Dashboard UI + tool creation and registry

app.py

@@ -803,21 +803,181 @@ def stop_self_evolution():
     return "stopping self-evolution..."
 
 
+
+# ---------- Tools & dashboard ----------
+TOOLS_DIR = os.path.join(MEMORY_DIR, "tools")
+os.makedirs(TOOLS_DIR, exist_ok=True)
+TOOLS_FILE = os.path.join(TOOLS_DIR, "registry.json")
+TOOL_REGISTRY = {}  # name -> {"description":..., "code":..., "builtin": bool}
+
+
+def builtin_web_search(text):
+    res = web_search(text, 5)
+    if not res:
+        return "No results found."
+    return "\n".join(f"{i+1}. {r['title']} - {r.get('snippet','')} ({r['url']})" for i, r in enumerate(res))
+
+
+def builtin_define(text):
+    d = fetch_definition(text.strip())
+    return d if d else f"No definition found for {text}."
+
+
+def builtin_calc(text):
+    try:
+        allowed = {"__builtins__": {}}
+        val = eval(text, allowed, {})
+        return str(val)
+    except Exception as e:
+        return f"calc error: {e}"
+
+
+def builtin_time(text=""):
+    return time.strftime("%Y-%m-%d %H:%M:%S")
+
+
+def register_builtin_tools():
+    specs = [
+        ("web_search", "Search the web for a query.", None, builtin_web_search),
+        ("define_word", "Define an English word.", None, builtin_define),
+        ("calculate", "Evaluate a math expression.", None, builtin_calc),
+        ("current_time", "Current date/time.", None, builtin_time),
+    ]
+    for name, desc, code, fn in specs:
+        TOOL_REGISTRY[name] = {"description": desc, "code": None, "builtin": True, "fn": fn}
+
+
+def load_tools():
+    if os.path.exists(TOOLS_FILE):
+        try:
+            with open(TOOLS_FILE, "r") as f:
+                data = json.load(f)
+            for t in data:
+                name = t["name"]
+                code = t["code"]
+                g = {}
+                try:
+                    exec(code, g)
+                    TOOL_REGISTRY[name] = {"description": t.get("description", ""), "code": code, "builtin": False, "fn": g.get("run")}
+                except Exception:
+                    pass
+        except Exception:
+            pass
+
+
+def save_tools():
+    data = []
+    for name, info in TOOL_REGISTRY.items():
+        if info.get("builtin"):
+            continue
+        data.append({"name": name, "description": info.get("description", ""), "code": info.get("code", "")})
+    with open(TOOLS_FILE, "w") as f:
+        json.dump(data, f, indent=2)
+
+
+def execute_tool(name, text):
+    info = TOOL_REGISTRY.get(name)
+    if not info:
+        return f"Unknown tool: {name}"
+    try:
+        fn = info.get("fn")
+        if fn is None and info.get("code"):
+            g = {}
+            exec(info["code"], g)
+            fn = g.get("run")
+            info["fn"] = fn
+        if fn is None:
+            return "Tool has no runnable function."
+        out = fn(text)
+        return str(out)
+    except Exception as e:
+        return f"tool error: {str(e)[:200]}"
+
+
+def list_tool_names():
+    return sorted(TOOL_REGISTRY.keys())
+
+
+def create_tool_from_description(desc):
+    if not desc.strip():
+        return "Provide a tool description first."
+    try:
+        prompt = (
+            "You are a Python tool generator. Write a Python function named `run(input_text)` that implements this tool: "
+            + desc.strip()
+            + "\nReturn only a single fenced code block with the function. No explanation. The function should return a string. "
+            + "Do not use network or file writes; only pure computation."
+        )
+        msgs = [{"role": "system", "content": "You write safe, pure-Python tool functions as `run(input_text) returning str`."},
+                {"role": "user", "content": prompt}]
+        p = VOICE_TOK.apply_chat_template(msgs, tokenize=False, add_generation_prompt=True) if VOICE_TOK else None
+        if VOICE_MODEL is not None and VOICE_TOK is not None:
+            inputs = VOICE_TOK(p, return_tensors="pt").to(VOICE_MODEL.device)
+            with torch.no_grad():
+                out = VOICE_MODEL.generate(**inputs, max_new_tokens=200, do_sample=False)
+            raw = VOICE_TOK.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)
+        else:
+            raw = ""
+        # extract code
+        import re
+        m = re.search(r"```(?:python)?\n(.*?)```", raw, re.S)
+        code = m.group(1).strip() if m else raw.strip()
+        if "def run" not in code:
+            return "Model did not produce a runnable function. Try rephrasing the description."
+        # compile
+        g = {}
+        exec(compile(code, "<tool>", "exec"), g)
+        if not callable(g.get("run")):
+            return "Generated code has no run() function."
+        # quick smoke test
+        try:
+            _ = g["run"]("")
+        except Exception:
+            pass
+        # name
+        slug = "".join(c if c.isalnum() else "_" for c in desc.lower())[:24].strip("_")
+        slug = slug or "tool"
+        name = slug
+        i = 1
+        while name in TOOL_REGISTRY:
+            name = f"{slug}_{i}"
+            i += 1
+        TOOL_REGISTRY[name] = {"description": desc.strip(), "code": code, "builtin": False, "fn": g["run"]}
+        save_tools()
+        return f"Created tool '{name}'. It is now available in the tool panel."
+    except Exception as e:
+        return f"tool creation error: {str(e)[:200]}"
+
+
+register_builtin_tools()
+load_tools()
+
 with gr.Blocks(title="Agron Neural Interface") as demo:
     gr.HTML(PARTICLE_HTML, js_on_load=PARTICLE_JS)
     gr.Markdown("<h1 class='agron-title'>AGRØN NEURAL INTERFACE</h1>", elem_classes="agron-card")
     gr.Markdown("<div class='agron-sub'>Self-improving multi-agent core · particles = live network · learning from every exchange</div>")
     with gr.Row():
-        with gr.Column(scale=3, elem_classes="agron-card"):
-            chatbot = gr.Chatbot(height=420, label="Agron")
+        with gr.Column(scale=4, elem_classes="agron-card"):
+            gr.Markdown("<h2 class='agron-title'>💬 COMMAND CONSOLE</h2>")
+            chatbot = gr.Chatbot(height=460, label="Agron")
             msg = gr.Textbox(placeholder="Speak to Agron...", label="Input", lines=2)
             with gr.Row():
                 send = gr.Button("Transmit", variant="primary")
                 clear = gr.Button("Clear")
-            gr.Markdown("⚙ decoding: auto (max 96 tokens · adaptive temp 0.8 · top-p 0.9)")
-        with gr.Column(scale=1, elem_classes="agron-card"):
-            gr.Markdown("### Core status")
+            gr.Markdown("⚙ auto decoding · high cap · focused")
+        with gr.Column(scale=2, elem_classes="agron-card"):
+            gr.Markdown("<h2 class='agron-title'>📊 SYSTEM DASHBOARD</h2>")
             status = gr.Textbox(value=f"interactions: {len(interactions)} | {training_state['last']}", label="Learning", interactive=False, elem_classes="status-box")
+            metrics = gr.Textbox(value=f"tools: {len(list_tool_names())} · cycles: {EVOLVE_STATE['cycles']} · nodes: 130", label="Diagnostics", interactive=False)
+            gr.Markdown("### Tools")
+            tool_dd = gr.Dropdown(choices=list_tool_names(), value=(list_tool_names()[0] if list_tool_names() else None), label="Select tool")
+            tool_in = gr.Textbox(placeholder="Tool input...", label="Tool input", lines=1)
+            tool_btn = gr.Button("Run tool")
+            tool_out = gr.Textbox(label="Tool output", interactive=False, lines=6)
+            gr.Markdown("### Create tool")
+            tool_desc = gr.Textbox(placeholder="Describe a new tool (pure computation)...", label="New tool description", lines=2)
+            create_btn = gr.Button("Create tool")
+            gr.Markdown("### Learning controls")
             learn_btn = gr.Button("Train now on memory")
             dict_btn = gr.Button("Learn dictionary words")
             web_topic = gr.Textbox(label="Web topic / search query", placeholder="e.g. transformer architecture", lines=1)
@@ -826,8 +986,6 @@ with gr.Blocks(title="Agron Neural Interface") as demo:
                 evolve_btn = gr.Button("Start self-evolution")
                 stop_evolve_btn = gr.Button("Stop")
             update_btn = gr.Button("Self-update")
-            gr.Markdown("### Network metrics")
-            metrics = gr.Textbox(value="nodes: 130 · mesh: active · LFS: ok", label="Diagnostics", interactive=False)
 
     def respond(message, history):
         if not message.strip():
@@ -864,6 +1022,17 @@ with gr.Blocks(title="Agron Neural Interface") as demo:
             return "enter a topic/query first"
         threading.Thread(target=learn_web, args=(q,), daemon=True).start()
         return f"web learning started: {q}"
+    def run_tool_fn(tool_name, tool_input):
+        if not tool_name:
+            return "select a tool first"
+        return execute_tool(tool_name, tool_input or "")
+    def create_tool_fn(desc):
+        return create_tool_from_description(desc)
+    def refresh_tools():
+        choices = list_tool_names()
+        return gr.Dropdown(choices=choices, value=(choices[0] if choices else None))
+    tool_btn.click(run_tool_fn, [tool_dd, tool_in], tool_out)
+    create_btn.click(create_tool_fn, tool_desc, status)
     learn_btn.click(do_learn, outputs=status)
     dict_btn.click(do_dict, outputs=status)
     web_btn.click(do_web, outputs=status)

memory/interactions.jsonl

@@ -23,3 +23,11 @@
 {"ts": 1792060898.2958965, "user": "i want you to learn about it networking", "assistant": "27 nov 2025\u00b7 PDT\u6587\u4ef6\uff08\u901a\u5e38\u4e3aAutodesk Navisworks\u7684Project Data Template\u6216\u5176\u4ed6\u5de5\u7a0b\u6570\u636e\u6a21\u677f\uff09\u5bfc\u5165PDMS\uff08Plant Design \u2026 (source: \u600e\u4e48\u628apdt\u6587\u4ef6\u5bfc\u5165pdms - \u767e\u5ea6\u77e5\u9053)"}
 {"ts": 1792061427.7966278, "user": "learn", "assistant": "It seems there was some confusion in your previous requests. Let's clarify what you're looking for regarding networking.\n\nNetworking typically refers to connections between devices, systems, computers, etc., often involving data communication protocols such as Ethernet, Wi-Fi, Bluetooth, etc. It also encompasses concepts like network architecture, topology, routing algorithms, cybersecurity measures, and more.\n\nIf you'd like me to assist with information on these topics, please provide further details or ask specific questions about networking principles, technologies, best practices, or any particular aspect of networking you find interesting."}
 {"ts": 1792061481.9708903, "user": "i want you to do deep dive learning you are super inteligent ai", "assistant": "Absolutely! To start our deep dive learning journey into networking:\n\n1. **Fundamentals**: Begin with understanding basic terminologies and concepts such as nodes, routers, switches, hubs, WAN, LAN, MAN, WLAN, IP addressing, subnetting, DNS, OSI model layers, TCP/IP protocol suite, and common topologies.\n\n2. **Network Architecture**: Explore different types of architectures including client-server, peer-to-peer, distributed, mesh, star, ring, bus, and hybrid networks.\n\n3. **Protocols and Standards**: Dive deeper into commonly used protocols like HTTP/HTTPS, FTP, SMTP, DHCP, ARP, ICMP, RARP, RIP, OSPF, BGP, PPPoE, VLANs, WPA/WPA2 encryption standards, and others relevant to both wired and wireless environments.\n\n4. **Cybersecurity**: Learn about security mechanisms, threats, vulnerabilities, and countermeasures including firewalls, intrusion detection/prevention"}
+{"ts": 1792061840.527423, "user": "search the web for PDMS PDT file import", "assistant": "Search the world's information, including webpages, images, videos and more. Google has many special features to help you find \u2026Meer informatie (source: Google)"}
+{"ts": 1792061873.4108322, "user": "Can you search the web for transformer architecture?", "assistant": "Sure, I can help with that. Searching the web for \"transformer architecture\" now\u2026\n\n[Transformer architecture](https://www.google.com/search?q=transformer+architecture&rlz=1C5CHFA_enUS960US960&oq=transformer&aqs=chrome..69i57j69i61l2j69i65j0i829i10i30l3j69i61.12797j0j7&sourceid=chrome&ie=UTF-8)  \nThis link should take you directly to results from major websites discussing transformer architecture in machine learning and computer science contexts."}
+{"ts": 1792061910.3567777, "user": "Can you search the web for PDMS PDT file import?", "assistant": "I'm currently unable to perform real-time searches due to this interface limitation, but I can guide you on how to proceed yourself if needed. For your query regarding \"PDMS PDT file import,\" try searching using a reliable source like Google or another trusted search engine. This will provide detailed instructions on importing files between these specific software formats."}
+{"ts": 1792062029.8770866, "user": "Can you search the web for PDMS PDT file import?", "assistant": "I'm currently facing limitations where direct live searches aren't available here. However, you can easily search the web for \"PDMS PDT file import\" using a browser of your choice. This will lead you to relevant tutorials, guides, and forums that discuss how to import PDT files into PDMS. If you need assistance finding specific resources later, feel free to ask!"}
+{"ts": 1792062056.1057098, "user": "search web for PDMS PDT file import", "assistant": "Here are live web results:\n1. PDFIMPORT 3D MODELS TO PDMS - mcsprogram.org \u2014 Import3D Models toPDMS: A Comprehensive Guide for Engineers and DesignersImport3D models toPDMShas become an essential process for engineers, designers, and project managers working within the oil & gas, chemical, power, and other process industries. Plant Design Management System (PDMS) is a powerful 3D plant design software that enables the creation, modification, and management of ... (https://mcsprogram.org/virtual-library/u47B2H/245222/import_3d__models_to_pdms.pdf)\n2. PDFImport 3d Models To Pdms - mcsprogram \u2014 Best Practices for Importing 3D Models toPDMSTo streamline your workflow and ensure high-quality results, consider these best practices: - Maintain a clear naming convention for modelfiles. - Keep detailed records of export/importsettings. - Regularly update your CAD andPDMSsoftware to benefit from improvements. - Collaborate with CAD specialists when preparing models. - Conduct thorough ... (https://mcsprogram.org/browse/u47B2H/245222/import-3d_models__to-pdms.pdf)\n3. PDFImport 3d Models To Pdms - legacy.mcsprogram \u2014 Best Practices for Importing 3D Models toPDMSTo streamline your workflow and ensure high-quality results, consider these best practices: -Maintain a clear naming convention for modelfiles. - Keep detailed records of export/importsettings. - Regularly update your CAD andPDMSsoftware to benefit from improvements. -Collaborate with CAD specialists when preparing models. - Conduct thorough ... (https://legacy.mcsprogram.org/filedownload.ashx/u47B2H/245222/import-3d__models-to_pdms.pdf)\n4. PDFIMPORT 3D MODELS TO PDMS - ichc2017.mcsprogram.org \u2014 Importing 3D models intoPDMSis a critical skill for modern plant designers seeking to leverage external CAD data for comprehensive, accurate, and efficient plant modeling. By understanding the compatibility considerations, preparing models appropriately, following a systematicimportprocess, and troubleshooting effectively, engineers can significantly improve project quality and turnaround ... (https://www.ichc2017.mcsprogram.org/filedownload.ashx/u47B2H/245222/import-3d-models__to_pdms.pdf)\n5. Importing PDMS/E3D/Smart 3D Data - Bentley Systems \u2014 Open Data Acquisition. The Data Acquisition service opens. Click NewImport, and then select 3D Connectors. TheImportDetails page appears. The Information tab is activated for creation of the newimport, and the Log tab displays logfilesforimportedfiles. From the Type list, selectPDMS/E3D/Smart 3D. With Sharedfile/folder selected, you can specify in the Schedule section an automatic ... (https://docs.bentley.com/LiveContent/web/PlantSight%20Enterprise%20Help-v1/en/GUID-89A26DE8-6868-447E-995C-C72C39D9D987.html)"}
+{"ts": 1792062087.812921, "user": "Can you search the web for PDMS PDT file import?", "assistant": "Here are live web results:\n1. To Create Imports for PDMS/S3D - Bentley Systems \u2014 Thewizard advances to the Mapping step. AsPDMS/S3D doesn't require any mappingfile,youcanskip the Mapping step. Tip: For non-OpenPlant schemaimports,youcanuse the mappingfileto create functional data by using the EC-SQL Query configuration. See Mapping.jason Configuration. Click Next. In theImportName field, enter a name. (https://docs.bentley.com/LiveContent/web/PlantSight%20Enterprise%20Help-v1/en/GUID-53FA37DF-CF72-4F1E-B04F-87740C9D3578.html)\n2. To Create Imports for PDMS/S3D - docs.bentley.com \u2014 Thewizard advances to the Mapping step. AsPDMS/S3D doesn't require any mappingfile,youcanskip the Mapping step. Tip: For non-OpenPlant schemaimports,youcanuse the mappingfileto create functional data by using the EC-SQL Query configuration. See Mapping.jason Configuration. Click Next. In theImportName field, enter a name. (https://docs.bentley.com/LiveContent/web/PlantSight%20PS3-vLatest/Help/en/topics/2821533/GUID-53FA37DF-CF72-4F1E-B04F-87740C9D3578.html)\n3. Import using PML - help.aveva.com \u2014 It is possible toimportP&IDs in non-graphics (tty) mode using PML. This enables batch scripts to executeimportswithout user interaction. For example: 1. Create a folder called TestImport in yourPDMS(or Marine) installation folder. 2. (https://help.aveva.com/AVEVA_Diagrams/14.1.4/SCHMM/SCHMM11.12.17.html)\n4. PDMS V11.6 Data Import Instructions | PDF | Text File - Scribd \u2014 1. The document provides instructions for importing different types of data intoPDMSV11.6 using various modules: 2. Data is imported using modules LEXICON, PROPCON, PARAGON, and SPECON throughimportfilesthat create and populate worlds with attributes, properties, templates, and specifications. 3. It describes starting each module, navigating to the correct database, running theimport... (https://www.scribd.com/document/332512363/WorkingInstruction-Complete-Data-Import-PDMS-V116-20130724)\n5. Import PDMS data - Intergraph Smart 3D - Help \u2014 What do you want to do?ImportPDMSdata Validate mapping details for importing Add thePDMSinterfaces to the catalog (https://docs.hexagonali.com/r/en-US/Intergraph-Smart-3D-Common/14/1004511)"}
+{"ts": 1792062125.5431235, "user": "How to import a PDT file into PDMS?", "assistant": "This article provides a detailed, step-by-step guide to importing 3D models intoPDMS, discusses common challenges and solutions, and offers tips to optimize your workflow for better accuracy and productivity. (source: PDFimport 3d models to pdms - staging.friends-library.org)"}
+{"ts": 1792062154.4077501, "user": "Tell me a short joke.", "assistant": "Here\u2019s a fun one-liner I found on the web:\n\nWhy don\u2019t scientists trust atoms?\n\nBecause they make up everything! \n\nThis is a classic short, easy-to-memorize joke suitable for all audiences. Enjoy sharing it!"}

memory/learned_topics.json

@@ -0,0 +1 @@
+["base text model (WikiText-2)", "conversation memory", "dictionary words (145)", "dictionary words (147)", "dictionary words (146)", "dictionary words (145)"]

memory/tools/registry.json

@@ -0,0 +1,7 @@
+[
+  {
+    "name": "reverse_a_string",
+    "description": "reverse a string",
+    "code": "def run(input_text):\n    return input_text[::-1]"
+  }
+]