since Feb 28, (2) China sulphuric acid export ban effective May 1 - the exact scenario gamed in the April 10 follow-up at 5-12% probability. Adds: - hekate/04-Output/Research/copper-rerun-assessment-2026-05/ with full pillar-by-pillar scoring (bear case 4.2/10, acid scenario 8.7/10) and updated investment recommendations (Aurubis +33%, IVN lagged, MOS for phosphate trade) - resources/copper-investment-analyzer/ with refreshed yfinance data, updated INLINE_DATA, KPIs (Yangshan recovered $34→$51-66, acid ban ACTIVE, Hormuz CLOSED), expanded timeline with the missed catalysts, and revised scenario probabilities (bear 32→15%, base 33→40%, bull 22→30%, super-bull 13→15%) Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
New /understand-paper skill: ingest a paper (arXiv/PDF/topic), extract its key concepts as a dependency DAG, probe the learner's prerequisite frontier with multiple-choice questions, then teach the gap concept-by-concept with worked numerical examples and gated quizzes. - scripts/extract_paper.py: full-text extraction (curl + pymupdf, no SSL dep) - references/frontier-assessment.md: efficient DAG-probing algorithm - references/pedagogy.md: per-concept teaching loop + gating rules - assets/learning-path-template.md: resumable curriculum/progress doc Includes the first completed learning path (BEV-Patch-PF, arXiv:2512.15111) produced during live testing. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Rerun of the copper equities analysis through the operating-leverage lens: worst-margin (highest-cost) producers carry the most earnings torque to copper, so they lead in a bull run and crater most in a flat/bear market. Confirmed empirically on the June 2026 bull-run window (corr(beta, 1mo return) = +0.71, +0.82 ex-IVN), with the refinement that raw AISC is a noisy proxy (+0.25) because of three wedges: by-product subsidy, financial/small-cap leverage, and value extraction (the KGHM Polish-tax torque trap). Clean torque = high cost + ~90% copper revenue + no state wedge + no broken-mine binary (Capstone, Ero, Teck; First Quantum as a resolving-binary kicker). - Research report + metadata in hekate/04-Output/Research/ copper-operating-leverage-2026-06/ (torque model, empirical test, value-trap taxonomy, refined recommendations) - Dashboard: new "Op Leverage" tab with live cost-curve torque table (torque @ spot/$5/$4/$3.50), empirical-validation KPIs, 3-wedges breakdown; added CS/LUN/ANTO to tracked universe; refreshed prices (market_data.json, Jun 4); June 2026 header - Three permanent framework notes in hekate/02-Permanent/ Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Reruns the copper equities analysis through an operating-leverage / cost-curve lens: the worst-margin (highest-cost) producers carry the most earnings torque to copper — they lead in a bull run and crater most in a flat/bear market.
torque = Price / (Price − AISC).The thesis holds, with one refinement. Confirmed empirically on the June 2026 bull-run window:
corr(beta, 1-month return) = +0.71(+0.82 excluding the idiosyncratically-broken Ivanhoe)Refinement: raw AISC is a noisy proxy (corr +0.25) because three wedges sit between the cost curve and the stock return:
Clean torque = high cost + ~90% copper revenue + no state wedge + no broken-mine binary → Capstone, Ero, Teck, with First Quantum as a resolving-binary kicker. The inverse is convexity: at $3.50/lb copper, FM's torque hits 35x and the high-cost cohort goes cash-flow-negative while SCCO/BHP still mint $1.50+/lb.
Changes
hekate/04-Output/Research/copper-operating-leverage-2026-06/(torque model, empirical test, value-trap taxonomy, refined recommendations) +_metadata.mdresources/copper-investment-analyzer/index.html: live cost-curve torque table (torque @ spot/$5/$4/$3.50), empirical-validation KPIs, 3-wedges breakdown. Added CS/LUN/ANTO to the tracked universe; refreshed prices (market_data.json, Jun 4); June 2026 header. Rendering verified headless (12 rows, no JS errors).hekate/02-Permanent/Caveats
🤖 Generated with Claude Code