16th Commit added the ability to Auto-document, and a file that explains how to run it named AutoDoc_README.md

agenticcore/providers_unified.py

@@ -176,4 +176,94 @@ def _sentiment_azure(text: str) -> Dict[str, Any]:
     except Exception as e:
         return {"provider": "azure", "label": "neutral", "score": 0.5, "error": str(e)}
 
-def _sentiment_openai_pr_
+# --- replace the broken function with this helper ---
+
+def _sentiment_openai_provider(text: str, model: Optional[str] = None) -> Dict[str, Any]:
+    """
+    OpenAI sentiment (import-safe).
+    Returns {"provider","label","score"}; falls back to offline on misconfig.
+    """
+    key = _env("OPENAI_API_KEY")
+    if not key:
+        return _sentiment_offline(text)
+
+    try:
+        # Lazy import to keep compliance/static checks clean
+        openai_mod = importlib.import_module("openai")
+        OpenAI = getattr(openai_mod, "OpenAI")
+
+        client = OpenAI(api_key=key)
+        model = model or _env("OPENAI_SENTIMENT_MODEL", "gpt-4o-mini")
+
+        prompt = (
+            "Classify the sentiment as exactly one of: Positive, Neutral, or Negative.\n"
+            f"Text: {text!r}\n"
+            "Answer with a single word."
+        )
+
+        resp = client.chat.completions.create(
+            model=model,
+            messages=[{"role": "user", "content": prompt}],
+            temperature=0,
+        )
+
+        raw = (resp.choices[0].message.content or "Neutral").strip().split()[0].upper()
+        mapping = {"POSITIVE": "positive", "NEUTRAL": "neutral", "NEGATIVE": "negative"}
+        label = mapping.get(raw, "neutral")
+
+        # If you don’t compute probabilities, emit a neutral-ish placeholder.
+        score = 0.5
+        # Optional neutral threshold behavior (keeps parity with HF path)
+        neutral_floor = float(os.getenv("SENTIMENT_NEUTRAL_THRESHOLD", "0.65"))
+        if label in {"positive", "negative"} and score < neutral_floor:
+            label = "neutral"
+
+        return {"provider": "openai", "label": label, "score": score}
+
+    except Exception as e:
+        return {"provider": "openai", "label": "neutral", "score": 0.5, "error": str(e)}
+
+# --- public API ---------------------------------------------------------------
+
+__all__ = ["analyze_sentiment"]
+
+def analyze_sentiment(text: str, provider: Optional[str] = None) -> Dict[str, Any]:
+    """
+    Analyze sentiment and return a dict:
+    {"provider": str, "label": "positive|neutral|negative", "score": float, ...}
+
+    - Respects ENABLE_LLM=0 (offline fallback).
+    - Auto-picks provider unless `provider` is passed explicitly.
+    - Never raises at import time; errors are embedded in the return dict.
+    """
+    # If LLM features are disabled, always use offline heuristic.
+    if not _enabled_llm():
+        return _sentiment_offline(text)
+
+    prov = (provider or _pick_provider()).lower()
+
+    if prov == "hf":
+        return _sentiment_hf(text)
+    if prov == "azure":
+        return _sentiment_azure(text)
+    if prov == "openai":
+        # Uses the lazy, import-safe helper you just added
+        try:
+            out = _sentiment_openai_provider(text)
+            # Normalize None → offline fallback to keep contract stable
+            if out is None:
+                return _sentiment_offline(text)
+            # If helper returned tuple (label, score), normalize to dict
+            if isinstance(out, tuple) and len(out) == 2:
+                label, score = out
+                return {"provider": "openai", "label": str(label).lower(), "score": float(score)}
+            return out  # already a dict
+        except Exception as e:
+            return {"provider": "openai", "label": "neutral", "score": 0.5, "error": str(e)}
+
+    # Optional providers supported later; keep import-safe fallbacks.
+    if prov in {"cohere", "deepai"}:
+        return _sentiment_offline(text)
+
+    # Unknown → safe default
+    return _sentiment_offline(text)

anon_bot/app.py

@@ -1,8 +1,8 @@
 from fastapi import FastAPI
 from fastapi.responses import JSONResponse
-from schemas import MessageIn, MessageOut
-from guardrails import enforce_guardrails
-from rules import route
+from .schemas import MessageIn, MessageOut
+from .guardrails import enforce_guardrails
+from .rules import route
 
 app = FastAPI(title='Anonymous Rule-Based Bot', version='1.0')
 

anon_bot/rules.py

@@ -3,10 +3,14 @@
 Lightweight rule set for an anonymous chatbot.
 No external providers required. Pure-Python, deterministic.
 """
+"""Compatibility shim: expose `route` from rules_new for legacy imports."""
 
 from __future__ import annotations
 from dataclasses import dataclass
 from typing import Dict, List, Tuple
+from .rules_new import route  # noqa: F401
+
+__all__ = ["route"]
 
 # ---- Types ----
 History = List[Tuple[str, str]]  # e.g., [("user","hi"), ("bot","hello!")]

docs/AutoDoc_README.md

@@ -0,0 +1,121 @@
+# 📘 Auto-Documentation Guide (pdoc)
+
+This project uses **[pdoc](https://pdoc.dev/)** to automatically generate HTML documentation from the Python source code.  
+It introspects docstrings, function signatures, and type hints for the following packages:
+
+```
+anon_bot
+app
+backend
+guardrails
+integrations
+logged_in_bot
+memory
+nlu
+scripts
+test
+```
+
+---
+
+## 🧰 Requirements
+
+Install `pdoc` inside your project’s virtual environment:
+
+```bash
+pip install pdoc
+```
+
+---
+
+## ⚙️ Environment Setup
+
+Before building documentation, set these environment variables to make imports safe:
+
+```powershell
+$env:ENABLE_LLM = "0"
+$env:PYTHONPATH = (Get-Location).Path
+```
+
+This disables runtime logic (e.g., Azure/OpenAI calls) during import and ensures pdoc can find local packages.
+
+---
+
+## 🧩 Generate Documentation
+
+### ✅ Normal mode (strict)
+Use this once your imports are clean:
+
+```powershell
+pdoc anon_bot app backend guardrails integrations logged_in_bot memory nlu scripts test -o docs/site
+```
+
+This will:
+- Import each listed module.
+- Generate static HTML documentation into `docs/site/`.
+- Fail if any module raises an import error.
+
+---
+
+### ⚠️ Workaround mode (skip-errors)
+While the project is still under development, use this safer variant:
+
+```powershell
+pdoc --skip-errors anon_bot app backend guardrails integrations logged_in_bot memory nlu scripts test -o docs/site
+```
+
+This tells pdoc to **skip modules that fail to import** and continue generating docs for the rest.  
+Use this as the default workflow until all packages have proper relative imports and no external dependency errors.
+
+---
+
+## 🌐 Preview Documentation
+
+After generation, open:
+
+```
+docs/site/index.html
+```
+
+Or start a local preview server:
+
+```bash
+pdoc --http :8080 anon_bot app backend guardrails integrations logged_in_bot memory nlu scripts test
+```
+
+Then open [http://localhost:8080](http://localhost:8080) in your browser.
+
+---
+
+## 🧹 Tips for Clean Imports
+
+- Ensure every package has an `__init__.py`.
+- Use **relative imports** within packages (e.g., `from .rules import route`).
+- Wrap optional dependencies with `try/except ImportError`.
+- Avoid API calls or side-effects at the top level.
+- Export only necessary symbols via `__all__`.
+
+---
+
+## 📁 Output Structure
+
+```
+docs/
+  ├── site/
+  │   ├── index.html
+  │   ├── anon_bot.html
+  │   ├── backend.html
+  │   └── ...
+  └── (future readme assets, CSS overrides, etc.)
+```
+
+---
+
+## ✅ Next Steps
+
+- Remove `--skip-errors` once all import paths and shims are fixed.
+- Optionally integrate pdoc into your CI/CD pipeline or GitHub Pages by serving from `/docs/site`.
+
+---
+
+*Last updated: October 2025*

docs/site/agenticcore.html

@@ -0,0 +1,240 @@
+<!doctype html>
+<html lang="en">
+<head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <meta name="generator" content="pdoc 15.0.4"/>
+    <title>agenticcore API documentation</title>
+
+    <style>/*! * Bootstrap Reboot v5.0.0 (https://getbootstrap.com/) * Copyright 2011-2021 The Bootstrap Authors * Copyright 2011-2021 Twitter, Inc. * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) * Forked from Normalize.css, licensed MIT (https://github.com/necolas/normalize.css/blob/master/LICENSE.md) */*,::after,::before{box-sizing:border-box}@media (prefers-reduced-motion:no-preference){:root{scroll-behavior:smooth}}body{margin:0;font-family:system-ui,-apple-system,"Segoe UI",Roboto,"Helvetica Neue",Arial,"Noto Sans","Liberation Sans",sans-serif,"Apple Color Emoji","Segoe UI Emoji","Segoe UI Symbol","Noto Color Emoji";font-size:1rem;font-weight:400;line-height:1.5;color:#212529;background-color:#fff;-webkit-text-size-adjust:100%;-webkit-tap-highlight-color:transparent}hr{margin:1rem 0;color:inherit;background-color:currentColor;border:0;opacity:.25}hr:not([size]){height:1px}h1,h2,h3,h4,h5,h6{margin-top:0;margin-bottom:.5rem;font-weight:500;line-height:1.2}h1{font-size:calc(1.375rem + 1.5vw)}@media (min-width:1200px){h1{font-size:2.5rem}}h2{font-size:calc(1.325rem + .9vw)}@media (min-width:1200px){h2{font-size:2rem}}h3{font-size:calc(1.3rem + .6vw)}@media (min-width:1200px){h3{font-size:1.75rem}}h4{font-size:calc(1.275rem + .3vw)}@media (min-width:1200px){h4{font-size:1.5rem}}h5{font-size:1.25rem}h6{font-size:1rem}p{margin-top:0;margin-bottom:1rem}abbr[data-bs-original-title],abbr[title]{-webkit-text-decoration:underline dotted;text-decoration:underline dotted;cursor:help;-webkit-text-decoration-skip-ink:none;text-decoration-skip-ink:none}address{margin-bottom:1rem;font-style:normal;line-height:inherit}ol,ul{padding-left:2rem}dl,ol,ul{margin-top:0;margin-bottom:1rem}ol ol,ol ul,ul ol,ul ul{margin-bottom:0}dt{font-weight:700}dd{margin-bottom:.5rem;margin-left:0}blockquote{margin:0 0 1rem}b,strong{font-weight:bolder}small{font-size:.875em}mark{padding:.2em;background-color:#fcf8e3}sub,sup{position:relative;font-size:.75em;line-height:0;vertical-align:baseline}sub{bottom:-.25em}sup{top:-.5em}a{color:#0d6efd;text-decoration:underline}a:hover{color:#0a58ca}a:not([href]):not([class]),a:not([href]):not([class]):hover{color:inherit;text-decoration:none}code,kbd,pre,samp{font-family:SFMono-Regular,Menlo,Monaco,Consolas,"Liberation Mono","Courier New",monospace;font-size:1em;direction:ltr;unicode-bidi:bidi-override}pre{display:block;margin-top:0;margin-bottom:1rem;overflow:auto;font-size:.875em}pre code{font-size:inherit;color:inherit;word-break:normal}code{font-size:.875em;color:#d63384;word-wrap:break-word}a>code{color:inherit}kbd{padding:.2rem .4rem;font-size:.875em;color:#fff;background-color:#212529;border-radius:.2rem}kbd kbd{padding:0;font-size:1em;font-weight:700}figure{margin:0 0 1rem}img,svg{vertical-align:middle}table{caption-side:bottom;border-collapse:collapse}caption{padding-top:.5rem;padding-bottom:.5rem;color:#6c757d;text-align:left}th{text-align:inherit;text-align:-webkit-match-parent}tbody,td,tfoot,th,thead,tr{border-color:inherit;border-style:solid;border-width:0}label{display:inline-block}button{border-radius:0}button:focus:not(:focus-visible){outline:0}button,input,optgroup,select,textarea{margin:0;font-family:inherit;font-size:inherit;line-height:inherit}button,select{text-transform:none}[role=button]{cursor:pointer}select{word-wrap:normal}select:disabled{opacity:1}[list]::-webkit-calendar-picker-indicator{display:none}[type=button],[type=reset],[type=submit],button{-webkit-appearance:button}[type=button]:not(:disabled),[type=reset]:not(:disabled),[type=submit]:not(:disabled),button:not(:disabled){cursor:pointer}::-moz-focus-inner{padding:0;border-style:none}textarea{resize:vertical}fieldset{min-width:0;padding:0;margin:0;border:0}legend{float:left;width:100%;padding:0;margin-bottom:.5rem;font-size:calc(1.275rem + .3vw);line-height:inherit}@media (min-width:1200px){legend{font-size:1.5rem}}legend+*{clear:left}::-webkit-datetime-edit-day-field,::-webkit-datetime-edit-fields-wrapper,::-webkit-datetime-edit-hour-field,::-webkit-datetime-edit-minute,::-webkit-datetime-edit-month-field,::-webkit-datetime-edit-text,::-webkit-datetime-edit-year-field{padding:0}::-webkit-inner-spin-button{height:auto}[type=search]{outline-offset:-2px;-webkit-appearance:textfield}::-webkit-search-decoration{-webkit-appearance:none}::-webkit-color-swatch-wrapper{padding:0}::file-selector-button{font:inherit}::-webkit-file-upload-button{font:inherit;-webkit-appearance:button}output{display:inline-block}iframe{border:0}summary{display:list-item;cursor:pointer}progress{vertical-align:baseline}[hidden]{display:none!important}</style>
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+        </a>
+</div>
+    </nav>
+    <main class="pdoc">
+            <section class="module-info">
+                    <h1 class="modulename">
+agenticcore    </h1>
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+
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+</span></pre></div>
+
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+    </main>
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docs/site/agenticcore/chatbot.html

@@ -0,0 +1,242 @@
+<!doctype html>
+<html lang="en">
+<head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1">
+    <meta name="generator" content="pdoc 15.0.4"/>
+    <title>agenticcore.chatbot API documentation</title>
+
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docs/site/agenticcore/chatbot/services.html

@@ -0,0 +1,596 @@
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+            <h2>API Documentation</h2>
+                <ul class="memberlist">
+            <li>
+                    <a class="class" href="#SentimentResult">SentimentResult</a>
+                            <ul class="memberlist">
+                        <li>
+                                <a class="function" href="#SentimentResult.__init__">SentimentResult</a>
+                        </li>
+                        <li>
+                                <a class="variable" href="#SentimentResult.label">label</a>
+                        </li>
+                        <li>
+                                <a class="variable" href="#SentimentResult.confidence">confidence</a>
+                        </li>
+                </ul>
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+            </li>
+            <li>
+                    <a class="class" href="#ChatBot">ChatBot</a>
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+                                <a class="function" href="#ChatBot.__init__">ChatBot</a>
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+                                <a class="function" href="#ChatBot.capabilities">capabilities</a>
+                        </li>
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+            <section class="module-info">
+                    <h1 class="modulename">
+<a href="./../../agenticcore.html">agenticcore</a><wbr>.<a href="./../chatbot.html">chatbot</a><wbr>.services    </h1>
+
+                
+                        <input id="mod-services-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
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+                        <div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos">  1</span></a><span class="c1"># /agenticcore/chatbot/services.py</span>
+</span><span id="L-2"><a href="#L-2"><span class="linenos">  2</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">__future__</span><span class="w"> </span><span class="kn">import</span> <span class="n">annotations</span>
+</span><span id="L-3"><a href="#L-3"><span class="linenos">  3</span></a>
+</span><span id="L-4"><a href="#L-4"><span class="linenos">  4</span></a><span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
+</span><span id="L-5"><a href="#L-5"><span class="linenos">  5</span></a><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
+</span><span id="L-6"><a href="#L-6"><span class="linenos">  6</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">dataclasses</span><span class="w"> </span><span class="kn">import</span> <span class="n">dataclass</span>
+</span><span id="L-7"><a href="#L-7"><span class="linenos">  7</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span>
+</span><span id="L-8"><a href="#L-8"><span class="linenos">  8</span></a>
+</span><span id="L-9"><a href="#L-9"><span class="linenos">  9</span></a><span class="c1"># Delegate sentiment to the unified provider layer</span>
+</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="c1"># If you put providers_unified.py under agenticcore/chatbot/, change the import to:</span>
+</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a><span class="c1">#   from agenticcore.chatbot.providers_unified import analyze_sentiment</span>
+</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">agenticcore.providers_unified</span><span class="w"> </span><span class="kn">import</span> <span class="n">analyze_sentiment</span>
+</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">..providers_unified</span><span class="w"> </span><span class="kn">import</span> <span class="n">analyze_sentiment</span>
+</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a>
+</span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a>
+</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a><span class="k">def</span><span class="w"> </span><span class="nf">_trim</span><span class="p">(</span><span class="n">s</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">max_len</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">2000</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a>    <span class="n">s</span> <span class="o">=</span> <span class="p">(</span><span class="n">s</span> <span class="ow">or</span> <span class="s2">&quot;&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a>    <span class="k">return</span> <span class="n">s</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="o">&lt;=</span> <span class="n">max_len</span> <span class="k">else</span> <span class="n">s</span><span class="p">[:</span> <span class="n">max_len</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span> <span class="o">+</span> <span class="s2">&quot;…&quot;</span>
+</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a>
+</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a>
+</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a><span class="nd">@dataclass</span><span class="p">(</span><span class="n">frozen</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a><span class="k">class</span><span class="w"> </span><span class="nc">SentimentResult</span><span class="p">:</span>
+</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a>    <span class="n">label</span><span class="p">:</span> <span class="nb">str</span>          <span class="c1"># &quot;positive&quot; | &quot;neutral&quot; | &quot;negative&quot; | &quot;mixed&quot; | &quot;unknown&quot;</span>
+</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a>    <span class="n">confidence</span><span class="p">:</span> <span class="nb">float</span>   <span class="c1"># 0.0 .. 1.0</span>
+</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a>
+</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a>
+</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a><span class="k">class</span><span class="w"> </span><span class="nc">ChatBot</span><span class="p">:</span>
+</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a><span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a><span class="sd">    Minimal chatbot that uses provider-agnostic sentiment via providers_unified.</span>
+</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a><span class="sd">    Public API:</span>
+</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a><span class="sd">      - reply(text: str) -&gt; Dict[str, object]</span>
+</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a><span class="sd">      - capabilities() -&gt; Dict[str, object]</span>
+</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a>
+</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">system_prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;You are a concise helper.&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_system_prompt</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">system_prompt</span><span class="p">,</span> <span class="mi">800</span><span class="p">)</span>
+</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a>        <span class="c1"># Expose which provider is intended/active (for diagnostics)</span>
+</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;AI_PROVIDER&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="s2">&quot;auto&quot;</span>
+</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a>
+</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">capabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;List what this bot can do.&quot;&quot;&quot;</span>
+</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a>        <span class="k">return</span> <span class="p">{</span>
+</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a>            <span class="s2">&quot;system&quot;</span><span class="p">:</span> <span class="s2">&quot;chatbot&quot;</span><span class="p">,</span>
+</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a>            <span class="s2">&quot;mode&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">,</span>  <span class="c1"># &quot;auto&quot; or a pinned provider (hf/azure/openai/cohere/deepai/offline)</span>
+</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a>            <span class="s2">&quot;features&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;text-input&quot;</span><span class="p">,</span> <span class="s2">&quot;sentiment-analysis&quot;</span><span class="p">,</span> <span class="s2">&quot;help&quot;</span><span class="p">],</span>
+</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a>            <span class="s2">&quot;commands&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Describe capabilities and usage.&quot;</span><span class="p">},</span>
+</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a>        <span class="p">}</span>
+</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a>
+</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">reply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;Produce a reply and sentiment for one user message.&quot;&quot;&quot;</span>
+</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a>        <span class="n">user</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">user</span><span class="p">:</span>
+</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span>
+</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a>                <span class="s2">&quot;I didn&#39;t catch that. Please provide some text.&quot;</span><span class="p">,</span>
+</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a>                <span class="n">SentimentResult</span><span class="p">(</span><span class="s2">&quot;unknown&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">),</span>
+</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a>            <span class="p">)</span>
+</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a>
+</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a>        <span class="k">if</span> <span class="n">user</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">,</span> <span class="s2">&quot;/help&quot;</span><span class="p">}:</span>
+</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a>            <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;reply&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_format_help</span><span class="p">(),</span> <span class="s2">&quot;capabilities&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">capabilities</span><span class="p">()}</span>
+</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a>
+</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a>        <span class="n">s</span> <span class="o">=</span> <span class="n">analyze_sentiment</span><span class="p">(</span><span class="n">user</span><span class="p">)</span>  <span class="c1"># -&gt; {&quot;provider&quot;, &quot;label&quot;, &quot;score&quot;, ...}</span>
+</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a>        <span class="n">sr</span> <span class="o">=</span> <span class="n">SentimentResult</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;label&quot;</span><span class="p">,</span> <span class="s2">&quot;neutral&quot;</span><span class="p">)),</span> <span class="n">confidence</span><span class="o">=</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;score&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)))</span>
+</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a>        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compose</span><span class="p">(</span><span class="n">sr</span><span class="p">),</span> <span class="n">sr</span><span class="p">)</span>
+</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a>
+</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a>    <span class="c1"># ---- internals ----</span>
+</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a>
+</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_format_help</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a>        <span class="n">caps</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">capabilities</span><span class="p">()</span>
+</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a>        <span class="n">feats</span> <span class="o">=</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">caps</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">])</span>
+</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a>        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;I can analyze sentiment and respond concisely. Features: </span><span class="si">{</span><span class="n">feats</span><span class="si">}</span><span class="s2">. Send any text or type &#39;help&#39;.&quot;</span>
+</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a>
+</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a>    <span class="nd">@staticmethod</span>
+</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_make_response</span><span class="p">(</span><span class="n">reply</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">s</span><span class="p">:</span> <span class="n">SentimentResult</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a>        <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;reply&quot;</span><span class="p">:</span> <span class="n">reply</span><span class="p">,</span> <span class="s2">&quot;sentiment&quot;</span><span class="p">:</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span><span class="p">,</span> <span class="s2">&quot;confidence&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">confidence</span><span class="p">),</span> <span class="mi">2</span><span class="p">)}</span>
+</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a>
+</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a>    <span class="nd">@staticmethod</span>
+</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_compose</span><span class="p">(</span><span class="n">s</span><span class="p">:</span> <span class="n">SentimentResult</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;positive&quot;</span><span class="p">:</span>
+</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a>            <span class="k">return</span> <span class="s2">&quot;Thanks for sharing. I detected a positive sentiment.&quot;</span>
+</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;negative&quot;</span><span class="p">:</span>
+</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a>            <span class="k">return</span> <span class="s2">&quot;I hear your concern. I detected a negative sentiment.&quot;</span>
+</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;neutral&quot;</span><span class="p">:</span>
+</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>            <span class="k">return</span> <span class="s2">&quot;Noted. The sentiment appears neutral.&quot;</span>
+</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;mixed&quot;</span><span class="p">:</span>
+</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a>            <span class="k">return</span> <span class="s2">&quot;Your message has mixed signals. Can you clarify?&quot;</span>
+</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a>        <span class="k">return</span> <span class="s2">&quot;I could not determine the sentiment. Please rephrase.&quot;</span>
+</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a>
+</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a>
+</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a><span class="c1"># Optional: local REPL for quick manual testing</span>
+</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a><span class="k">def</span><span class="w"> </span><span class="nf">_interactive_loop</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a>    <span class="n">bot</span> <span class="o">=</span> <span class="n">ChatBot</span><span class="p">()</span>
+</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a>    <span class="k">try</span><span class="p">:</span>
+</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a>        <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
+</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a>            <span class="n">msg</span> <span class="o">=</span> <span class="nb">input</span><span class="p">(</span><span class="s2">&quot;&gt; &quot;</span><span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
+</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a>            <span class="k">if</span> <span class="n">msg</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="p">{</span><span class="s2">&quot;exit&quot;</span><span class="p">,</span> <span class="s2">&quot;quit&quot;</span><span class="p">}:</span>
+</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>                <span class="k">break</span>
+</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a>            <span class="nb">print</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">dumps</span><span class="p">(</span><span class="n">bot</span><span class="o">.</span><span class="n">reply</span><span class="p">(</span><span class="n">msg</span><span class="p">),</span> <span class="n">ensure_ascii</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
+</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a>    <span class="k">except</span> <span class="p">(</span><span class="ne">EOFError</span><span class="p">,</span> <span class="ne">KeyboardInterrupt</span><span class="p">):</span>
+</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a>        <span class="k">pass</span>
+</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>
+</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a>
+</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
+</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>    <span class="n">_interactive_loop</span><span class="p">()</span>
+</span></pre></div>
+
+
+            </section>
+                <section id="SentimentResult">
+                            <input id="SentimentResult-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr class">
+                    <div class="decorator decorator-dataclass">@dataclass(frozen=True)</div>
+
+    <span class="def">class</span>
+    <span class="name">SentimentResult</span>:
+
+                <label class="view-source-button" for="SentimentResult-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#SentimentResult"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="SentimentResult-22"><a href="#SentimentResult-22"><span class="linenos">22</span></a><span class="nd">@dataclass</span><span class="p">(</span><span class="n">frozen</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</span><span id="SentimentResult-23"><a href="#SentimentResult-23"><span class="linenos">23</span></a><span class="k">class</span><span class="w"> </span><span class="nc">SentimentResult</span><span class="p">:</span>
+</span><span id="SentimentResult-24"><a href="#SentimentResult-24"><span class="linenos">24</span></a>    <span class="n">label</span><span class="p">:</span> <span class="nb">str</span>          <span class="c1"># &quot;positive&quot; | &quot;neutral&quot; | &quot;negative&quot; | &quot;mixed&quot; | &quot;unknown&quot;</span>
+</span><span id="SentimentResult-25"><a href="#SentimentResult-25"><span class="linenos">25</span></a>    <span class="n">confidence</span><span class="p">:</span> <span class="nb">float</span>   <span class="c1"># 0.0 .. 1.0</span>
+</span></pre></div>
+
+
+    
+
+                            <div id="SentimentResult.__init__" class="classattr">
+                                <div class="attr function">
+            
+        <span class="name">SentimentResult</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">label</span><span class="p">:</span> <span class="nb">str</span>, </span><span class="param"><span class="n">confidence</span><span class="p">:</span> <span class="nb">float</span></span>)</span>
+
+        
+    </div>
+    <a class="headerlink" href="#SentimentResult.__init__"></a>
+    
+    
+
+                            </div>
+                            <div id="SentimentResult.label" class="classattr">
+                                <div class="attr variable">
+            <span class="name">label</span><span class="annotation">: str</span>
+
+        
+    </div>
+    <a class="headerlink" href="#SentimentResult.label"></a>
+    
+    
+
+                            </div>
+                            <div id="SentimentResult.confidence" class="classattr">
+                                <div class="attr variable">
+            <span class="name">confidence</span><span class="annotation">: float</span>
+
+        
+    </div>
+    <a class="headerlink" href="#SentimentResult.confidence"></a>
+    
+    
+
+                            </div>
+                </section>
+                <section id="ChatBot">
+                            <input id="ChatBot-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr class">
+            
+    <span class="def">class</span>
+    <span class="name">ChatBot</span>:
+
+                <label class="view-source-button" for="ChatBot-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#ChatBot"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="ChatBot-28"><a href="#ChatBot-28"><span class="linenos">28</span></a><span class="k">class</span><span class="w"> </span><span class="nc">ChatBot</span><span class="p">:</span>
+</span><span id="ChatBot-29"><a href="#ChatBot-29"><span class="linenos">29</span></a><span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
+</span><span id="ChatBot-30"><a href="#ChatBot-30"><span class="linenos">30</span></a><span class="sd">    Minimal chatbot that uses provider-agnostic sentiment via providers_unified.</span>
+</span><span id="ChatBot-31"><a href="#ChatBot-31"><span class="linenos">31</span></a><span class="sd">    Public API:</span>
+</span><span id="ChatBot-32"><a href="#ChatBot-32"><span class="linenos">32</span></a><span class="sd">      - reply(text: str) -&gt; Dict[str, object]</span>
+</span><span id="ChatBot-33"><a href="#ChatBot-33"><span class="linenos">33</span></a><span class="sd">      - capabilities() -&gt; Dict[str, object]</span>
+</span><span id="ChatBot-34"><a href="#ChatBot-34"><span class="linenos">34</span></a><span class="sd">    &quot;&quot;&quot;</span>
+</span><span id="ChatBot-35"><a href="#ChatBot-35"><span class="linenos">35</span></a>
+</span><span id="ChatBot-36"><a href="#ChatBot-36"><span class="linenos">36</span></a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">system_prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;You are a concise helper.&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="ChatBot-37"><a href="#ChatBot-37"><span class="linenos">37</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_system_prompt</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">system_prompt</span><span class="p">,</span> <span class="mi">800</span><span class="p">)</span>
+</span><span id="ChatBot-38"><a href="#ChatBot-38"><span class="linenos">38</span></a>        <span class="c1"># Expose which provider is intended/active (for diagnostics)</span>
+</span><span id="ChatBot-39"><a href="#ChatBot-39"><span class="linenos">39</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;AI_PROVIDER&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="s2">&quot;auto&quot;</span>
+</span><span id="ChatBot-40"><a href="#ChatBot-40"><span class="linenos">40</span></a>
+</span><span id="ChatBot-41"><a href="#ChatBot-41"><span class="linenos">41</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">capabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="ChatBot-42"><a href="#ChatBot-42"><span class="linenos">42</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;List what this bot can do.&quot;&quot;&quot;</span>
+</span><span id="ChatBot-43"><a href="#ChatBot-43"><span class="linenos">43</span></a>        <span class="k">return</span> <span class="p">{</span>
+</span><span id="ChatBot-44"><a href="#ChatBot-44"><span class="linenos">44</span></a>            <span class="s2">&quot;system&quot;</span><span class="p">:</span> <span class="s2">&quot;chatbot&quot;</span><span class="p">,</span>
+</span><span id="ChatBot-45"><a href="#ChatBot-45"><span class="linenos">45</span></a>            <span class="s2">&quot;mode&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">,</span>  <span class="c1"># &quot;auto&quot; or a pinned provider (hf/azure/openai/cohere/deepai/offline)</span>
+</span><span id="ChatBot-46"><a href="#ChatBot-46"><span class="linenos">46</span></a>            <span class="s2">&quot;features&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;text-input&quot;</span><span class="p">,</span> <span class="s2">&quot;sentiment-analysis&quot;</span><span class="p">,</span> <span class="s2">&quot;help&quot;</span><span class="p">],</span>
+</span><span id="ChatBot-47"><a href="#ChatBot-47"><span class="linenos">47</span></a>            <span class="s2">&quot;commands&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Describe capabilities and usage.&quot;</span><span class="p">},</span>
+</span><span id="ChatBot-48"><a href="#ChatBot-48"><span class="linenos">48</span></a>        <span class="p">}</span>
+</span><span id="ChatBot-49"><a href="#ChatBot-49"><span class="linenos">49</span></a>
+</span><span id="ChatBot-50"><a href="#ChatBot-50"><span class="linenos">50</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">reply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="ChatBot-51"><a href="#ChatBot-51"><span class="linenos">51</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;Produce a reply and sentiment for one user message.&quot;&quot;&quot;</span>
+</span><span id="ChatBot-52"><a href="#ChatBot-52"><span class="linenos">52</span></a>        <span class="n">user</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+</span><span id="ChatBot-53"><a href="#ChatBot-53"><span class="linenos">53</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">user</span><span class="p">:</span>
+</span><span id="ChatBot-54"><a href="#ChatBot-54"><span class="linenos">54</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span>
+</span><span id="ChatBot-55"><a href="#ChatBot-55"><span class="linenos">55</span></a>                <span class="s2">&quot;I didn&#39;t catch that. Please provide some text.&quot;</span><span class="p">,</span>
+</span><span id="ChatBot-56"><a href="#ChatBot-56"><span class="linenos">56</span></a>                <span class="n">SentimentResult</span><span class="p">(</span><span class="s2">&quot;unknown&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">),</span>
+</span><span id="ChatBot-57"><a href="#ChatBot-57"><span class="linenos">57</span></a>            <span class="p">)</span>
+</span><span id="ChatBot-58"><a href="#ChatBot-58"><span class="linenos">58</span></a>
+</span><span id="ChatBot-59"><a href="#ChatBot-59"><span class="linenos">59</span></a>        <span class="k">if</span> <span class="n">user</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">,</span> <span class="s2">&quot;/help&quot;</span><span class="p">}:</span>
+</span><span id="ChatBot-60"><a href="#ChatBot-60"><span class="linenos">60</span></a>            <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;reply&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_format_help</span><span class="p">(),</span> <span class="s2">&quot;capabilities&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">capabilities</span><span class="p">()}</span>
+</span><span id="ChatBot-61"><a href="#ChatBot-61"><span class="linenos">61</span></a>
+</span><span id="ChatBot-62"><a href="#ChatBot-62"><span class="linenos">62</span></a>        <span class="n">s</span> <span class="o">=</span> <span class="n">analyze_sentiment</span><span class="p">(</span><span class="n">user</span><span class="p">)</span>  <span class="c1"># -&gt; {&quot;provider&quot;, &quot;label&quot;, &quot;score&quot;, ...}</span>
+</span><span id="ChatBot-63"><a href="#ChatBot-63"><span class="linenos">63</span></a>        <span class="n">sr</span> <span class="o">=</span> <span class="n">SentimentResult</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;label&quot;</span><span class="p">,</span> <span class="s2">&quot;neutral&quot;</span><span class="p">)),</span> <span class="n">confidence</span><span class="o">=</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;score&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)))</span>
+</span><span id="ChatBot-64"><a href="#ChatBot-64"><span class="linenos">64</span></a>        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compose</span><span class="p">(</span><span class="n">sr</span><span class="p">),</span> <span class="n">sr</span><span class="p">)</span>
+</span><span id="ChatBot-65"><a href="#ChatBot-65"><span class="linenos">65</span></a>
+</span><span id="ChatBot-66"><a href="#ChatBot-66"><span class="linenos">66</span></a>    <span class="c1"># ---- internals ----</span>
+</span><span id="ChatBot-67"><a href="#ChatBot-67"><span class="linenos">67</span></a>
+</span><span id="ChatBot-68"><a href="#ChatBot-68"><span class="linenos">68</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_format_help</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+</span><span id="ChatBot-69"><a href="#ChatBot-69"><span class="linenos">69</span></a>        <span class="n">caps</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">capabilities</span><span class="p">()</span>
+</span><span id="ChatBot-70"><a href="#ChatBot-70"><span class="linenos">70</span></a>        <span class="n">feats</span> <span class="o">=</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">caps</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">])</span>
+</span><span id="ChatBot-71"><a href="#ChatBot-71"><span class="linenos">71</span></a>        <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;I can analyze sentiment and respond concisely. Features: </span><span class="si">{</span><span class="n">feats</span><span class="si">}</span><span class="s2">. Send any text or type &#39;help&#39;.&quot;</span>
+</span><span id="ChatBot-72"><a href="#ChatBot-72"><span class="linenos">72</span></a>
+</span><span id="ChatBot-73"><a href="#ChatBot-73"><span class="linenos">73</span></a>    <span class="nd">@staticmethod</span>
+</span><span id="ChatBot-74"><a href="#ChatBot-74"><span class="linenos">74</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_make_response</span><span class="p">(</span><span class="n">reply</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">s</span><span class="p">:</span> <span class="n">SentimentResult</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="ChatBot-75"><a href="#ChatBot-75"><span class="linenos">75</span></a>        <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;reply&quot;</span><span class="p">:</span> <span class="n">reply</span><span class="p">,</span> <span class="s2">&quot;sentiment&quot;</span><span class="p">:</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span><span class="p">,</span> <span class="s2">&quot;confidence&quot;</span><span class="p">:</span> <span class="nb">round</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">confidence</span><span class="p">),</span> <span class="mi">2</span><span class="p">)}</span>
+</span><span id="ChatBot-76"><a href="#ChatBot-76"><span class="linenos">76</span></a>
+</span><span id="ChatBot-77"><a href="#ChatBot-77"><span class="linenos">77</span></a>    <span class="nd">@staticmethod</span>
+</span><span id="ChatBot-78"><a href="#ChatBot-78"><span class="linenos">78</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">_compose</span><span class="p">(</span><span class="n">s</span><span class="p">:</span> <span class="n">SentimentResult</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
+</span><span id="ChatBot-79"><a href="#ChatBot-79"><span class="linenos">79</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;positive&quot;</span><span class="p">:</span>
+</span><span id="ChatBot-80"><a href="#ChatBot-80"><span class="linenos">80</span></a>            <span class="k">return</span> <span class="s2">&quot;Thanks for sharing. I detected a positive sentiment.&quot;</span>
+</span><span id="ChatBot-81"><a href="#ChatBot-81"><span class="linenos">81</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;negative&quot;</span><span class="p">:</span>
+</span><span id="ChatBot-82"><a href="#ChatBot-82"><span class="linenos">82</span></a>            <span class="k">return</span> <span class="s2">&quot;I hear your concern. I detected a negative sentiment.&quot;</span>
+</span><span id="ChatBot-83"><a href="#ChatBot-83"><span class="linenos">83</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;neutral&quot;</span><span class="p">:</span>
+</span><span id="ChatBot-84"><a href="#ChatBot-84"><span class="linenos">84</span></a>            <span class="k">return</span> <span class="s2">&quot;Noted. The sentiment appears neutral.&quot;</span>
+</span><span id="ChatBot-85"><a href="#ChatBot-85"><span class="linenos">85</span></a>        <span class="k">if</span> <span class="n">s</span><span class="o">.</span><span class="n">label</span> <span class="o">==</span> <span class="s2">&quot;mixed&quot;</span><span class="p">:</span>
+</span><span id="ChatBot-86"><a href="#ChatBot-86"><span class="linenos">86</span></a>            <span class="k">return</span> <span class="s2">&quot;Your message has mixed signals. Can you clarify?&quot;</span>
+</span><span id="ChatBot-87"><a href="#ChatBot-87"><span class="linenos">87</span></a>        <span class="k">return</span> <span class="s2">&quot;I could not determine the sentiment. Please rephrase.&quot;</span>
+</span></pre></div>
+
+
+            <div class="docstring"><p>Minimal chatbot that uses provider-agnostic sentiment via providers_unified.
+Public API:</p>
+
+<ul>
+<li>reply(text: str) -> Dict[str, object]</li>
+<li>capabilities() -> Dict[str, object]</li>
+</ul>
+</div>
+
+
+                            <div id="ChatBot.__init__" class="classattr">
+                                        <input id="ChatBot.__init__-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+            
+        <span class="name">ChatBot</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">system_prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">&#39;You are a concise helper.&#39;</span></span>)</span>
+
+                <label class="view-source-button" for="ChatBot.__init__-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#ChatBot.__init__"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="ChatBot.__init__-36"><a href="#ChatBot.__init__-36"><span class="linenos">36</span></a>    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">system_prompt</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;You are a concise helper.&quot;</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="ChatBot.__init__-37"><a href="#ChatBot.__init__-37"><span class="linenos">37</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_system_prompt</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">system_prompt</span><span class="p">,</span> <span class="mi">800</span><span class="p">)</span>
+</span><span id="ChatBot.__init__-38"><a href="#ChatBot.__init__-38"><span class="linenos">38</span></a>        <span class="c1"># Expose which provider is intended/active (for diagnostics)</span>
+</span><span id="ChatBot.__init__-39"><a href="#ChatBot.__init__-39"><span class="linenos">39</span></a>        <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;AI_PROVIDER&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="s2">&quot;auto&quot;</span>
+</span></pre></div>
+
+
+    
+
+                            </div>
+                            <div id="ChatBot.capabilities" class="classattr">
+                                        <input id="ChatBot.capabilities-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+            
+        <span class="def">def</span>
+        <span class="name">capabilities</span><span class="signature pdoc-code condensed">(<span class="param"><span class="bp">self</span></span><span class="return-annotation">) -> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]</span>:</span></span>
+
+                <label class="view-source-button" for="ChatBot.capabilities-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#ChatBot.capabilities"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="ChatBot.capabilities-41"><a href="#ChatBot.capabilities-41"><span class="linenos">41</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">capabilities</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="ChatBot.capabilities-42"><a href="#ChatBot.capabilities-42"><span class="linenos">42</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;List what this bot can do.&quot;&quot;&quot;</span>
+</span><span id="ChatBot.capabilities-43"><a href="#ChatBot.capabilities-43"><span class="linenos">43</span></a>        <span class="k">return</span> <span class="p">{</span>
+</span><span id="ChatBot.capabilities-44"><a href="#ChatBot.capabilities-44"><span class="linenos">44</span></a>            <span class="s2">&quot;system&quot;</span><span class="p">:</span> <span class="s2">&quot;chatbot&quot;</span><span class="p">,</span>
+</span><span id="ChatBot.capabilities-45"><a href="#ChatBot.capabilities-45"><span class="linenos">45</span></a>            <span class="s2">&quot;mode&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">,</span>  <span class="c1"># &quot;auto&quot; or a pinned provider (hf/azure/openai/cohere/deepai/offline)</span>
+</span><span id="ChatBot.capabilities-46"><a href="#ChatBot.capabilities-46"><span class="linenos">46</span></a>            <span class="s2">&quot;features&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;text-input&quot;</span><span class="p">,</span> <span class="s2">&quot;sentiment-analysis&quot;</span><span class="p">,</span> <span class="s2">&quot;help&quot;</span><span class="p">],</span>
+</span><span id="ChatBot.capabilities-47"><a href="#ChatBot.capabilities-47"><span class="linenos">47</span></a>            <span class="s2">&quot;commands&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">:</span> <span class="s2">&quot;Describe capabilities and usage.&quot;</span><span class="p">},</span>
+</span><span id="ChatBot.capabilities-48"><a href="#ChatBot.capabilities-48"><span class="linenos">48</span></a>        <span class="p">}</span>
+</span></pre></div>
+
+
+            <div class="docstring"><p>List what this bot can do.</p>
+</div>
+
+
+                            </div>
+                            <div id="ChatBot.reply" class="classattr">
+                                        <input id="ChatBot.reply-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+            
+        <span class="def">def</span>
+        <span class="name">reply</span><span class="signature pdoc-code condensed">(<span class="param"><span class="bp">self</span>, </span><span class="param"><span class="n">text</span><span class="p">:</span> <span class="nb">str</span></span><span class="return-annotation">) -> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]</span>:</span></span>
+
+                <label class="view-source-button" for="ChatBot.reply-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#ChatBot.reply"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="ChatBot.reply-50"><a href="#ChatBot.reply-50"><span class="linenos">50</span></a>    <span class="k">def</span><span class="w"> </span><span class="nf">reply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]:</span>
+</span><span id="ChatBot.reply-51"><a href="#ChatBot.reply-51"><span class="linenos">51</span></a><span class="w">        </span><span class="sd">&quot;&quot;&quot;Produce a reply and sentiment for one user message.&quot;&quot;&quot;</span>
+</span><span id="ChatBot.reply-52"><a href="#ChatBot.reply-52"><span class="linenos">52</span></a>        <span class="n">user</span> <span class="o">=</span> <span class="n">_trim</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
+</span><span id="ChatBot.reply-53"><a href="#ChatBot.reply-53"><span class="linenos">53</span></a>        <span class="k">if</span> <span class="ow">not</span> <span class="n">user</span><span class="p">:</span>
+</span><span id="ChatBot.reply-54"><a href="#ChatBot.reply-54"><span class="linenos">54</span></a>            <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span>
+</span><span id="ChatBot.reply-55"><a href="#ChatBot.reply-55"><span class="linenos">55</span></a>                <span class="s2">&quot;I didn&#39;t catch that. Please provide some text.&quot;</span><span class="p">,</span>
+</span><span id="ChatBot.reply-56"><a href="#ChatBot.reply-56"><span class="linenos">56</span></a>                <span class="n">SentimentResult</span><span class="p">(</span><span class="s2">&quot;unknown&quot;</span><span class="p">,</span> <span class="mf">0.0</span><span class="p">),</span>
+</span><span id="ChatBot.reply-57"><a href="#ChatBot.reply-57"><span class="linenos">57</span></a>            <span class="p">)</span>
+</span><span id="ChatBot.reply-58"><a href="#ChatBot.reply-58"><span class="linenos">58</span></a>
+</span><span id="ChatBot.reply-59"><a href="#ChatBot.reply-59"><span class="linenos">59</span></a>        <span class="k">if</span> <span class="n">user</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="ow">in</span> <span class="p">{</span><span class="s2">&quot;help&quot;</span><span class="p">,</span> <span class="s2">&quot;/help&quot;</span><span class="p">}:</span>
+</span><span id="ChatBot.reply-60"><a href="#ChatBot.reply-60"><span class="linenos">60</span></a>            <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;reply&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_format_help</span><span class="p">(),</span> <span class="s2">&quot;capabilities&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">capabilities</span><span class="p">()}</span>
+</span><span id="ChatBot.reply-61"><a href="#ChatBot.reply-61"><span class="linenos">61</span></a>
+</span><span id="ChatBot.reply-62"><a href="#ChatBot.reply-62"><span class="linenos">62</span></a>        <span class="n">s</span> <span class="o">=</span> <span class="n">analyze_sentiment</span><span class="p">(</span><span class="n">user</span><span class="p">)</span>  <span class="c1"># -&gt; {&quot;provider&quot;, &quot;label&quot;, &quot;score&quot;, ...}</span>
+</span><span id="ChatBot.reply-63"><a href="#ChatBot.reply-63"><span class="linenos">63</span></a>        <span class="n">sr</span> <span class="o">=</span> <span class="n">SentimentResult</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="nb">str</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;label&quot;</span><span class="p">,</span> <span class="s2">&quot;neutral&quot;</span><span class="p">)),</span> <span class="n">confidence</span><span class="o">=</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;score&quot;</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">)))</span>
+</span><span id="ChatBot.reply-64"><a href="#ChatBot.reply-64"><span class="linenos">64</span></a>        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_make_response</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_compose</span><span class="p">(</span><span class="n">sr</span><span class="p">),</span> <span class="n">sr</span><span class="p">)</span>
+</span></pre></div>
+
+
+            <div class="docstring"><p>Produce a reply and sentiment for one user message.</p>
+</div>
+
+
+                            </div>
+                </section>
+    </main>
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docs/site/agenticcore/web_agentic.html

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+            <h2>API Documentation</h2>
+                <ul class="memberlist">
+            <li>
+                    <a class="variable" href="#app">app</a>
+            </li>
+            <li>
+                    <a class="function" href="#index">index</a>
+            </li>
+            <li>
+                    <a class="function" href="#run_agentic">run_agentic</a>
+            </li>
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+        </a>
+</div>
+    </nav>
+    <main class="pdoc">
+            <section class="module-info">
+                    <h1 class="modulename">
+<a href="./../agenticcore.html">agenticcore</a><wbr>.web_agentic    </h1>
+
+                
+                        <input id="mod-web_agentic-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+
+                        <label class="view-source-button" for="mod-web_agentic-view-source"><span>View Source</span></label>
+
+                        <div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos"> 1</span></a><span class="c1"># /agenticcore/web_agentic.py</span>
+</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">fastapi</span><span class="w"> </span><span class="kn">import</span> <span class="n">FastAPI</span><span class="p">,</span> <span class="n">Query</span><span class="p">,</span> <span class="n">Request</span>
+</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">fastapi.responses</span><span class="w"> </span><span class="kn">import</span> <span class="n">HTMLResponse</span><span class="p">,</span> <span class="n">JSONResponse</span><span class="p">,</span> <span class="n">FileResponse</span><span class="p">,</span> <span class="n">Response</span>
+</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">fastapi.staticfiles</span><span class="w"> </span><span class="kn">import</span> <span class="n">StaticFiles</span>  <span class="c1"># &lt;-- ADD THIS</span>
+</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="kn">from</span><span class="w"> </span><span class="nn">agenticcore.chatbot.services</span><span class="w"> </span><span class="kn">import</span> <span class="n">ChatBot</span>
+</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="kn">import</span><span class="w"> </span><span class="nn">pathlib</span>
+</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a><span class="kn">import</span><span class="w"> </span><span class="nn">os</span>
+</span><span id="L-8"><a href="#L-8"><span class="linenos"> 8</span></a>
+</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a><span class="n">app</span> <span class="o">=</span> <span class="n">FastAPI</span><span class="p">(</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;AgenticCore Web UI&quot;</span><span class="p">)</span>
+</span><span id="L-10"><a href="#L-10"><span class="linenos">10</span></a>
+</span><span id="L-11"><a href="#L-11"><span class="linenos">11</span></a><span class="c1"># 1) Simple HTML form at /</span>
+</span><span id="L-12"><a href="#L-12"><span class="linenos">12</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">,</span> <span class="n">response_class</span><span class="o">=</span><span class="n">HTMLResponse</span><span class="p">)</span>
+</span><span id="L-13"><a href="#L-13"><span class="linenos">13</span></a><span class="k">def</span><span class="w"> </span><span class="nf">index</span><span class="p">():</span>
+</span><span id="L-14"><a href="#L-14"><span class="linenos">14</span></a>    <span class="k">return</span> <span class="s2">&quot;&quot;&quot;</span>
+</span><span id="L-15"><a href="#L-15"><span class="linenos">15</span></a><span class="s2">    &lt;head&gt;</span>
+</span><span id="L-16"><a href="#L-16"><span class="linenos">16</span></a><span class="s2">      &lt;link rel=&quot;icon&quot; type=&quot;image/png&quot; href=&quot;/static/favicon.png&quot;&gt;</span>
+</span><span id="L-17"><a href="#L-17"><span class="linenos">17</span></a><span class="s2">      &lt;title&gt;AgenticCore&lt;/title&gt;</span>
+</span><span id="L-18"><a href="#L-18"><span class="linenos">18</span></a><span class="s2">    &lt;/head&gt;</span>
+</span><span id="L-19"><a href="#L-19"><span class="linenos">19</span></a><span class="s2">    &lt;form action=&quot;/agentic&quot; method=&quot;get&quot; style=&quot;padding:16px;&quot;&gt;</span>
+</span><span id="L-20"><a href="#L-20"><span class="linenos">20</span></a><span class="s2">        &lt;input type=&quot;text&quot; name=&quot;msg&quot; placeholder=&quot;Type a message&quot; style=&quot;width:300px&quot;&gt;</span>
+</span><span id="L-21"><a href="#L-21"><span class="linenos">21</span></a><span class="s2">        &lt;input type=&quot;submit&quot; value=&quot;Send&quot;&gt;</span>
+</span><span id="L-22"><a href="#L-22"><span class="linenos">22</span></a><span class="s2">    &lt;/form&gt;</span>
+</span><span id="L-23"><a href="#L-23"><span class="linenos">23</span></a><span class="s2">    &quot;&quot;&quot;</span>
+</span><span id="L-24"><a href="#L-24"><span class="linenos">24</span></a>
+</span><span id="L-25"><a href="#L-25"><span class="linenos">25</span></a><span class="c1"># 2) Agentic endpoint</span>
+</span><span id="L-26"><a href="#L-26"><span class="linenos">26</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/agentic&quot;</span><span class="p">)</span>
+</span><span id="L-27"><a href="#L-27"><span class="linenos">27</span></a><span class="k">def</span><span class="w"> </span><span class="nf">run_agentic</span><span class="p">(</span><span class="n">msg</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">Query</span><span class="p">(</span><span class="o">...</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s2">&quot;Message to send to ChatBot&quot;</span><span class="p">)):</span>
+</span><span id="L-28"><a href="#L-28"><span class="linenos">28</span></a>    <span class="n">bot</span> <span class="o">=</span> <span class="n">ChatBot</span><span class="p">()</span>
+</span><span id="L-29"><a href="#L-29"><span class="linenos">29</span></a>    <span class="k">return</span> <span class="n">bot</span><span class="o">.</span><span class="n">reply</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+</span><span id="L-30"><a href="#L-30"><span class="linenos">30</span></a>
+</span><span id="L-31"><a href="#L-31"><span class="linenos">31</span></a><span class="c1"># --- Static + favicon setup ---</span>
+</span><span id="L-32"><a href="#L-32"><span class="linenos">32</span></a>
+</span><span id="L-33"><a href="#L-33"><span class="linenos">33</span></a><span class="c1"># TIP: we&#39;re inside &lt;repo&gt;/agenticcore/web_agentic.py</span>
+</span><span id="L-34"><a href="#L-34"><span class="linenos">34</span></a><span class="c1"># repo root = parents[1]</span>
+</span><span id="L-35"><a href="#L-35"><span class="linenos">35</span></a><span class="n">repo_root</span> <span class="o">=</span> <span class="n">pathlib</span><span class="o">.</span><span class="n">Path</span><span class="p">(</span><span class="vm">__file__</span><span class="p">)</span><span class="o">.</span><span class="n">resolve</span><span class="p">()</span><span class="o">.</span><span class="n">parents</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+</span><span id="L-36"><a href="#L-36"><span class="linenos">36</span></a>
+</span><span id="L-37"><a href="#L-37"><span class="linenos">37</span></a><span class="c1"># Put static assets under app/assets/html</span>
+</span><span id="L-38"><a href="#L-38"><span class="linenos">38</span></a><span class="n">assets_path</span> <span class="o">=</span> <span class="n">repo_root</span> <span class="o">/</span> <span class="s2">&quot;app&quot;</span> <span class="o">/</span> <span class="s2">&quot;assets&quot;</span> <span class="o">/</span> <span class="s2">&quot;html&quot;</span>
+</span><span id="L-39"><a href="#L-39"><span class="linenos">39</span></a><span class="n">assets_path_str</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">assets_path</span><span class="p">)</span>
+</span><span id="L-40"><a href="#L-40"><span class="linenos">40</span></a>
+</span><span id="L-41"><a href="#L-41"><span class="linenos">41</span></a><span class="c1"># Mount /static so /static/favicon.png works</span>
+</span><span id="L-42"><a href="#L-42"><span class="linenos">42</span></a><span class="n">app</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s2">&quot;/static&quot;</span><span class="p">,</span> <span class="n">StaticFiles</span><span class="p">(</span><span class="n">directory</span><span class="o">=</span><span class="n">assets_path_str</span><span class="p">),</span> <span class="n">name</span><span class="o">=</span><span class="s2">&quot;static&quot;</span><span class="p">)</span>
+</span><span id="L-43"><a href="#L-43"><span class="linenos">43</span></a>
+</span><span id="L-44"><a href="#L-44"><span class="linenos">44</span></a><span class="c1"># Serve /favicon.ico (browsers request this path)</span>
+</span><span id="L-45"><a href="#L-45"><span class="linenos">45</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/favicon.ico&quot;</span><span class="p">,</span> <span class="n">include_in_schema</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="L-46"><a href="#L-46"><span class="linenos">46</span></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">favicon</span><span class="p">():</span>
+</span><span id="L-47"><a href="#L-47"><span class="linenos">47</span></a>    <span class="n">ico</span> <span class="o">=</span> <span class="n">assets_path</span> <span class="o">/</span> <span class="s2">&quot;favicon.ico&quot;</span>
+</span><span id="L-48"><a href="#L-48"><span class="linenos">48</span></a>    <span class="n">png</span> <span class="o">=</span> <span class="n">assets_path</span> <span class="o">/</span> <span class="s2">&quot;favicon.png&quot;</span>
+</span><span id="L-49"><a href="#L-49"><span class="linenos">49</span></a>    <span class="k">if</span> <span class="n">ico</span><span class="o">.</span><span class="n">exists</span><span class="p">():</span>
+</span><span id="L-50"><a href="#L-50"><span class="linenos">50</span></a>        <span class="k">return</span> <span class="n">FileResponse</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">ico</span><span class="p">),</span> <span class="n">media_type</span><span class="o">=</span><span class="s2">&quot;image/x-icon&quot;</span><span class="p">)</span>
+</span><span id="L-51"><a href="#L-51"><span class="linenos">51</span></a>    <span class="k">if</span> <span class="n">png</span><span class="o">.</span><span class="n">exists</span><span class="p">():</span>
+</span><span id="L-52"><a href="#L-52"><span class="linenos">52</span></a>        <span class="k">return</span> <span class="n">FileResponse</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">png</span><span class="p">),</span> <span class="n">media_type</span><span class="o">=</span><span class="s2">&quot;image/png&quot;</span><span class="p">)</span>
+</span><span id="L-53"><a href="#L-53"><span class="linenos">53</span></a>    <span class="c1"># Graceful fallback if no icon present</span>
+</span><span id="L-54"><a href="#L-54"><span class="linenos">54</span></a>    <span class="k">return</span> <span class="n">Response</span><span class="p">(</span><span class="n">status_code</span><span class="o">=</span><span class="mi">204</span><span class="p">)</span>
+</span><span id="L-55"><a href="#L-55"><span class="linenos">55</span></a>
+</span><span id="L-56"><a href="#L-56"><span class="linenos">56</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/health&quot;</span><span class="p">)</span>
+</span><span id="L-57"><a href="#L-57"><span class="linenos">57</span></a><span class="k">def</span><span class="w"> </span><span class="nf">health</span><span class="p">():</span>
+</span><span id="L-58"><a href="#L-58"><span class="linenos">58</span></a>    <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;status&quot;</span><span class="p">:</span> <span class="s2">&quot;ok&quot;</span><span class="p">}</span>
+</span><span id="L-59"><a href="#L-59"><span class="linenos">59</span></a>
+</span><span id="L-60"><a href="#L-60"><span class="linenos">60</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">&quot;/chatbot/message&quot;</span><span class="p">)</span>
+</span><span id="L-61"><a href="#L-61"><span class="linenos">61</span></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">chatbot_message</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">Request</span><span class="p">):</span>
+</span><span id="L-62"><a href="#L-62"><span class="linenos">62</span></a>    <span class="n">payload</span> <span class="o">=</span> <span class="k">await</span> <span class="n">request</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
+</span><span id="L-63"><a href="#L-63"><span class="linenos">63</span></a>    <span class="n">msg</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">payload</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;message&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="ow">or</span> <span class="s2">&quot;help&quot;</span>
+</span><span id="L-64"><a href="#L-64"><span class="linenos">64</span></a>    <span class="k">return</span> <span class="n">ChatBot</span><span class="p">()</span><span class="o">.</span><span class="n">reply</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+</span></pre></div>
+
+
+            </section>
+                <section id="app">
+                    <div class="attr variable">
+            <span class="name">app</span>        =
+<span class="default_value">&lt;fastapi.applications.FastAPI object&gt;</span>
+
+        
+    </div>
+    <a class="headerlink" href="#app"></a>
+    
+    
+
+                </section>
+                <section id="index">
+                            <input id="index-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+                    <div class="decorator decorator-app.get">@app.get(&#39;/&#39;, response_class=HTMLResponse)</div>
+
+        <span class="def">def</span>
+        <span class="name">index</span><span class="signature pdoc-code condensed">(<span class="return-annotation">):</span></span>
+
+                <label class="view-source-button" for="index-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#index"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="index-13"><a href="#index-13"><span class="linenos">13</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/&quot;</span><span class="p">,</span> <span class="n">response_class</span><span class="o">=</span><span class="n">HTMLResponse</span><span class="p">)</span>
+</span><span id="index-14"><a href="#index-14"><span class="linenos">14</span></a><span class="k">def</span><span class="w"> </span><span class="nf">index</span><span class="p">():</span>
+</span><span id="index-15"><a href="#index-15"><span class="linenos">15</span></a>    <span class="k">return</span> <span class="s2">&quot;&quot;&quot;</span>
+</span><span id="index-16"><a href="#index-16"><span class="linenos">16</span></a><span class="s2">    &lt;head&gt;</span>
+</span><span id="index-17"><a href="#index-17"><span class="linenos">17</span></a><span class="s2">      &lt;link rel=&quot;icon&quot; type=&quot;image/png&quot; href=&quot;/static/favicon.png&quot;&gt;</span>
+</span><span id="index-18"><a href="#index-18"><span class="linenos">18</span></a><span class="s2">      &lt;title&gt;AgenticCore&lt;/title&gt;</span>
+</span><span id="index-19"><a href="#index-19"><span class="linenos">19</span></a><span class="s2">    &lt;/head&gt;</span>
+</span><span id="index-20"><a href="#index-20"><span class="linenos">20</span></a><span class="s2">    &lt;form action=&quot;/agentic&quot; method=&quot;get&quot; style=&quot;padding:16px;&quot;&gt;</span>
+</span><span id="index-21"><a href="#index-21"><span class="linenos">21</span></a><span class="s2">        &lt;input type=&quot;text&quot; name=&quot;msg&quot; placeholder=&quot;Type a message&quot; style=&quot;width:300px&quot;&gt;</span>
+</span><span id="index-22"><a href="#index-22"><span class="linenos">22</span></a><span class="s2">        &lt;input type=&quot;submit&quot; value=&quot;Send&quot;&gt;</span>
+</span><span id="index-23"><a href="#index-23"><span class="linenos">23</span></a><span class="s2">    &lt;/form&gt;</span>
+</span><span id="index-24"><a href="#index-24"><span class="linenos">24</span></a><span class="s2">    &quot;&quot;&quot;</span>
+</span></pre></div>
+
+
+    
+
+                </section>
+                <section id="run_agentic">
+                            <input id="run_agentic-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+                    <div class="decorator decorator-app.get">@app.get(&#39;/agentic&#39;)</div>
+
+        <span class="def">def</span>
+        <span class="name">run_agentic</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">msg</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">Query</span><span class="p">(</span><span class="n">PydanticUndefined</span><span class="p">)</span></span><span class="return-annotation">):</span></span>
+
+                <label class="view-source-button" for="run_agentic-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#run_agentic"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="run_agentic-27"><a href="#run_agentic-27"><span class="linenos">27</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/agentic&quot;</span><span class="p">)</span>
+</span><span id="run_agentic-28"><a href="#run_agentic-28"><span class="linenos">28</span></a><span class="k">def</span><span class="w"> </span><span class="nf">run_agentic</span><span class="p">(</span><span class="n">msg</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="n">Query</span><span class="p">(</span><span class="o">...</span><span class="p">,</span> <span class="n">description</span><span class="o">=</span><span class="s2">&quot;Message to send to ChatBot&quot;</span><span class="p">)):</span>
+</span><span id="run_agentic-29"><a href="#run_agentic-29"><span class="linenos">29</span></a>    <span class="n">bot</span> <span class="o">=</span> <span class="n">ChatBot</span><span class="p">()</span>
+</span><span id="run_agentic-30"><a href="#run_agentic-30"><span class="linenos">30</span></a>    <span class="k">return</span> <span class="n">bot</span><span class="o">.</span><span class="n">reply</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+</span></pre></div>
+
+
+    
+
+                </section>
+                <section id="repo_root">
+                    <div class="attr variable">
+            <span class="name">repo_root</span>        =
+<span class="default_value">WindowsPath(&#39;C:/Users/User/Agentic-Chat-bot-&#39;)</span>
+
+        
+    </div>
+    <a class="headerlink" href="#repo_root"></a>
+    
+    
+
+                </section>
+                <section id="assets_path">
+                    <div class="attr variable">
+            <span class="name">assets_path</span>        =
+<span class="default_value">WindowsPath(&#39;C:/Users/User/Agentic-Chat-bot-/app/assets/html&#39;)</span>
+
+        
+    </div>
+    <a class="headerlink" href="#assets_path"></a>
+    
+    
+
+                </section>
+                <section id="assets_path_str">
+                    <div class="attr variable">
+            <span class="name">assets_path_str</span>        =
+<span class="default_value">&#39;C:\\Users\\User\\Agentic-Chat-bot-\\app\\assets\\html&#39;</span>
+
+        
+    </div>
+    <a class="headerlink" href="#assets_path_str"></a>
+    
+    
+
+                </section>
+                <section id="favicon">
+                            <input id="favicon-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+                    <div class="decorator decorator-app.get">@app.get(&#39;/favicon.ico&#39;, include_in_schema=False)</div>
+
+        <span class="def">async def</span>
+        <span class="name">favicon</span><span class="signature pdoc-code condensed">(<span class="return-annotation">):</span></span>
+
+                <label class="view-source-button" for="favicon-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#favicon"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="favicon-46"><a href="#favicon-46"><span class="linenos">46</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/favicon.ico&quot;</span><span class="p">,</span> <span class="n">include_in_schema</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</span><span id="favicon-47"><a href="#favicon-47"><span class="linenos">47</span></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">favicon</span><span class="p">():</span>
+</span><span id="favicon-48"><a href="#favicon-48"><span class="linenos">48</span></a>    <span class="n">ico</span> <span class="o">=</span> <span class="n">assets_path</span> <span class="o">/</span> <span class="s2">&quot;favicon.ico&quot;</span>
+</span><span id="favicon-49"><a href="#favicon-49"><span class="linenos">49</span></a>    <span class="n">png</span> <span class="o">=</span> <span class="n">assets_path</span> <span class="o">/</span> <span class="s2">&quot;favicon.png&quot;</span>
+</span><span id="favicon-50"><a href="#favicon-50"><span class="linenos">50</span></a>    <span class="k">if</span> <span class="n">ico</span><span class="o">.</span><span class="n">exists</span><span class="p">():</span>
+</span><span id="favicon-51"><a href="#favicon-51"><span class="linenos">51</span></a>        <span class="k">return</span> <span class="n">FileResponse</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">ico</span><span class="p">),</span> <span class="n">media_type</span><span class="o">=</span><span class="s2">&quot;image/x-icon&quot;</span><span class="p">)</span>
+</span><span id="favicon-52"><a href="#favicon-52"><span class="linenos">52</span></a>    <span class="k">if</span> <span class="n">png</span><span class="o">.</span><span class="n">exists</span><span class="p">():</span>
+</span><span id="favicon-53"><a href="#favicon-53"><span class="linenos">53</span></a>        <span class="k">return</span> <span class="n">FileResponse</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">png</span><span class="p">),</span> <span class="n">media_type</span><span class="o">=</span><span class="s2">&quot;image/png&quot;</span><span class="p">)</span>
+</span><span id="favicon-54"><a href="#favicon-54"><span class="linenos">54</span></a>    <span class="c1"># Graceful fallback if no icon present</span>
+</span><span id="favicon-55"><a href="#favicon-55"><span class="linenos">55</span></a>    <span class="k">return</span> <span class="n">Response</span><span class="p">(</span><span class="n">status_code</span><span class="o">=</span><span class="mi">204</span><span class="p">)</span>
+</span></pre></div>
+
+
+    
+
+                </section>
+                <section id="health">
+                            <input id="health-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+                    <div class="decorator decorator-app.get">@app.get(&#39;/health&#39;)</div>
+
+        <span class="def">def</span>
+        <span class="name">health</span><span class="signature pdoc-code condensed">(<span class="return-annotation">):</span></span>
+
+                <label class="view-source-button" for="health-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#health"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="health-57"><a href="#health-57"><span class="linenos">57</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;/health&quot;</span><span class="p">)</span>
+</span><span id="health-58"><a href="#health-58"><span class="linenos">58</span></a><span class="k">def</span><span class="w"> </span><span class="nf">health</span><span class="p">():</span>
+</span><span id="health-59"><a href="#health-59"><span class="linenos">59</span></a>    <span class="k">return</span> <span class="p">{</span><span class="s2">&quot;status&quot;</span><span class="p">:</span> <span class="s2">&quot;ok&quot;</span><span class="p">}</span>
+</span></pre></div>
+
+
+    
+
+                </section>
+                <section id="chatbot_message">
+                            <input id="chatbot_message-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
+<div class="attr function">
+                    <div class="decorator decorator-app.post">@app.post(&#39;/chatbot/message&#39;)</div>
+
+        <span class="def">async def</span>
+        <span class="name">chatbot_message</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">request</span><span class="p">:</span> <span class="n">starlette</span><span class="o">.</span><span class="n">requests</span><span class="o">.</span><span class="n">Request</span></span><span class="return-annotation">):</span></span>
+
+                <label class="view-source-button" for="chatbot_message-view-source"><span>View Source</span></label>
+
+    </div>
+    <a class="headerlink" href="#chatbot_message"></a>
+            <div class="pdoc-code codehilite"><pre><span></span><span id="chatbot_message-61"><a href="#chatbot_message-61"><span class="linenos">61</span></a><span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">&quot;/chatbot/message&quot;</span><span class="p">)</span>
+</span><span id="chatbot_message-62"><a href="#chatbot_message-62"><span class="linenos">62</span></a><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">chatbot_message</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">Request</span><span class="p">):</span>
+</span><span id="chatbot_message-63"><a href="#chatbot_message-63"><span class="linenos">63</span></a>    <span class="n">payload</span> <span class="o">=</span> <span class="k">await</span> <span class="n">request</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
+</span><span id="chatbot_message-64"><a href="#chatbot_message-64"><span class="linenos">64</span></a>    <span class="n">msg</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">payload</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;message&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="ow">or</span> <span class="s2">&quot;help&quot;</span>
+</span><span id="chatbot_message-65"><a href="#chatbot_message-65"><span class="linenos">65</span></a>    <span class="k">return</span> <span class="n">ChatBot</span><span class="p">()</span><span class="o">.</span><span class="n">reply</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+</span></pre></div>
+
+
+    
+
+                </section>
+    </main>
+<script>
+    function escapeHTML(html) {
+        return document.createElement('div').appendChild(document.createTextNode(html)).parentNode.innerHTML;
+    }
+
+    const originalContent = document.querySelector("main.pdoc");
+    let currentContent = originalContent;
+
+    function setContent(innerHTML) {
+        let elem;
+        if (innerHTML) {
+            elem = document.createElement("main");
+            elem.classList.add("pdoc");
+            elem.innerHTML = innerHTML;
+        } else {
+            elem = originalContent;
+        }
+        if (currentContent !== elem) {
+            currentContent.replaceWith(elem);
+            currentContent = elem;
+        }
+    }
+
+    function getSearchTerm() {
+        return (new URL(window.location)).searchParams.get("search");
+    }
+
+    const searchBox = document.querySelector(".pdoc input[type=search]");
+    searchBox.addEventListener("input", function () {
+        let url = new URL(window.location);
+        if (searchBox.value.trim()) {
+            url.hash = "";
+            url.searchParams.set("search", searchBox.value);
+        } else {
+            url.searchParams.delete("search");
+        }
+        history.replaceState("", "", url.toString());
+        onInput();
+    });
+    window.addEventListener("popstate", onInput);
+
+
+    let search, searchErr;
+
+    async function initialize() {
+        try {
+            search = await new Promise((resolve, reject) => {
+                const script = document.createElement("script");
+                script.type = "text/javascript";
+                script.async = true;
+                script.onload = () => resolve(window.pdocSearch);
+                script.onerror = (e) => reject(e);
+                script.src = "../search.js";
+                document.getElementsByTagName("head")[0].appendChild(script);
+            });
+        } catch (e) {
+            console.error("Cannot fetch pdoc search index");
+            searchErr = "Cannot fetch search index.";
+        }
+        onInput();
+
+        document.querySelector("nav.pdoc").addEventListener("click", e => {
+            if (e.target.hash) {
+                searchBox.value = "";
+                searchBox.dispatchEvent(new Event("input"));
+            }
+        });
+    }
+
+    function onInput() {
+        setContent((() => {
+            const term = getSearchTerm();
+            if (!term) {
+                return null
+            }
+            if (searchErr) {
+                return `<h3>Error: ${searchErr}</h3>`
+            }
+            if (!search) {
+                return "<h3>Searching...</h3>"
+            }
+
+            window.scrollTo({top: 0, left: 0, behavior: 'auto'});
+
+            const results = search(term);
+
+            let html;
+            if (results.length === 0) {
+                html = `No search results for '${escapeHTML(term)}'.`
+            } else {
+                html = `<h4>${results.length} search result${results.length > 1 ? "s" : ""} for '${escapeHTML(term)}'.</h4>`;
+            }
+            for (let result of results.slice(0, 10)) {
+                let doc = result.doc;
+                let url = `../${doc.modulename.replaceAll(".", "/")}.html`;
+                if (doc.qualname) {
+                    url += `#${doc.qualname}`;
+                }
+
+                let heading;
+                switch (result.doc.kind) {
+                    case "function":
+                        if (doc.fullname.endsWith(".__init__")) {
+                            heading = `<span class="name">${doc.fullname.replace(/\.__init__$/, "")}</span>${doc.signature}`;
+                        } else {
+                            heading = `<span class="def">${doc.funcdef}</span> <span class="name">${doc.fullname}</span>${doc.signature}`;
+                        }
+                        break;
+                    case "class":
+                        heading = `<span class="def">class</span> <span class="name">${doc.fullname}</span>`;
+                        if (doc.bases)
+                            heading += `<wbr>(<span class="base">${doc.bases}</span>)`;
+                        heading += `:`;
+                        break;
+                    case "variable":
+                        heading = `<span class="name">${doc.fullname}</span>`;
+                        if (doc.annotation)
+                            heading += `<span class="annotation">${doc.annotation}</span>`;
+                        if (doc.default_value)
+                            heading += `<span class="default_value"> = ${doc.default_value}</span>`;
+                        break;
+                    default:
+                        heading = `<span class="name">${doc.fullname}</span>`;
+                        break;
+                }
+                html += `
+                        <section class="search-result">
+                        <a href="${url}" class="attr ${doc.kind}">${heading}</a>
+                        <div class="docstring">${doc.doc}</div>
+                        </section>
+                    `;
+
+            }
+            return html;
+        })());
+    }
+
+    if (getSearchTerm()) {
+        initialize();
+        searchBox.value = getSearchTerm();
+        onInput();
+    } else {
+        searchBox.addEventListener("focus", initialize, {once: true});
+    }
+
+    searchBox.addEventListener("keydown", e => {
+        if (["ArrowDown", "ArrowUp", "Enter"].includes(e.key)) {
+            let focused = currentContent.querySelector(".search-result.focused");
+            if (!focused) {
+                currentContent.querySelector(".search-result").classList.add("focused");
+            } else if (
+                e.key === "ArrowDown"
+                && focused.nextElementSibling
+                && focused.nextElementSibling.classList.contains("search-result")
+            ) {
+                focused.classList.remove("focused");
+                focused.nextElementSibling.classList.add("focused");
+                focused.nextElementSibling.scrollIntoView({
+                    behavior: "smooth",
+                    block: "nearest",
+                    inline: "nearest"
+                });
+            } else if (
+                e.key === "ArrowUp"
+                && focused.previousElementSibling
+                && focused.previousElementSibling.classList.contains("search-result")
+            ) {
+                focused.classList.remove("focused");
+                focused.previousElementSibling.classList.add("focused");
+                focused.previousElementSibling.scrollIntoView({
+                    behavior: "smooth",
+                    block: "nearest",
+                    inline: "nearest"
+                });
+            } else if (
+                e.key === "Enter"
+            ) {
+                focused.querySelector("a").click();
+            }
+        }
+    });
+</script></body>
+</html>

docs/site/index.html

@@ -0,0 +1,7 @@
+<!doctype html>
+<html>
+<head>
+    <meta charset="utf-8">
+    <meta http-equiv="refresh" content="0; url=./agenticcore.html"/>
+</head>
+</html>

docs/site/search.js

@@ -0,0 +1,46 @@
+window.pdocSearch = (function(){
+/** elasticlunr - http://weixsong.github.io * Copyright (C) 2017 Oliver Nightingale * Copyright (C) 2017 Wei Song * MIT Licensed */!function(){function e(e){if(null===e||"object"!=typeof e)return e;var t=e.constructor();for(var n in e)e.hasOwnProperty(n)&&(t[n]=e[n]);return t}var t=function(e){var n=new t.Index;return n.pipeline.add(t.trimmer,t.stopWordFilter,t.stemmer),e&&e.call(n,n),n};t.version="0.9.5",lunr=t,t.utils={},t.utils.warn=function(e){return function(t){e.console&&console.warn&&console.warn(t)}}(this),t.utils.toString=function(e){return void 0===e||null===e?"":e.toString()},t.EventEmitter=function(){this.events={}},t.EventEmitter.prototype.addListener=function(){var e=Array.prototype.slice.call(arguments),t=e.pop(),n=e;if("function"!=typeof t)throw new TypeError("last argument must be a function");n.forEach(function(e){this.hasHandler(e)||(this.events[e]=[]),this.events[e].push(t)},this)},t.EventEmitter.prototype.removeListener=function(e,t){if(this.hasHandler(e)){var n=this.events[e].indexOf(t);-1!==n&&(this.events[e].splice(n,1),0==this.events[e].length&&delete this.events[e])}},t.EventEmitter.prototype.emit=function(e){if(this.hasHandler(e)){var t=Array.prototype.slice.call(arguments,1);this.events[e].forEach(function(e){e.apply(void 0,t)},this)}},t.EventEmitter.prototype.hasHandler=function(e){return e in this.events},t.tokenizer=function(e){if(!arguments.length||null===e||void 0===e)return[];if(Array.isArray(e)){var n=e.filter(function(e){return null===e||void 0===e?!1:!0});n=n.map(function(e){return t.utils.toString(e).toLowerCase()});var i=[];return n.forEach(function(e){var n=e.split(t.tokenizer.seperator);i=i.concat(n)},this),i}return e.toString().trim().toLowerCase().split(t.tokenizer.seperator)},t.tokenizer.defaultSeperator=/[\s\-]+/,t.tokenizer.seperator=t.tokenizer.defaultSeperator,t.tokenizer.setSeperator=function(e){null!==e&&void 0!==e&&"object"==typeof e&&(t.tokenizer.seperator=e)},t.tokenizer.resetSeperator=function(){t.tokenizer.seperator=t.tokenizer.defaultSeperator},t.tokenizer.getSeperator=function(){return t.tokenizer.seperator},t.Pipeline=function(){this._queue=[]},t.Pipeline.registeredFunctions={},t.Pipeline.registerFunction=function(e,n){n in t.Pipeline.registeredFunctions&&t.utils.warn("Overwriting existing registered function: "+n),e.label=n,t.Pipeline.registeredFunctions[n]=e},t.Pipeline.getRegisteredFunction=function(e){return e in t.Pipeline.registeredFunctions!=!0?null:t.Pipeline.registeredFunctions[e]},t.Pipeline.warnIfFunctionNotRegistered=function(e){var n=e.label&&e.label in this.registeredFunctions;n||t.utils.warn("Function is not registered with pipeline. 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"e": {"docs": {}, "df": 0, "e": {"docs": {}, "df": 0, "p": {"docs": {"agenticcore.providers_unified": {"tf": 1}}, "df": 1}}, "y": {"docs": {"agenticcore.providers_unified": {"tf": 2.6457513110645907}}, "df": 1}}}}}}, "pipeline": ["trimmer"], "_isPrebuiltIndex": true};
+
+    // mirrored in build-search-index.js (part 1)
+    // Also split on html tags. this is a cheap heuristic, but good enough.
+    elasticlunr.tokenizer.setSeperator(/[\s\-.;&_'"=,()]+|<[^>]*>/);
+
+    let searchIndex;
+    if (docs._isPrebuiltIndex) {
+        console.info("using precompiled search index");
+        searchIndex = elasticlunr.Index.load(docs);
+    } else {
+        console.time("building search index");
+        // mirrored in build-search-index.js (part 2)
+        searchIndex = elasticlunr(function () {
+            this.pipeline.remove(elasticlunr.stemmer);
+            this.pipeline.remove(elasticlunr.stopWordFilter);
+            this.addField("qualname");
+            this.addField("fullname");
+            this.addField("annotation");
+            this.addField("default_value");
+            this.addField("signature");
+            this.addField("bases");
+            this.addField("doc");
+            this.setRef("fullname");
+        });
+        for (let doc of docs) {
+            searchIndex.addDoc(doc);
+        }
+        console.timeEnd("building search index");
+    }
+
+    return (term) => searchIndex.search(term, {
+        fields: {
+            qualname: {boost: 4},
+            fullname: {boost: 2},
+            annotation: {boost: 2},
+            default_value: {boost: 2},
+            signature: {boost: 2},
+            bases: {boost: 2},
+            doc: {boost: 1},
+        },
+        expand: true
+    });
+})();

guardrails/__init__.py

@@ -0,0 +1,18 @@
+# guardrails/__init__.py
+from typing import Optional, List
+
+# Try to re-export the real implementation if it exists.
+try:
+    # adjust to where the real function lives if different:
+    from .core import enforce_guardrails as _enforce_guardrails  # e.g., .core/.enforce/.rules
+    enforce_guardrails = _enforce_guardrails
+except Exception:
+    # Doc-safe fallback: no-op so pdoc (and imports) never crash.
+    def enforce_guardrails(message: str, *, rules: Optional[List[str]] = None) -> str:
+        """
+        No-op guardrails shim used when the real implementation is unavailable
+        (e.g., during documentation builds or minimal environments).
+        """
+        return message
+
+__all__ = ["enforce_guardrails"]