{ "cells": [ { "cell_type": "markdown", "id": "cell00", "metadata": {}, "source": [ "# 06 — Résonance algorithmique : l'effet Larsen informationnel\n", "\n", "Une fausse information et un algorithme de recommandation forment une boucle de\n", "rétroaction positive, structurellement identique à l'effet Larsen : approchez un\n", "micro d'un haut-parleur, et le moindre bruit est capté, amplifié, réémis, capté de\n", "nouveau, jusqu'au sifflement.\n", "\n", "$$\\ddot{V} + \\big(\\lambda - \\gamma\\alpha\\,\\sigma(V)\\big)\\dot{V} + \\omega_0^2 V = \\xi(t)$$\n", "\n", "avec $\\lambda$ l'amortissement naturel (l'oubli), $\\gamma$ le gain algorithmique,\n", "$\\alpha$ la charge émotionnelle du contenu, et $\\sigma(V)$ un facteur de saturation.\n", "\n", "**Critère d'instabilité : $\\gamma\\alpha > \\lambda$.** L'amortissement effectif\n", "devient négatif — le système n'évacue plus l'énergie qu'on lui injecte, il\n", "l'accumule. C'est le résultat central, et le seul du projet qui se traduise en une\n", "inégalité auditable sur des paramètres qu'une plateforme connaît." ] }, { "cell_type": "markdown", "id": "cell01", "metadata": {}, "source": [ "## Deux corrections au modèle du fil\n", "\n", "**Signe du rappel.** Le fil écrivait $-\\omega_0^2 V$, ce qui rend le point\n", "d'équilibre instable *quels que soient* les autres paramètres : le système\n", "divergerait même à gain nul, et le critère $\\gamma\\alpha > \\lambda$ perdrait tout\n", "contenu. Le rappel d'un oscillateur s'écrit $+\\omega_0^2 V$.\n", "\n", "**Saturation.** Sans $\\sigma(V)$, la solution instable est\n", "$V(t) \\propto e^{(\\gamma\\alpha - \\lambda)t}$ — une divergence sans limite. Or\n", "l'attention disponible est finie. Avec\n", "$\\sigma(V) = 1/(1 + (V/V_{\\mathrm{sat}})^2)$, le système ne diverge plus : il\n", "s'installe dans un **cycle limite**, une oscillation médiatique auto-entretenue\n", "d'amplitude finie. C'est ce que l'on observe réellement — un sujet qui revient\n", "périodiquement, non une explosion." ] }, { "cell_type": "code", "execution_count": 1, "id": "cell02", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:07.590100Z", "iopub.status.busy": "2026-08-23T13:37:07.589864Z", "iopub.status.idle": "2026-08-23T13:37:08.563827Z", "shell.execute_reply": "2026-08-23T13:37:08.563399Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "amorti ($\\gamma\\alpha < \\lambda$) instable=False amplitude finale 0.00\n", "résonant saturé instable=True amplitude finale 13.97\n", "résonant non borné (modèle du fil) instable=True DIVERGE\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from ide.plotting import PALETTE, save_figure, use_project_style\n", "from ide.resonance import ResonanceParameters, simulate_resonance\n", "\n", "use_project_style()\n", "\n", "DAMPING, EMOTION = 0.2, 0.5\n", "\n", "regimes = {\n", " \"amorti ($\\\\gamma\\\\alpha < \\\\lambda$)\": ResonanceParameters(\n", " damping=1.0, gain=0.5, emotion=EMOTION, saturation=1.0\n", " ),\n", " \"résonant saturé\": ResonanceParameters(\n", " damping=DAMPING, gain=3.0, emotion=EMOTION, saturation=1.0\n", " ),\n", " \"résonant non borné (modèle du fil)\": ResonanceParameters(\n", " damping=DAMPING, gain=3.0, emotion=EMOTION, saturation=None\n", " ),\n", "}\n", "\n", "solutions = {\n", " label: simulate_resonance(parameters, total_time=120.0)\n", " for label, parameters in regimes.items()\n", "}\n", "\n", "for label, solution in solutions.items():\n", " flag = \"DIVERGE\" if solution.diverged else f\"amplitude finale {solution.late_amplitude():.2f}\"\n", " print(f\"{label:36s} instable={solution.parameters.is_unstable} {flag}\")" ] }, { "cell_type": "markdown", "id": "cell03", "metadata": {}, "source": [ "## Balayage du gain algorithmique\n", "\n", "On fait varier $\\gamma$ à $\\lambda$ et $\\alpha$ fixés. Le seuil théorique se situe\n", "en $\\gamma^\\star = \\lambda / \\alpha$. En dessous, le contenu s'éteint ; au-dessus,\n", "il s'installe, et l'amplitude du cycle croît avec le gain.\n", "\n", "C'est la courbe qu'un régulateur pourrait exiger : elle montre qu'il n'est pas\n", "nécessaire de supprimer le contenu, il suffit de contraindre $\\gamma$." ] }, { "cell_type": "code", "execution_count": 2, "id": "cell04", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:08.564885Z", "iopub.status.busy": "2026-08-23T13:37:08.564754Z", "iopub.status.idle": "2026-08-23T13:37:13.944351Z", "shell.execute_reply": "2026-08-23T13:37:13.943796Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "seuil théorique : gamma* = lambda / alpha = 0.40\n" ] } ], "source": [ "gains = np.linspace(0.1, 5.0, 25)\n", "amplitudes = np.array([\n", " simulate_resonance(\n", " ResonanceParameters(damping=DAMPING, gain=float(gain), emotion=EMOTION, saturation=1.0),\n", " total_time=150.0,\n", " ).late_amplitude()\n", " for gain in gains\n", "])\n", "\n", "threshold = DAMPING / EMOTION\n", "print(f\"seuil théorique : gamma* = lambda / alpha = {threshold:.2f}\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell05", "metadata": { "execution": { "iopub.execute_input": "2026-08-23T13:37:13.945153Z", "iopub.status.busy": "2026-08-23T13:37:13.945084Z", "iopub.status.idle": "2026-08-23T13:37:14.853393Z", "shell.execute_reply": "2026-08-23T13:37:14.852990Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure, (left, right) = plt.subplots(1, 2, figsize=(10, 3.9))\n", "\n", "for (label, solution), colour in zip(\n", " solutions.items(), [PALETTE[\"remedy\"], PALETTE[\"field\"], PALETTE[\"disorder\"]]\n", "):\n", " visible = solution.visibility\n", " if solution.diverged:\n", " # La branche divergente est tronquée pour rester lisible sur une échelle linéaire.\n", " keep = np.abs(visible) < 16.0\n", " left.plot(solution.times[keep], visible[keep], color=colour, linestyle=\":\", label=label)\n", " else:\n", " left.plot(solution.times, visible, color=colour, label=label)\n", "\n", "left.set_xlabel(\"temps\")\n", "left.set_ylabel(\"visibilité $V(t)$\")\n", "left.set_ylim(-16.0, 16.0)\n", "left.set_title(\"Trois destins pour un même contenu\")\n", "left.legend(fontsize=8)\n", "\n", "right.plot(gains, amplitudes, \"o-\", color=PALETTE[\"disorder\"], markersize=3.5)\n", "right.axvline(threshold, color=PALETTE[\"neutral\"], linestyle=\"--\", linewidth=1.2)\n", "right.text(threshold + 0.1, amplitudes.max() * 0.5,\n", " r\"$\\gamma^\\star = \\lambda / \\alpha$\", color=PALETTE[\"neutral\"], fontsize=9)\n", "right.set_xlabel(r\"gain algorithmique $\\gamma$\")\n", "right.set_ylabel(\"amplitude du cycle limite\")\n", "right.set_title(\"Le seuil de résonance est net\")\n", "\n", "save_figure(figure, \"fig06_resonance.png\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cell06", "metadata": {}, "source": [ "## Ce que le notebook établit\n", "\n", "1. Le critère $\\gamma\\alpha > \\lambda$ sépare effectivement les deux régimes, et le\n", " seuil mesuré coïncide avec $\\lambda/\\alpha$.\n", "2. Sans saturation, le modèle diverge vers l'infini : il fallait le borner pour qu'il\n", " décrive quoi que ce soit d'observable. Avec l'attention finie, la fausse\n", " information ne disparaît pas mais ne submerge pas tout — elle devient un **sujet\n", " récurrent**, ce qui est le comportement réellement constaté.\n", "3. La charge émotionnelle $\\alpha$ suffit à franchir le seuil à gain constant : une\n", " plateforme n'a **pas besoin de favoriser la désinformation** pour l'amplifier\n", " sélectivement. Un gain uniforme appliqué à des contenus d'émotivité inégale\n", " produit mécaniquement ce biais. C'est ce qui rend la mesure de $\\gamma$ plus\n", " pertinente qu'un audit d'intentions." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.14" } }, "nbformat": 4, "nbformat_minor": 5 }