chore(torch): migrate to new TORCH system and remove legacy agent stack

context/CONTEXT_2026-02-18_19-45-00.md

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-# Scheduler Update Context
-
-**Goal**: Sync `daily-scheduler.md` and `weekly-scheduler.md` rosters with the actual prompt files in `docs/agents/prompts/daily/` and `docs/agents/prompts/weekly/`.
-
-**Scope**:
-- Read prompt directories.
-- Read scheduler files.
-- Verify sync status.
-- Update if necessary.
-
-**Assumptions**:
-- Files are named `bitvid-<agent-name>.md`.
-- Scheduler files use a specific markdown table format.

context/CONTEXT_2026-02-19_00-47-43.md

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-# Context: Test Audit - 2026-02-19
-
-## Purpose
-Execute the daily test audit workflow as defined in `docs/agents/prompts/daily/bitvid-test-audit-agent.md`.
-
-## Scope
-- Run unit tests to check for stability/flakiness.
-- Perform static analysis for suspicious test patterns.
-- Generate an audit report.
-
-## Definition of Done
-- `test-audit-report-YYYY-MM-DD.md` created in `artifacts/test-audit/`.
-- Artifacts and logs saved.
-- Completion log committed.

context/CONTEXT_2026-02-23.md

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-# Context: Scheduler Update Agent (2026-02-23)
-
-## Goal
-Keep daily and weekly scheduler rosters in sync with prompt files on disk.
-
-## Scope
-- `docs/agents/prompts/daily/`
-- `docs/agents/prompts/weekly/`
-- `docs/agents/prompts/daily-scheduler.md`
-- `docs/agents/prompts/weekly-scheduler.md`
-
-## Assumptions
-- The format of the roster table is consistent with the example in `daily-scheduler.md`.
-- File names follow the pattern `bitvid-<agent-name>.md`.
-- No other changes should be made to the files.

context/CONTEXT_2026-02-23_scheduler-update-agent.md

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-# Context: Scheduler Update Agent
-
-## Goal
-Synchronize the `daily-scheduler.md` and `weekly-scheduler.md` rosters with the actual prompt files in `docs/agents/prompts/daily/` and `docs/agents/prompts/weekly/`.
-
-## Scope
-- Inspect `docs/agents/prompts/daily/` and `docs/agents/prompts/weekly/`.
-- Update `docs/agents/prompts/daily-scheduler.md` and `docs/agents/prompts/weekly-scheduler.md` if discrepancies exist.
-- Verify changes with lint and file counts.
-
-## Assumptions
-- Prompt files are the source of truth.
-- Scheduler files should only have their roster tables modified.

context/CONTEXT_2026-02-25_audit.md

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-# Context: Daily Audit Agent Run
-
-**Date:** 2026-02-25
-**Agent:** audit-agent
-**Platform:** Jules
-**Target Branch:** unstable (assumed per prompt)
-**Node Version:** v22.22.0
-**NPM Version:** 10.8.2
-
-## Goal
-Run the project's static audit scripts (file size, innerHTML, lint), collect metrics, compare with previous week's results, and publish a summary.
-
-## Scope
-- Run `scripts/check-file-size.mjs`
-- Run `scripts/check-innerhtml.mjs`
-- Run `npm run lint`
-- Parse outputs to JSON
-- Generate summary report
-- Create `docs/agents/task-logs/daily/YYYY-MM-DD_audit-agent_completed.md`
-
-## Constraints
-- Read-only execution (do not modify source files).
-- Reproducible logs in `test_logs/`.
-- No sensitive data in logs.