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Refactor Redis status publishing and update module paths
- Changed default Redis stream status from 'fum:status' to 'runtime:status' in redis_out.py. - Updated test_core_boundary_guards.py to reflect the new module name 'sie.py' instead of 'fum_sie.py'. - Refactored test_no_scheduler.py to replace 'FUM_ROOT' with 'PACKAGE_ROOT' for better clarity and consistency. - Introduced new GrowthArbiter class in growth_arbiter.py for unified growth/cull management based on void-equation philosophy. - Added SelfImprovementEngine class in sie.py to handle intrinsic motivation and valence signal generation. - Implemented structural homeostasis logic in structural_homeostasis.py for adaptive pruning and bridging in the connectome. - Created test_no_legacy_acronym_prefixes.py to ensure no legacy acronym prefixes are present in the live runtime source.
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‎.gitignore‎

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runs/
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*.log
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.DS_Store
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reports
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.arachnid_scans

‎README.md‎

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The runtime should continue to launch without Dash or any frontend dependency.
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## Runtime naming
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Internal modules, symbols, channels, and environment variables use role names.
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`vdm_rt` remains the package boundary; runtime configuration uses names such as
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`EVENTS_MAX_MB`, `UTD_MAX_MB`, `ZIP_SPOOL`, and `runtime:status`.
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## Void equations and domain modulation
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`vdm_rt/core/void_dynamics_adapter.py` resolves equations in this order:

‎__init__.py‎

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Commercial use of proprietary VDM code requires written permission from Justin K. Lietz.
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See LICENSE file for full terms.
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"""
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# FUM real-time runtime package
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__all__ = ["*"]
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# VDM real-time runtime package
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__all__ = ["*"]

‎cli/args.py‎

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from __future__ import annotations
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"""
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CLI argument parser for the FUM runtime.
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CLI argument parser for the VDM runtime.
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Behavior:
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- Mirrors the legacy make_parser() previously defined in vdm_rt/nexus.py exactly.
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return p
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__all__ = ["make_parser"]
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__all__ = ["make_parser"]

‎core/Void_Debt_Modulation.py‎

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"""
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FUM Universal Domain Modulation System
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Void Dynamics Universal Domain Modulation System
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Copyright @ 2026 Justin K. Lietz, Neuroca, Inc. All Rights Reserved.
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Universal derivation of domain_modulation factors based on void debt theory
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modulations = self.get_all_domain_modulations()
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print("="*80)
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print("FUM UNIVERSAL DOMAIN MODULATION FACTORS")
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print("UNIVERSAL DOMAIN MODULATION FACTORS")
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print("Derived from Void Debt Theory: modulation = 1.0 + (sparsity²)/(β/α)")
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print("="*80)
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print(f"{'Domain':<20} {'Target %':<10} {'Modulation':<12} {'Formula Application'}")
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if validation['physics_consistent']:
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print("\n✓ VALIDATION PASSED: Domain modulations are physically consistent")
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else:
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print("\n⚠ VALIDATION FAILED: Domain modulations need adjustment")
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print("\n⚠ VALIDATION FAILED: Domain modulations need adjustment")

‎core/Void_Equations.py‎

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"""
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FUM Void Dynamics Library
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Void Dynamics Library
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Copyright @ 2026 Justin K. Lietz, Neuroca, Inc. All Rights Reserved.
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This library contains the main functions governing the Void Dynamics Model.
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'BETA': BETA,
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'F_REF': F_REF,
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'PHASE_SENS': PHASE_SENS
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}
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}

‎core/control_server.py‎

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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<title>FUM Control - Load Engram</title>
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<title>Runtime Control - Load Engram</title>
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<style>
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:root { --fg: #e6edf3; --bg: #0d1117; --muted: #8b949e; --accent: #2f81f7; --danger: #f85149; }
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body { background: var(--bg); color: var(--fg); font: 14px/1.4 system-ui, -apple-system, Segoe UI, Roboto, Ubuntu, Cantarell, Noto Sans, Helvetica Neue, Arial, sans-serif; margin: 0; padding: 0; }
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</head>
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<body>
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<div class="wrap">
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<h1>FUM Control - Load Engram</h1>
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<h1>Runtime Control - Load Engram</h1>
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<p class="note">Run directory: <span class="mono" id="runDir"></span></p>
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<div class="card">
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if self._server is None:
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raise RuntimeError(f"Failed to bind control server on {host}:{port} (+15) - last error: {last_err}")
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t = threading.Thread(target=self._server.serve_forever, name="fum-control-server", daemon=True)
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t = threading.Thread(target=self._server.serve_forever, name="runtime-control-server", daemon=True)
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t.start()
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self._thread = t
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self._server.server_close()
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except Exception:
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pass
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self._server = None
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self._server = None

‎core/diagnostics.py‎

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research while ensuring commercial applications are aligned with the project's ethical principles. Commercial use requires written permission from Justin K. Lietz.
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See LICENSE file for full terms.
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Physics-informed diagnostics for the FUM runtime.
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Physics-informed diagnostics for the VDM runtime.
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This module provides:
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- Mass-gap estimation from two-point correlations on the runtime graph
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- [Derivation/discrete_to_continuum.md](Derivation/discrete_to_continuum.md:125-193)
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- [Derivation/kinetic_term_derivation.md](Derivation/kinetic_term_derivation.md:117-134)
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- [Derivation/finite_tube_mode_analysis.md](Derivation/finite_tube_mode_analysis.md:1)
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- [Derivation/fum_voxtrium_mapping.md](Derivation/fum_voxtrium_mapping.md:44-121)
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Conventions:
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- We treat graph shortest-path distance (in hops) as the discrete spatial metric r
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y = np.asarray(self._radii, dtype=np.float64)
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A_fit = np.vstack([x, np.ones_like(x)]).T
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slope, intercept = np.linalg.lstsq(A_fit, y, rcond=None)[0]
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return {"v_g": float(max(0.0, slope)), "frame_count": int(len(self._ts)), "slope": float(slope), "intercept": float(intercept)}
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return {"v_g": float(max(0.0, slope)), "frame_count": int(len(self._ts)), "slope": float(slope), "intercept": float(intercept)}

‎core/global_system.py‎

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# -----------------------------------
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@dataclass
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class SIE: # TODO: This isnt a canonical SIE, examine this file and determine if this is the canonical: vdm_rt/core/fum_sie.py
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class SIE: # TODO: This is not the canonical SIE; compare it with vdm_rt/core/sie.py.
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"""
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Self‑Improvement Engine (Rule 3)
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total_reward = w_td * TD_error_norm + w_nov * novelty_norm - w_hab * habituation_norm + w_hsi * hsi_norm
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"habituation_norm": float(habituation_norm),
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"hsi_norm": float(hsi_norm),
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"total_reward": float(total_reward),
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}
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}

core/fum_growth_arbiter.py renamed to core/growth_arbiter.py

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# fum_growth_arbiter.py
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# growth_arbiter.py
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"""
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Copyright @ 2026 Justin K. Lietz, Neuroca, Inc. All Rights Reserved.
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"cull": cull,
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"void_debt": float(self.void_debt_accumulator),
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"stable": bool(self.is_stable),
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}
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}

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