fix(neural): wire LearningScheduler→force_cycle + RBF restore at init

[hyperpolymath]

Root cause (issue #274, epic #273)

Ground-truth audit found the 8 neural organs were wired and consumed but UNFED: Hypatia.LearningScheduler (supervised, 5-min poll) ingested outcomes but never called Hypatia.Neural.Coordinator.force_cycle/0; Coordinator.init/1 never called Persistence.load_all/0 (zero callers). Networks ran on init-defaults forever and pattern_analyzer defensively ignored their untrained output — the root cause of the token-cost/scattergun symptom.

Change

• learning_scheduler.ex — run_learning_cycle now triggers the Neural Coordinator cycle (N6) after ingesting outcomes, so ESN/RBF train on accumulated trajectories every poll (~5s after boot, then every 5 min). Guarded + non-fatal.
• neural/coordinator.ex — init/1 best-effort restores the RBF network from persisted state (the one cleanly-invertible learned network; trust rebuilt per cycle, MoE/ESN/LSM train per cycle, ESN/LSM persistence is summary-only by design). Safe fallback to defaults on any mismatch — never crashes the supervisor.

Validation

Training data was already sufficient (recipe-shell-quote-vars 166-pt series ≥60; registry.json 9 patterns ≥5) — only the trigger was missing. Targeted tests green: neural (28), training_pipeline, cross_repo_learning (11). Compiles cleanly.

Out of scope / follow-ups

• Pre-existing --warnings-as-errors drift (prover_recommender.ex:123 unused default arg; vcl/client.ex:133 ungrouped handle_call/3) — unrelated, not touched.
• Lossless ESN/LSM persistence (currently summary-only, so reservoir not restored across restarts; retrains on first cycle) — tracked follow-up.

Refs #274

[github-actions]

🔍 Hypatia Security Scan

Findings: 13 issues detected

Severity	Count
🔴 Critical	2
🟠 High	3
🟡 Medium	8

⚠️ Action Required: Critical security issues found!

View findings

[
  {
    "reason": "Issue in quality.yml",
    "type": "missing_workflow",
    "file": "quality.yml",
    "action": "create",
    "rule_module": "workflow_audit",
    "severity": "high"
  },
  {
    "reason": "Issue in mirror.yml",
    "type": "missing_workflow",
    "file": "mirror.yml",
    "action": "create",
    "rule_module": "workflow_audit",
    "severity": "high"
  },
  {
    "reason": "Issue in security-policy.yml",
    "type": "missing_workflow",
    "file": "security-policy.yml",
    "action": "create",
    "rule_module": "workflow_audit",
    "severity": "medium"
  },
  {
    "reason": "Action hyperpolymath/standards/.github/workflows/governance-reusable.yml@main needs attention",
    "type": "unpinned_action",
    "file": "governance.yml",
    "action": "pin_sha",
    "rule_module": "workflow_audit",
    "severity": "high"
  },
  {
    "reason": "believe_me undermines formal verification (2 occurrences, CWE-704)",
    "type": "believe_me",
    "file": "/home/runner/work/hypatia/hypatia/src/abi/RuleEngine.idr",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "critical"
  },
  {
    "reason": "Nickel file missing SPDX-License-Identifier header (1 occurrences, CWE-1104)",
    "type": "ncl_missing_spdx",
    "file": "/home/runner/work/hypatia/hypatia/configs/config.ncl",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "medium"
  },
  {
    "reason": "unsafe block -- requires SAFETY comment (22 occurrences, CWE-676)",
    "type": "unsafe_block",
    "file": "/home/runner/work/hypatia/hypatia/clients/rust/hypatia-client/src/ffi.rs",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "medium"
  },
  {
    "reason": "as_ptr exposes raw pointer that may dangle or alias unsafely (10 occurrences, CWE-676)",
    "type": "as_ptr",
    "file": "/home/runner/work/hypatia/hypatia/clients/rust/hypatia-client/src/ffi.rs",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "medium"
  },
  {
    "reason": "expect() in hot path (1 occurrences, CWE-754)",
    "type": "expect_in_hot_path",
    "file": "/home/runner/work/hypatia/hypatia/adapters/src/codeberg.rs",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "medium"
  },
  {
    "reason": "expect() in hot path (1 occurrences, CWE-754)",
    "type": "expect_in_hot_path",
    "file": "/home/runner/work/hypatia/hypatia/adapters/src/radicle.rs",
    "action": "flag",
    "rule_module": "code_safety",
    "severity": "medium"
  }
]

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