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README.md

@@ -1,12 +1,14 @@
 ---
-title: Operon Development
-emoji: 🐨
-colorFrom: indigo
-colorTo: pink
+title: Operon Developmental Staging
+emoji: 🌱
+colorFrom: green
+colorTo: purple
 sdk: gradio
-sdk_version: 6.9.0
+sdk_version: "6.5.1"
 app_file: app.py
 pinned: false
+short_description: Developmental stages, critical periods, capability gating
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Interactive dashboard for Operon's developmental staging — organisms progress
+through maturity stages with capability gating and closing critical periods.

app.py

@@ -0,0 +1,142 @@
+"""Operon Developmental Staging Dashboard."""
+
+from __future__ import annotations
+from enum import Enum
+
+import gradio as gr
+
+
+class Stage(Enum):
+    EMBRYONIC = "embryonic"
+    JUVENILE = "juvenile"
+    ADOLESCENT = "adolescent"
+    MATURE = "mature"
+
+STAGES = [Stage.EMBRYONIC, Stage.JUVENILE, Stage.ADOLESCENT, Stage.MATURE]
+PLASTICITY = {Stage.EMBRYONIC: 1.0, Stage.JUVENILE: 0.75, Stage.ADOLESCENT: 0.5, Stage.MATURE: 0.25}
+COLORS = {Stage.EMBRYONIC: "#4ade80", Stage.JUVENILE: "#60a5fa", Stage.ADOLESCENT: "#f59e0b", Stage.MATURE: "#a78bfa"}
+
+CRITICAL_PERIODS = [
+    ("rapid_learning", Stage.EMBRYONIC, Stage.JUVENILE, "Fast template adoption from peers"),
+    ("tool_exploration", Stage.JUVENILE, Stage.ADOLESCENT, "Try new tools freely"),
+    ("social_bonding", Stage.EMBRYONIC, Stage.ADOLESCENT, "Form trust with peers"),
+]
+
+TOOLS = [
+    ("basic_tool", Stage.EMBRYONIC, "Simple text processing"),
+    ("analyzer", Stage.JUVENILE, "Data analysis toolkit"),
+    ("planner", Stage.ADOLESCENT, "Strategic planning"),
+    ("orchestrator", Stage.MATURE, "Full multi-agent orchestration"),
+]
+
+
+def _get_stage(consumed_frac, juv_t, adol_t, mat_t):
+    if consumed_frac >= mat_t / 100: return Stage.MATURE
+    if consumed_frac >= adol_t / 100: return Stage.ADOLESCENT
+    if consumed_frac >= juv_t / 100: return Stage.JUVENILE
+    return Stage.EMBRYONIC
+
+
+def _run_lifecycle(max_ops, juv_t, adol_t, mat_t):
+    rows = ""
+    last = None
+    transitions = []
+    for tick in range(1, int(max_ops) + 1):
+        consumed = tick / max_ops
+        stage = _get_stage(consumed, juv_t, adol_t, mat_t)
+        if stage != last:
+            if last is not None:
+                transitions.append((tick, last, stage))
+            last = stage
+
+    for tick, old, new in transitions:
+        color = COLORS[new]
+        rows += f"""<tr>
+            <td style="padding:8px">Tick {tick}</td>
+            <td style="padding:8px;color:{COLORS[old]}">{old.value}</td>
+            <td style="padding:8px">&rarr;</td>
+            <td style="padding:8px;color:{color};font-weight:600">{new.value}</td>
+            <td style="padding:8px">{PLASTICITY[new]:.2f}</td>
+        </tr>"""
+
+    table = f"""<table style="width:100%;border-collapse:collapse;font-size:14px">
+        <thead><tr style="border-bottom:2px solid #333">
+            <th style="text-align:left;padding:8px">Tick</th>
+            <th style="text-align:left;padding:8px">From</th>
+            <th></th>
+            <th style="text-align:left;padding:8px">To</th>
+            <th style="text-align:left;padding:8px">Plasticity</th>
+        </tr></thead>
+        <tbody>{rows}</tbody>
+    </table>"""
+
+    # Critical periods
+    final_stage = _get_stage(1.0, juv_t, adol_t, mat_t)
+    cp_rows = ""
+    stage_order = {s: i for i, s in enumerate(STAGES)}
+    for name, opens, closes, desc in CRITICAL_PERIODS:
+        is_closed = stage_order[final_stage] >= stage_order[closes]
+        status = "CLOSED" if is_closed else "OPEN"
+        color = "#a44" if is_closed else "#4a4"
+        cp_rows += f"""<tr>
+            <td style="padding:8px">{name}</td>
+            <td style="padding:8px">{opens.value} → {closes.value}</td>
+            <td style="padding:8px;color:{color};font-weight:600">{status}</td>
+            <td style="padding:8px;font-size:12px;color:#888">{desc}</td>
+        </tr>"""
+
+    cp_table = f"""<h3 style="margin-top:24px">Critical Periods at MATURE</h3>
+    <table style="width:100%;border-collapse:collapse;font-size:14px">
+        <thead><tr style="border-bottom:2px solid #333">
+            <th style="text-align:left;padding:8px">Period</th>
+            <th style="text-align:left;padding:8px">Window</th>
+            <th style="text-align:left;padding:8px">Status</th>
+            <th style="text-align:left;padding:8px">Description</th>
+        </tr></thead>
+        <tbody>{cp_rows}</tbody>
+    </table>"""
+
+    # Tools
+    tool_rows = ""
+    for name, min_stage, desc in TOOLS:
+        can_acquire = stage_order[final_stage] >= stage_order[min_stage]
+        color = "#4a4" if can_acquire else "#a44"
+        tool_rows += f"""<tr>
+            <td style="padding:8px">{name}</td>
+            <td style="padding:8px">{min_stage.value}</td>
+            <td style="padding:8px;color:{color};font-weight:600">{'AVAILABLE' if can_acquire else 'LOCKED'}</td>
+            <td style="padding:8px;font-size:12px;color:#888">{desc}</td>
+        </tr>"""
+
+    tool_table = f"""<h3 style="margin-top:24px">Capability Gating at MATURE</h3>
+    <table style="width:100%;border-collapse:collapse;font-size:14px">
+        <thead><tr style="border-bottom:2px solid #333">
+            <th style="text-align:left;padding:8px">Tool</th>
+            <th style="text-align:left;padding:8px">Min Stage</th>
+            <th style="text-align:left;padding:8px">Status</th>
+            <th style="text-align:left;padding:8px">Description</th>
+        </tr></thead>
+        <tbody>{tool_rows}</tbody>
+    </table>"""
+
+    return table + cp_table + tool_table
+
+
+def build_app():
+    with gr.Blocks(title="Operon Developmental Staging", theme=gr.themes.Base()) as demo:
+        gr.Markdown("# Operon Developmental Staging\nLifecycle progression, critical periods, and capability gating.")
+
+        max_ops = gr.Slider(10, 500, value=100, step=10, label="Max Operations")
+        juv = gr.Slider(1, 50, value=10, step=1, label="Juvenile Threshold (%)")
+        adol = gr.Slider(10, 80, value=35, step=5, label="Adolescent Threshold (%)")
+        mat = gr.Slider(30, 95, value=70, step=5, label="Mature Threshold (%)")
+        btn = gr.Button("Run Lifecycle")
+        out = gr.HTML()
+        btn.click(_run_lifecycle, inputs=[max_ops, juv, adol, mat], outputs=[out])
+
+    return demo
+
+
+if __name__ == "__main__":
+    app = build_app()
+    app.launch()

requirements.txt

@@ -0,0 +1 @@
+gradio>=4.0