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Copper operating-leverage / cost-curve torque analysis#6

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deerdear:copper-operating-leverage
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Copper operating-leverage / cost-curve torque analysis#6
deerdear wants to merge 6 commits into
Abilityai:mainfrom
deerdear:copper-operating-leverage

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@deerdear

@deerdear deerdear commented Jun 5, 2026

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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)
  • Bull-run leaders were the highest-torque names: First Quantum +45.9%, Hudbay +42.2%, Capstone +40.7%, vs BHP +16.7% / Southern Copper +20.0%

Refinement: raw AISC is a noisy proxy (corr +0.25) because three wedges sit between the cost curve and the stock return:

  1. By-product subsidy (Hudbay's negative cash cost is gold, not efficiency)
  2. Financial / small-cap leverage (amplifies beyond cost)
  3. Value extraction (KGHM is high-cost but the Polish state tax captures the upside — +23% vs FM +46% on identical AISC)

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

  • Research reporthekate/04-Output/Research/copper-operating-leverage-2026-06/ (torque model, empirical test, value-trap taxonomy, refined recommendations) + _metadata.md
  • Dashboard — new "Op Leverage" tab in resources/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).
  • Permanent notes — three framework notes in hekate/02-Permanent/

Caveats

  • n=12 over a single bull-run window — corroborating, not a multi-cycle backtest
  • Gold is also near records, which flatters by-product-subsidized names; a copper-only rally would separate the cohorts more sharply

🤖 Generated with Claude Code

deerdear and others added 6 commits March 3, 2026 15:02
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>
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