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forward-test: label first flag (TSLA, not material) - #4

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zariffromlatif merged 1 commit into
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claude/laughing-gates-gmc4fm
Oct 16, 2026
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zariffromlatif merged 1 commit into
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claude/laughing-gates-gmc4fm

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@zariffromlatif

@zariffromlatif zariffromlatif commented Oct 16, 2026 •

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Summary

  • What changed? This adds the first human label to simulations/forward_test/labels.json. The 2026-10-16 TSLA flag is marked not material.
  • Why was this needed? The headline was "Dow Jones Futures: Techs Slide On Anthropic Valuation Report; Tesla Reveals Flying Roadster." It scored high only because the adverse terms "slide" and "slid" both matched, and they describe a broad tech-stock move. The Tesla mention is a product demo. This is the substring false-positive class documented in the working paper (§5.5). The daily report reads labels from main.

Validation

  • Relevant tests pass (pytest -q aetherius/tests/test_forward_test.py): 11 passed.
  • SVB-2023 backtest still passes if scoring / mapping / ingestion changed: not applicable (data file only).
  • Lint passes: not affected.
  • Docs updated if behavior changed: not needed.

I regenerated the report from the real log. TSLA shows 1 labeled, 0 material and 1 not material, and the precision line reads "0 of 1 labeled flags judged material."

Scope

  • Ingestion, entity mapping, scoring, or signals (aetherius/app/services/...)
  • Delivery / templates / review workflow
  • Backtests (simulations/backtest/...)
  • Docs / governance / landing page only

Forward-test data (simulations/forward_test/labels.json).

Safety Checklist

  • No secrets committed (.env, API keys, tokens)
  • No generated artifacts committed (simulations/artifacts/, runtime logs)
  • No client-specific / private data included
  • Marketing / README claims still match implementation reality

Notes for Reviewers

  • The label is a human judgment. Change "material" before merging if you read the headline differently.

🤖 Generated with Claude Code

https://claude.ai/code/session_01HTqzkhjyuhZZun8Az1tW6C


Generated by Claude Code

Substring false positive: 'slide'/'slid' describe a broad tech-stock move;
the Tesla mention is a product demo.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01HTqzkhjyuhZZun8Az1tW6C
Copilot AI balanced review requested due to automatic review settings October 16, 2026 09:28
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Deploying aetherius with  Cloudflare Pages  Cloudflare Pages

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Copilot was unable to review this pull request because the user who requested the review has reached their quota limit.

@zariffromlatif
zariffromlatif merged commit a76fbb7 into main Oct 16, 2026
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3 participants