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    "\n",
    "# T00 · Taleb's mathematical bridge\n",
    "## From nonlinear response functions to probability distributions\n",
    "\n",
    "**Primary conceptual source:** Nassim Nicholas Taleb, “What is Antifragility?”,\n",
    "foreword to *Applied Antifragility in Natural Systems: From Principles to Applications*\n",
    "(Axenie, Bauer, López Corona & West, Springer, 2025, pp. vii–ix).\n",
    "\n",
    "**Scientific question.** If two sources of variation have identical mean and variance,\n",
    "can differing tails alter a nonlinear system's expected payoff and probability of extreme harm?\n",
    "\n",
    "**Synthetic only.** Input/output units, loss threshold and functions are invented for\n",
    "instruction. Nothing in this experiment measures an actual natural system or irreversible ruin.\n",
    "\n",
    "### Mathematical contract\n",
    "\n",
    "Let $X$ have a specified disturbance distribution and $Y=f(X)$ be payoff. We contrast\n",
    "$E[f(X)]$ against $f(E[X])$ (Jensen gap), estimate $P(Y\\leq L)$ for an illustrative\n",
    "threshold $L$, and compute the mean payoff for the lowest 5% of outcomes.\n",
    "\n",
    "We use three increasing curves with equal value and derivative at zero:\n",
    "\n",
    "$$ f_+(x)=\\tfrac12\\left(x+\\sqrt{x^2+r^2}-r\\right),\\quad\n",
    "f_0(x)=x/2,\\quad\n",
    "f_-(x)=\\tfrac12\\left(x-\\sqrt{x^2+r^2}+r\\right). $$\n",
    "\n",
    "The convex curve $f_+$ has downside bounded by $-r/2$; the concave curve $f_-$\n",
    "has positive upside bounded by $r/2$. This holds for this defined payoff, not all systems.\n",
    "\n",
    "**Two input regimes:** Gaussian $N(0,\\sigma^2)$; and a two-scale Gaussian mixture\n",
    "with 92% narrow Gaussian and 8% wide Gaussian, with its scales selected to match\n",
    "*theoretical* variance $\\sigma^2$. **This mixture has heavier tails than the benchmark\n",
    "in relevant ranges but is NOT a Pareto or regularly varying distribution.**\n",
    "\n",
    "The code performs deterministic quantile quadrature, not empirical fitting or stochastic\n",
    "Monte Carlo. Browser uses the same nodes, equations and weights.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f767b096",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T20:29:40.063720Z",
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     "shell.execute_reply": "2026-10-16T20:29:40.184467Z"
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   "source": [
    "\"\"\"Original educational model accompanying Taleb's foreword (Springer, 2025).\n",
    "\n",
    "Dimensionless toy payoffs. The two input regimes have the same population mean\n",
    "and variance by construction, but different tail shapes. The calculation uses\n",
    "mid-quantile deterministic quadrature, not Monte Carlo sampling or empirical data.\n",
    "\"\"\"\n",
    "from __future__ import annotations\n",
    "import numpy as np\n",
    "from scipy.special import ndtri\n",
    "\n",
    "WEIGHT = 0.92\n",
    "CORE_SD = 0.55\n",
    "TAIL_SD = np.sqrt((1.0-WEIGHT*CORE_SD**2)/(1.0-WEIGHT))\n",
    "\n",
    "\n",
    "def response(x, kind='convex', radius=0.70):\n",
    "    \"\"\"Increasing payoff with matched slope 1/2 at x=0 for all three shapes.\n",
    "\n",
    "    Convex:  [x + sqrt(x²+r²) - r] / 2; losses asymptote to -r/2.\n",
    "    Linear:  x/2.\n",
    "    Concave: [x - sqrt(x²+r²) + r] / 2; gains asymptote to +r/2.\n",
    "    \"\"\"\n",
    "    x = np.asarray(x, dtype=float)\n",
    "    if radius <= 0:\n",
    "        raise ValueError('radius must be positive')\n",
    "    if kind == 'convex':\n",
    "        return 0.5*(x + np.hypot(x, radius) - radius)\n",
    "    if kind == 'linear':\n",
    "        return 0.5*x\n",
    "    if kind == 'concave':\n",
    "        return 0.5*(x - np.hypot(x, radius) + radius)\n",
    "    raise ValueError('kind must be convex, linear, or concave')\n",
    "\n",
    "\n",
    "def input_quadrature(mean=0.0, spread=1.0, regime='gaussian', n=1024):\n",
    "    \"\"\"Returns equal-probability deterministic integration nodes and weights.\"\"\"\n",
    "    if n < 64 or spread < 0:\n",
    "        raise ValueError('n >= 64 and spread >= 0 required')\n",
    "    z = ndtri((np.arange(n) + 0.5) / n)\n",
    "    if regime == 'gaussian':\n",
    "        return mean + spread*z, np.full(n, 1.0/n)\n",
    "    if regime == 'two_scale_mixture':\n",
    "        x = np.concatenate((mean+spread*CORE_SD*z,mean+spread*TAIL_SD*z))\n",
    "        w = np.concatenate((np.full(n,WEIGHT/n),np.full(n,(1-WEIGHT)/n)))\n",
    "        return x,w\n",
    "    raise ValueError('unknown regime')\n",
    "\n",
    "\n",
    "def lower_tail_mean(values, weights, alpha=0.05):\n",
    "    \"\"\"Probability-weighted mean of lowest alpha fraction, with fractional last node.\"\"\"\n",
    "    order = np.argsort(values)\n",
    "    y = values[order]\n",
    "    w = weights[order]\n",
    "    included = np.maximum(0.0, np.minimum(w, alpha-(np.cumsum(w)-w)))\n",
    "    return float(np.dot(y, included)/alpha)\n",
    "\n",
    "\n",
    "def evaluate(mean=0, spread=1, kind='convex', regime='gaussian', radius=.7,\n",
    "             loss_line=-.30, n=1024):\n",
    "    x,w = input_quadrature(mean,spread,regime,n)\n",
    "    y = response(x,kind,radius)\n",
    "    ey = float(np.dot(w,y))\n",
    "    baseline = float(response(float(mean),kind,radius))\n",
    "    return dict(mean=mean,spread=spread,kind=kind,regime=regime,radius=radius,\n",
    "                loss_line=loss_line,expected_payoff=ey,reference=baseline,\n",
    "                jensen_gap=ey-baseline,threshold_probability=float(np.dot(w,y<=loss_line)),\n",
    "                lower_5pct_mean=lower_tail_mean(y,w),\n",
    "                input_mean=float(np.dot(w,x)),\n",
    "                input_variance=float(np.dot(w,(x-mean)**2)),\n",
    "                x=x,y=y,w=w)\n",
    "\n",
    "\n",
    "def assert_model_invariants():\n",
    "    atol=1e-10\n",
    "    for regime in ('gaussian','two_scale_mixture'):\n",
    "        for kind in ('convex','linear','concave'):\n",
    "            e0=evaluate(spread=0,kind=kind,regime=regime)\n",
    "            assert abs(e0['jensen_gap'])<atol\n",
    "            e=evaluate(spread=1.0,kind=kind,regime=regime)\n",
    "            assert abs(e['input_mean'])<atol\n",
    "            assert abs(e['input_variance']-1) < .035  # finite mid-quantile integration\n",
    "            assert np.isclose(np.dot(e['w'],np.ones_like(e['w'])),1)\n",
    "            assert 0 <= e['threshold_probability'] <= 1\n",
    "            assert np.isfinite(e['lower_5pct_mean'])\n",
    "            if kind=='convex':assert e['jensen_gap']>0\n",
    "            if kind=='concave':assert e['jensen_gap']<0\n",
    "            if kind=='linear':assert abs(e['jensen_gap'])<atol\n",
    "    assert np.all(np.diff(response(np.linspace(-6,6,500),'convex'))>=0)\n",
    "    assert np.all(np.diff(response(np.linspace(-6,6,500),'concave'))>=0)\n",
    "    for k in ('convex','linear','concave'):\n",
    "        v=evaluate(mean=.4,spread=1.0,kind=k)\n",
    "        if k=='convex':assert v['jensen_gap']>0\n",
    "        if k=='concave':assert v['jensen_gap']<0\n",
    "    return True\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5983b062",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T20:29:40.189011Z",
     "iopub.status.busy": "2026-10-16T20:29:40.188810Z",
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     "shell.execute_reply": "2026-10-16T20:29:40.476840Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "convex   | gaussian           | E[Y]=+0.2147 | Jensen=+0.2147 | P(Y ≤ −0.30)=0.78% | lowest 5% mean=-0.2908\n",
      "convex   | two_scale_mixture  | E[Y]=+0.1519 | Jensen=+0.1519 | P(Y ≤ −0.30)=1.70% | lowest 5% mean=-0.2841\n",
      "linear   | gaussian           | E[Y]=-0.0000 | Jensen=-0.0000 | P(Y ≤ −0.30)=27.44% | lowest 5% mean=-1.0305\n",
      "linear   | two_scale_mixture  | E[Y]=+0.0000 | Jensen=+0.0000 | P(Y ≤ −0.30)=16.04% | lowest 5% mean=-1.1745\n",
      "concave  | gaussian           | E[Y]=-0.2147 | Jensen=-0.2147 | P(Y ≤ −0.30)=32.23% | lowest 5% mean=-1.7702\n",
      "concave  | two_scale_mixture  | E[Y]=-0.1519 | Jensen=-0.1519 | P(Y ≤ −0.30)=22.02% | lowest 5% mean=-2.0649\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "assert assert_model_invariants()\n",
    "results = {}\n",
    "for kind in ('convex','linear','concave'):\n",
    "    for regime in ('gaussian','two_scale_mixture'):\n",
    "        e = evaluate(kind=kind, regime=regime)\n",
    "        results[(kind,regime)] = e\n",
    "        print(f'{kind:8} | {regime:18} | E[Y]={e[\"expected_payoff\"]:+.4f} '\n",
    "              f'| Jensen={e[\"jensen_gap\"]:+.4f} | P(Y ≤ −0.30)={100*e[\"threshold_probability\"]:.2f}% '\n",
    "              f'| lowest 5% mean={e[\"lower_5pct_mean\"]:+.4f}')\n"
   ]
  },
  {
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   "execution_count": 3,
   "id": "99304972",
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    "execution": {
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     "iopub.status.idle": "2026-10-16T20:29:40.933986Z",
     "shell.execute_reply": "2026-10-16T20:29:40.933278Z"
    }
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   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1600x420 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, axs=plt.subplots(1,3,figsize=(16,4.2),constrained_layout=True)\n",
    "x=np.linspace(-4,4,800)\n",
    "for regime,style in [('gaussian','-'),('two_scale_mixture','--')]:\n",
    "    e=results[('convex',regime)]\n",
    "    axs[0].hist(e['x'],bins=np.linspace(-4,4,90),weights=e['w'],\n",
    "                histtype='step',density=False,linewidth=2,linestyle=style,label=regime)\n",
    "for kind in ('convex','linear','concave'):\n",
    "    axs[1].plot(x,response(x,kind),label=kind,linewidth=2.5)\n",
    "for regime,style in [('gaussian','-'),('two_scale_mixture','--')]:\n",
    "    e=results[('convex',regime)]\n",
    "    axs[2].hist(e['y'],bins=np.linspace(-.45,3,85),weights=e['w'],\n",
    "                histtype='step',density=False,linewidth=2,linestyle=style,label=regime)\n",
    "axs[2].axvline(-.30,color='k',linestyle=':',label='loss line')\n",
    "for a,xlab,ylab,title in zip(axs,\n",
    "  ['Input disturbance x','Input disturbance x','Outcome y=f(x)'],\n",
    "  ['Probability per bin','Payoff','Probability per bin'],\n",
    "  ['Input distributions','Response functions','Output distributions / convex']):\n",
    "    a.set(title=title,xlabel=xlab,ylabel=ylab);a.legend(fontsize=8);a.grid(alpha=.2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "47191b49",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T20:29:40.935597Z",
     "iopub.status.busy": "2026-10-16T20:29:40.935462Z",
     "iopub.status.idle": "2026-10-16T20:29:41.292698Z",
     "shell.execute_reply": "2026-10-16T20:29:41.291997Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1150x410 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "spreads=np.linspace(0,2,30)\n",
    "fig,axs=plt.subplots(1,2,figsize=(11.5,4.1),constrained_layout=True)\n",
    "for kind in ('convex','linear','concave'):\n",
    "    for regime,style in [('gaussian','-'),('two_scale_mixture','--')]:\n",
    "        gaps=[evaluate(spread=s,kind=kind,regime=regime,n=512)['jensen_gap'] for s in spreads]\n",
    "        axs[0].plot(spreads,gaps,linestyle=style,label=f'{kind}, {regime}')\n",
    "for kind in ('convex','linear','concave'):\n",
    "    for regime,style in [('gaussian','-'),('two_scale_mixture','--')]:\n",
    "        risk=[evaluate(spread=s,kind=kind,regime=regime,n=512)['threshold_probability'] for s in spreads]\n",
    "        axs[1].plot(spreads,risk,linestyle=style,label=f'{kind}, {regime}')\n",
    "axs[0].axhline(0,color='k',linewidth=.8)\n",
    "axs[0].set(title='Jensen gap ≠ viability',xlabel='Input standard deviation',ylabel='E[f(X)] − f(E[X])')\n",
    "axs[1].set(title='Loss event probability',xlabel='Input standard deviation',ylabel='P(Y ≤ −0.30)')\n",
    "for ax in axs:ax.grid(alpha=.2);ax.legend(fontsize=7,ncol=2)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61b4ccbc",
   "metadata": {},
   "source": [
    "\n",
    "### Investigate, then falsify\n",
    "\n",
    "1. Compare convex, linear and concave payoff shapes at matched input variation. Does\n",
    "   Jensen's inequality predict the sign of each expectation gap?\n",
    "2. Change **only** the disturbance tails. Can a regime with the same population\n",
    "   variance have a different expected payoff and a different downside-event rate?\n",
    "3. Move the loss line from $-0.30$ to $-0.50$. Does a zero loss-event probability\n",
    "   imply that the system has no real-world ruin risk? **No**—the toy payoff has a\n",
    "   bounded downside and includes no state-dependent irreversible event.\n",
    "4. Change the shape parameter $r$ and input mean. Identify an example where\n",
    "   expected payoff changes while the threshold probability hardly changes.\n",
    "5. Create a counterexample where a local convex response has an external failure\n",
    "   mechanism not included in the payoff function. Explain why the original toy model\n",
    "   then lacks external validity.\n",
    "\n",
    "**Evidence status:** mathematically derived functions; quadrature numerics tested;\n",
    "no empirical evidence, ecological claims, causal tests or validation of criticality.\n"
   ]
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