diff --git a/fenn/agents/llm.py b/fenn/agents/llm.py
index 9d04130..25afe6b 100644
--- a/fenn/agents/llm.py
+++ b/fenn/agents/llm.py
@@ -1,6 +1,8 @@
 import os
 import time
 
+from fenn.utils.logging import logger
+
 PROVIDERS = {
     "openrouter": "https://openrouter.ai/api/v1",
     "together": "https://api.together.xyz/v1",
@@ -205,7 +207,7 @@ def chat_complete(self, messages, schema=None, retries=3):
             except RateLimitError:
                 if attempt < retries - 1:
                     wait = 5 * (attempt + 1)
-                    print(
+                    logger.info(
                         f"[fenn] rate limit hit, retrying in {wait}s... ({attempt + 1}/{retries})"
                     )
                     time.sleep(wait)
diff --git a/fenn/agents/rag/llm.py b/fenn/agents/rag/llm.py
index 8bf278e..db7d5eb 100644
--- a/fenn/agents/rag/llm.py
+++ b/fenn/agents/rag/llm.py
@@ -1,6 +1,8 @@
 import os
 import time
 
+from fenn.utils.logging import logger
+
 # ── LLM Providers ─────────────────────────────────────────────────────────────
 #
 # All providers use an OpenAI-compatible chat completions API.
@@ -146,7 +148,7 @@ def ask(
             except RateLimitError:
                 if attempt < retries - 1:
                     wait = 5 * (attempt + 1)
-                    print(
+                    logger.info(
                         f"[cofone] rate limit hit, retrying in {wait}s... ({attempt + 1}/{retries})"
                     )
                     time.sleep(wait)
diff --git a/fenn/agents/rag/loader.py b/fenn/agents/rag/loader.py
index df7fc31..3431dc4 100644
--- a/fenn/agents/rag/loader.py
+++ b/fenn/agents/rag/loader.py
@@ -1,5 +1,7 @@
 from pathlib import Path
 
+from fenn.utils.logging import logger
+
 SUPPORTED_EXTENSIONS = {
     ".txt",
     ".md",
@@ -76,8 +78,10 @@ def load_documents(source):
             f for f in found if f.is_file() and f.suffix in SUPPORTED_EXTENSIONS
         ]
         if not supported:
-            print(f"[cofone] warning: no supported files found in {path}")
-            print(f"[cofone] supported extensions: {', '.join(SUPPORTED_EXTENSIONS)}")
+            logger.info(f"[cofone] warning: no supported files found in {path}")
+            logger.info(
+                f"[cofone] supported extensions: {', '.join(SUPPORTED_EXTENSIONS)}"
+            )
         for f in supported:
             doc = _read_file(f)
             if doc:
@@ -93,7 +97,7 @@ def _read_file(path):
             return _read_pdf(path)
         return path.read_text(encoding="utf-8")
     except Exception as e:
-        print(f"[cofone] read error {path.name}: {e}")
+        logger.info(f"[cofone] read error {path.name}: {e}")
         return None
 
 
@@ -109,7 +113,7 @@ def _read_pdf(path):
         pages = [p.extract_text() or "" for p in reader.pages]
         text = "\n".join(pages).strip()
         if not text:
-            print(
+            logger.info(
                 f"[cofone] warning: PDF '{path.name}' returned no text (may be scanned/image-based)"
             )
         return text or None
diff --git a/fenn/agents/rag/rag.py b/fenn/agents/rag/rag.py
index 808579b..b8b3d9f 100644
--- a/fenn/agents/rag/rag.py
+++ b/fenn/agents/rag/rag.py
@@ -1,4 +1,5 @@
 from fenn.agents.llm import LLMClient
+from fenn.utils.logging import logger
 
 from .loader import load_documents
 from .retriever import Retriever
@@ -162,7 +163,7 @@ def add_source(self, source):
         """
         docs = load_documents(source)
         if self._debug:
-            print(f"[cofone] loaded {len(docs)} doc(s) from: {source}")
+            logger.info(f"[cofone] loaded {len(docs)} doc(s) from: {source}")
         self._retriever.index(docs)
         return self
 
@@ -252,13 +253,13 @@ def run(self, query, schema=None):
         chunks = self._retriever.query(query)
 
         if self._debug:
-            print(
+            logger.info(
                 f"\n[cofone] model_provider: {self.model_provider} | model: {self.model}"
             )
-            print(f"[cofone] query: {query}")
-            print(f"[cofone] chunks found: {len(chunks)}")
+            logger.info(f"[cofone] query: {query}")
+            logger.info(f"[cofone] chunks found: {len(chunks)}")
             for i, c in enumerate(chunks):
-                print(f"  [{i}] {c[:80]}...")
+                logger.info(f"  [{i}] {c[:80]}...")
 
         context = "\n\n".join(chunks)
         prompt = self._build_prompt(query, context)
@@ -319,13 +320,13 @@ def stream(self, query):
         prompt = self._build_prompt(query, context)
 
         if self._debug:
-            print(
+            logger.info(
                 f"\n[cofone] model_provider: {self.model_provider} | model: {self.model}"
             )
-            print(f"[cofone] query: {query}")
-            print(f"[cofone] chunks found: {len(chunks)}")
+            logger.info(f"[cofone] query: {query}")
+            logger.info(f"[cofone] chunks found: {len(chunks)}")
             for i, c in enumerate(chunks):
-                print(f"  [{i + 1}] {c[:80]}...")
+                logger.info(f"  [{i + 1}] {c[:80]}...")
 
         yield from self._llm.stream(prompt)
 
diff --git a/fenn/agents/rag/retriever.py b/fenn/agents/rag/retriever.py
index 90027c2..be5e962 100644
--- a/fenn/agents/rag/retriever.py
+++ b/fenn/agents/rag/retriever.py
@@ -3,6 +3,8 @@
 from collections import defaultdict
 from pathlib import Path
 
+from fenn.utils.logging import logger
+
 from .chunker import chunk_text
 
 try:
@@ -289,7 +291,7 @@ def _save_to_disk(self):
         (self.persist_path / "chunks.json").write_text(
             json.dumps(self.chunks, ensure_ascii=False), encoding="utf-8"
         )
-        print(
+        logger.info(
             f"[cofone] index saved to {self.persist_path} ({len(self.chunks)} chunks)"
         )
 
@@ -303,12 +305,12 @@ def _load_from_disk(self):
 
             self._faiss_index = faiss.read_index(str(index_file))
             self.chunks = json.loads(chunks_file.read_text(encoding="utf-8"))
-            print(
+            logger.info(
                 f"[cofone] index loaded from {self.persist_path} ({len(self.chunks)} chunks)"
             )
             return True
         except Exception as e:
-            print(f"[cofone] cache load failed ({e}), rebuilding index...")
+            logger.info(f"[cofone] cache load failed ({e}), rebuilding index...")
             return False
 
     # ── Query ──────────────────────────────────────────────────────────────────
diff --git a/fenn/args/parser.py b/fenn/args/parser.py
index a994ac5..3b97a44 100644
--- a/fenn/args/parser.py
+++ b/fenn/args/parser.py
@@ -5,6 +5,7 @@
 from colorama import init
 
 from fenn.secrets.keystore import KeyStore
+from fenn.utils.logging import logger, write_config
 
 
 class Parser:
@@ -29,13 +30,7 @@ def __init__(self, config_file: str | Path = "fenn.yaml") -> None:
         self._initialized = True
 
     def _config_missing(self) -> None:
-        from fenn.logging import Logger
-
-        logger = Logger()
-
-        logger.display_exception(
-            f"Configuration file {self._config_file} was not found."
-        )
+        logger.exception(f"Configuration file {self._config_file} was not found.")
 
         raise FileNotFoundError(
             0,
@@ -58,9 +53,7 @@ def load_configuration(self) -> Any:
 
     def print(self) -> None:
         """Public method to trigger the flattened print with colored paths."""
-        from fenn.logging import Logger
-
-        Logger().write_config(self._args)
+        write_config(self._args, self.config_file)
 
     @property
     def config_file(self) -> str:
diff --git a/fenn/cli/auth.py b/fenn/cli/auth.py
index d1f3c03..7f2b466 100644
--- a/fenn/cli/auth.py
+++ b/fenn/cli/auth.py
@@ -18,15 +18,15 @@
     write_credentials,
 )
 from fenn.remote.exceptions import RemoteError
+from fenn.utils.logging import logger
 
 
 def execute(args: argparse.Namespace) -> None:
     sub = getattr(args, "auth_command", None)
     if sub is None:
-        print(
+        logger.info(
             f"{Fore.RED}Missing auth subcommand. Try: "
-            f"{Fore.LIGHTYELLOW_EX}fenn auth login{Style.RESET_ALL}",
-            file=sys.stderr,
+            f"{Fore.LIGHTYELLOW_EX}fenn auth login{Style.RESET_ALL}"
         )
         sys.exit(1)
 
@@ -37,9 +37,8 @@ def execute(args: argparse.Namespace) -> None:
     elif sub == "logout":
         _logout(args)
     else:
-        print(
+        logger.info(
             f"{Fore.RED}Unknown auth subcommand: {sub}{Style.RESET_ALL}",
-            file=sys.stderr,
         )
         sys.exit(1)
 
@@ -51,7 +50,7 @@ def _login(args: argparse.Namespace) -> None:
     if not api_key:
         existing = load_credentials(profile)
         if existing is not None:
-            print(
+            logger.info(
                 f"{Fore.GREEN}Already logged in (profile: {profile}, "
                 f"key: {mask_key(existing.api_key)}). "
                 f"Run {Fore.LIGHTYELLOW_EX}fenn auth logout{Fore.GREEN} first to switch keys.{Style.RESET_ALL}"
@@ -66,11 +65,11 @@ def _login(args: argparse.Namespace) -> None:
             api_key = sys.stdin.readline().strip()
 
     if not api_key:
-        print(f"{Fore.RED}No API key provided.{Style.RESET_ALL}", file=sys.stderr)
+        logger.info(f"{Fore.RED}No API key provided.{Style.RESET_ALL}")
         sys.exit(1)
 
     path = write_credentials(api_key, profile=profile)
-    print(
+    logger.info(
         f"{Fore.GREEN}Saved credentials to "
         f"{Fore.LIGHTYELLOW_EX}{path}{Fore.GREEN} (profile: {profile}).{Style.RESET_ALL}"
     )
@@ -80,18 +79,20 @@ def _status(args: argparse.Namespace) -> None:
     profile = args.profile or DEFAULT_PROFILE
     creds = load_credentials(profile)
     if creds is None:
-        print(
+        logger.info(
             f"{Fore.YELLOW}No saved credentials for profile {profile!r}. "
             f"Run {Fore.LIGHTYELLOW_EX}fenn auth login{Fore.YELLOW} to add one.{Style.RESET_ALL}"
         )
         sys.exit(1)
 
-    print(f"{Fore.CYAN}profile : {Fore.LIGHTYELLOW_EX}{creds.profile}{Style.RESET_ALL}")
-    print(
+    logger.info(
+        f"{Fore.CYAN}profile : {Fore.LIGHTYELLOW_EX}{creds.profile}{Style.RESET_ALL}"
+    )
+    logger.info(
         f"{Fore.CYAN}api_key : "
         f"{Fore.LIGHTYELLOW_EX}{mask_key(creds.api_key)}{Style.RESET_ALL}"
     )
-    print(
+    logger.info(
         f"{Fore.CYAN}host    : "
         f"{Fore.LIGHTYELLOW_EX}{DEFAULT_REMOTE_HOST}{Style.RESET_ALL}"
     )
@@ -103,31 +104,29 @@ def _status(args: argparse.Namespace) -> None:
             me = client.me()
         credits_remaining = me.get("credits")
         plan = me.get("plan")
-        print(
+        logger.info(
             f"{Fore.GREEN}credits : {Fore.LIGHTYELLOW_EX}{credits_remaining}"
             f"{Fore.GREEN}  plan: {plan}{Style.RESET_ALL}"
         )
     except requests.exceptions.SSLError:
-        print(
+        logger.info(
             f"{Fore.RED}SSL verification failed for {DEFAULT_REMOTE_HOST}. "
             f"Try: pip install --upgrade certifi{Style.RESET_ALL}",
-            file=sys.stderr,
         )
     except (RemoteError, requests.exceptions.ConnectionError) as exc:
-        print(
+        logger.info(
             f"{Fore.RED}Could not reach host: {exc}{Style.RESET_ALL}",
-            file=sys.stderr,
         )
 
 
 def _logout(args: argparse.Namespace) -> None:
     profile = args.profile or DEFAULT_PROFILE
     if delete_profile(profile):
-        print(
+        logger.info(
             f"{Fore.GREEN}Removed credentials for profile "
             f"{Fore.LIGHTYELLOW_EX}{profile}{Style.RESET_ALL}"
         )
     else:
-        print(
+        logger.info(
             f"{Fore.YELLOW}No credentials found for profile {profile!r}.{Style.RESET_ALL}"
         )
diff --git a/fenn/cli/dashboard.py b/fenn/cli/dashboard.py
index 9f78ee3..5b7dfdb 100644
--- a/fenn/cli/dashboard.py
+++ b/fenn/cli/dashboard.py
@@ -1,5 +1,7 @@
 """fenn dashboard — launch the Fenn log-browser web UI."""
 
+from fenn.utils.logging import logger
+
 # Must remain 127.0.0.1: the dashboard serves the user's own logs without any
 # network-layer auth, and the in-process auth gate assumes a local-only socket.
 # Do NOT bind to 0.0.0.0 or a non-loopback address.
@@ -25,4 +27,4 @@ def execute(args) -> None:
             log_dirs=args.log_dir,
         )
     except KeyboardInterrupt:
-        print("\nDashboard stopped.")
+        logger.info("\nDashboard stopped.")
diff --git a/fenn/cli/grid.py b/fenn/cli/grid.py
index ac4f2e1..0bfc896 100644
--- a/fenn/cli/grid.py
+++ b/fenn/cli/grid.py
@@ -10,6 +10,7 @@
 from colorama import Fore, Style
 
 from fenn.args.parser import Parser
+from fenn.utils.logging import logger
 
 
 def execute(args: argparse.Namespace) -> None:
@@ -27,7 +28,9 @@ def execute(args: argparse.Namespace) -> None:
     try:
         parsed_grid: list[dict] = _parse_grid(yaml_path=yaml_path)
     except TemplateError as e:
-        print(f"{Fore.RED}Template error: missing grid section{e}{Style.RESET_ALL}")
+        logger.info(
+            f"{Fore.RED}Template error: missing grid section{e}{Style.RESET_ALL}"
+        )
         sys.exit(1)
     shutil.copy(yaml_path, yaml_copy)
     try:
diff --git a/fenn/cli/list.py b/fenn/cli/list.py
index 295916e..b786795 100644
--- a/fenn/cli/list.py
+++ b/fenn/cli/list.py
@@ -6,6 +6,8 @@
 from rich.console import Console
 from rich.table import Table
 
+from fenn.utils.logging import logger
+
 TEMPLATES_REPO = "pyfenn/templates"
 REPO_NAME = "templates"
 GITHUB_API_BASE = "https://api.github.com"
@@ -19,7 +21,7 @@ def execute(args: argparse.Namespace) -> None:
     try:
         _list_templates()
     except NetworkError as e:
-        print(f"{Fore.RED}Network error: {e}{Style.RESET_ALL}")
+        logger.info(f"{Fore.RED}Network error: {e}{Style.RESET_ALL}")
         sys.exit(1)
 
 
@@ -49,7 +51,9 @@ def _list_templates() -> None:
     templates = [item["name"] for item in contents if item.get("type") == "dir"]
 
     if not templates:
-        print(f"{Fore.YELLOW}No templates found in the repository.{Style.RESET_ALL}")
+        logger.info(
+            f"{Fore.YELLOW}No templates found in the repository.{Style.RESET_ALL}"
+        )
         return
 
     templates.sort()
diff --git a/fenn/cli/run.py b/fenn/cli/run.py
index 9756608..833866d 100644
--- a/fenn/cli/run.py
+++ b/fenn/cli/run.py
@@ -17,6 +17,7 @@
     RemoteError,
     WorkspaceTooLargeError,
 )
+from fenn.utils.logging import logger
 
 DEFAULT_SCRIPT = "main.py"
 TERMINAL_STATUSES = {"succeeded", "failed", "cancelled"}
@@ -44,26 +45,22 @@ def execute(args: argparse.Namespace) -> None:
             excludes=args.exclude or (),
         )
     except CredentialsError as exc:
-        print(f"{Fore.RED}{exc}{Style.RESET_ALL}", file=sys.stderr)
+        logger.info(f"{Fore.RED}{exc}{Style.RESET_ALL}")
         sys.exit(2)
     except WorkspaceTooLargeError as exc:
-        print(f"{Fore.RED}{exc}{Style.RESET_ALL}", file=sys.stderr)
+        logger.info(f"{Fore.RED}{exc}{Style.RESET_ALL}")
         sys.exit(2)
     except InsufficientCreditsError as exc:
-        print(
-            f"{Fore.RED}Insufficient credits: {exc}{Style.RESET_ALL}",
-            file=sys.stderr,
-        )
+        logger.info(f"{Fore.RED}Insufficient credits: {exc}{Style.RESET_ALL}")
         sys.exit(3)
     except JobFailedError as exc:
-        print(
+        logger.info(
             f"{Fore.RED}Remote job {exc.job_id} ended with status "
-            f"{exc.status!r}: {exc}{Style.RESET_ALL}",
-            file=sys.stderr,
+            f"{exc.status!r}: {exc}{Style.RESET_ALL}"
         )
         sys.exit(1)
     except RemoteError as exc:
-        print(f"{Fore.RED}Remote error: {exc}{Style.RESET_ALL}", file=sys.stderr)
+        logger.info(f"{Fore.RED}Remote error: {exc}{Style.RESET_ALL}")
         sys.exit(1)
 
 
@@ -71,10 +68,7 @@ def _resolve_script(raw: Optional[str]) -> Path:
     name = raw or DEFAULT_SCRIPT
     candidate = Path(name).resolve()
     if not candidate.is_file():
-        print(
-            f"{Fore.RED}Script not found: {candidate}{Style.RESET_ALL}",
-            file=sys.stderr,
-        )
+        logger.info(f"{Fore.RED}Script not found: {candidate}{Style.RESET_ALL}")
         sys.exit(1)
     return candidate
 
@@ -117,9 +111,8 @@ def _run_remote(
     include_paths = [Path(p) for p in includes]
     project = _read_project_name(root)
 
-    print(
-        f"{Fore.CYAN}Packing workspace from {Fore.LIGHTYELLOW_EX}{root}{Style.RESET_ALL}",
-        file=sys.stderr,
+    logger.info(
+        f"{Fore.CYAN}Packing workspace from {Fore.LIGHTYELLOW_EX}{root}{Style.RESET_ALL}"
     )
     pack = pack_workspace(
         root=root,
@@ -130,20 +123,18 @@ def _run_remote(
 
     venv_spec = detect_venv_spec(root)
     if venv_spec:
-        print(
+        logger.info(
             f"{Fore.CYAN}Found {Fore.LIGHTYELLOW_EX}{venv_spec['requirements']}"
             f"{Fore.CYAN} — remote will build a temporary venv and install "
-            f"dependencies before running.{Style.RESET_ALL}",
-            file=sys.stderr,
+            f"dependencies before running.{Style.RESET_ALL}"
         )
 
     try:
         with RemoteClient(DEFAULT_REMOTE_HOST, creds.api_key) as client:
-            print(
+            logger.info(
                 f"{Fore.CYAN}Submitting {pack.file_count} files "
                 f"({pack.uncompressed_bytes / 1024:,.1f} KB) to "
-                f"{Fore.LIGHTYELLOW_EX}{DEFAULT_REMOTE_HOST}{Style.RESET_ALL}",
-                file=sys.stderr,
+                f"{Fore.LIGHTYELLOW_EX}{DEFAULT_REMOTE_HOST}{Style.RESET_ALL}"
             )
             submission = client.submit_job(
                 pack.path,
@@ -154,17 +145,15 @@ def _run_remote(
             )
             job_id = submission["job_id"]
             hold = submission.get("credit_hold")
-            print(
+            logger.info(
                 f"{Fore.GREEN}Job {Fore.LIGHTYELLOW_EX}{job_id}{Fore.GREEN} "
-                f"submitted (hold: {hold} credits).{Style.RESET_ALL}",
-                file=sys.stderr,
+                f"submitted (hold: {hold} credits).{Style.RESET_ALL}"
             )
 
             if detach:
-                print(
+                logger.info(
                     f"{Fore.CYAN}--detach set; not streaming. "
-                    f"Save this job id to check later.{Style.RESET_ALL}",
-                    file=sys.stderr,
+                    f"Save this job id to check later.{Style.RESET_ALL}"
                 )
                 return
 
@@ -179,10 +168,9 @@ def _run_remote(
                 try:
                     client.download_artifacts(job_id, tar_path)
                     written = extract_artifacts(tar_path, root)
-                    print(
+                    logger.info(
                         f"{Fore.GREEN}Downloaded {len(written)} files into "
-                        f"{Fore.LIGHTYELLOW_EX}{root}{Style.RESET_ALL}",
-                        file=sys.stderr,
+                        f"{Fore.LIGHTYELLOW_EX}{root}{Style.RESET_ALL}"
                     )
                 finally:
                     tar_path.unlink(missing_ok=True)
@@ -212,10 +200,7 @@ def _stream_to_completion(client, job_id: str) -> tuple[str, dict]:
                     _render_log(data)
                 elif kind == "status":
                     status = _coerce_status(data)
-                    print(
-                        f"{Fore.CYAN}[status] {status}{Style.RESET_ALL}",
-                        file=sys.stderr,
-                    )
+                    logger.info(f"{Fore.CYAN}[status] {status}{Style.RESET_ALL}")
                     if status in TERMINAL_STATUSES:
                         final_status = status
                         break
@@ -224,22 +209,15 @@ def _stream_to_completion(client, job_id: str) -> tuple[str, dict]:
                         last_billing = data
                 else:
                     # unknown event kind — show raw
-                    print(
-                        f"{Fore.LIGHTBLACK_EX}[{kind}] {data}{Style.RESET_ALL}",
-                        file=sys.stderr,
-                    )
+                    logger.info(f"{Fore.LIGHTBLACK_EX}[{kind}] {data}{Style.RESET_ALL}")
     except KeyboardInterrupt:
-        print(
-            f"{Fore.YELLOW}Interrupted — cancelling remote job...{Style.RESET_ALL}",
-            file=sys.stderr,
+        logger.info(
+            f"{Fore.YELLOW}Interrupted — cancelling remote job...{Style.RESET_ALL}"
         )
         try:
             client.cancel(job_id)
         except RemoteError as exc:
-            print(
-                f"{Fore.RED}Cancel request failed: {exc}{Style.RESET_ALL}",
-                file=sys.stderr,
-            )
+            logger.info(f"{Fore.RED}Cancel request failed: {exc}{Style.RESET_ALL}")
         raise
     return final_status, last_billing
 
@@ -251,7 +229,7 @@ def _render_log(data) -> None:
         line = str(data)
     # Logs from the remote already carry their own colorization (the user's
     # script ran with the same fenn logger). Pass through as-is.
-    print(line)
+    logger.info(line)
 
 
 def _coerce_status(data) -> str:
@@ -272,7 +250,7 @@ def _print_summary(final_status: str, billing: dict) -> None:
         parts.append(f"credits_used={used}")
     if remaining is not None:
         parts.append(f"credits_remaining={remaining}")
-    print(f"{color}[summary] {' '.join(parts)}{Style.RESET_ALL}", file=sys.stderr)
+    logger.info(f"{color}[summary] {' '.join(parts)}{Style.RESET_ALL}")
 
 
 def _read_project_name(root: Path) -> Optional[str]:
diff --git a/fenn/dashboard/app.py b/fenn/dashboard/app.py
index e3208ae..92c70da 100644
--- a/fenn/dashboard/app.py
+++ b/fenn/dashboard/app.py
@@ -1,7 +1,6 @@
 """Fenn Dashboard — Flask application for browsing fnxml log files."""
 
 import argparse
-import logging
 import secrets
 from datetime import timedelta
 from pathlib import Path
@@ -20,6 +19,8 @@
 )
 from flask_wtf.csrf import CSRFError, CSRFProtect
 
+from fenn.utils.logging import logger
+
 try:
     from fenn.dashboard import auth as dashboard_auth
     from fenn.dashboard import token_store
@@ -338,9 +339,7 @@ def run(
     """Configure and start the dashboard server."""
     if log_dirs:
         scanner.add_dirs(log_dirs)
-    logging.getLogger("werkzeug").setLevel(logging.ERROR)
-    app.logger.setLevel(logging.ERROR)
-    print(f"Fenn dashboard started at http://{host}:{port}")
+    logger.info(f"Fenn dashboard started at http://{host}:{port}")
     from werkzeug.serving import make_server
 
     make_server(host, port, app).serve_forever()
diff --git a/fenn/dashboard/auth.py b/fenn/dashboard/auth.py
index 87640b8..829b6d6 100644
--- a/fenn/dashboard/auth.py
+++ b/fenn/dashboard/auth.py
@@ -10,7 +10,6 @@
 
 from __future__ import annotations
 
-import logging
 import re
 from functools import wraps
 from typing import Optional
@@ -18,6 +17,8 @@
 import requests
 from flask import g, redirect, session, url_for
 
+from fenn.utils.logging import logger
+
 AUTH_URL = "https://pyfenn.com"
 ME_PATH = "/api/dashboard/me"
 
@@ -28,8 +29,6 @@
 _MAX_RESPONSE_BYTES = 4096
 _TIMEOUT = (5, 10)  # (connect, read) seconds
 
-logger = logging.getLogger(__name__)
-
 
 class InvalidTokenError(Exception):
     """Token was rejected by pyfenn.com (401 or malformed)."""
diff --git a/fenn/dashboard/token_store.py b/fenn/dashboard/token_store.py
index c127fe3..7b864a2 100644
--- a/fenn/dashboard/token_store.py
+++ b/fenn/dashboard/token_store.py
@@ -14,15 +14,14 @@
 from __future__ import annotations
 
 import json
-import logging
 import os
 import stat
 from pathlib import Path
 from typing import Optional, TypedDict
 
-_PATH = Path.home() / ".fenn" / "dashboard_session.json"
+from fenn.utils.logging import logger
 
-logger = logging.getLogger(__name__)
+_PATH = Path.home() / ".fenn" / "dashboard_session.json"
 
 
 class StoredSession(TypedDict):
diff --git a/fenn/experimental/vision/image_batch_check.py b/fenn/experimental/vision/image_batch_check.py
index 48b77fe..d15b959 100644
--- a/fenn/experimental/vision/image_batch_check.py
+++ b/fenn/experimental/vision/image_batch_check.py
@@ -1,12 +1,10 @@
-import logging
 from typing import Any, Dict, List, Literal, TypedDict
+from fenn.utils.logging import logger
 
 import numpy as np
 
 from .vision_utils import detect_format
 
-logger = logging.getLogger(__name__)
-
 
 class BatchIssue(TypedDict):
     """Details about an issue found in the batch."""
diff --git a/fenn/experimental/vision/image_dir_summary.py b/fenn/experimental/vision/image_dir_summary.py
index 859384c..885a7a8 100644
--- a/fenn/experimental/vision/image_dir_summary.py
+++ b/fenn/experimental/vision/image_dir_summary.py
@@ -1,7 +1,7 @@
-import logging
 from collections import Counter
 from pathlib import Path
 from typing import Any, Dict, List, TypedDict
+from fenn.utils.logging import logger
 
 try:
     from PIL import Image
@@ -12,8 +12,6 @@
 
 from .vision_utils import normalize_color_mode
 
-logger = logging.getLogger(__name__)
-
 
 class ImageDirSummary(TypedDict):
     """Summary information for a directory of images."""
diff --git a/fenn/logging/backends/tensorboard.py b/fenn/logging/backends/tensorboard.py
deleted file mode 100644
index 65a025b..0000000
--- a/fenn/logging/backends/tensorboard.py
+++ /dev/null
@@ -1,48 +0,0 @@
-from pathlib import Path
-from typing import Any, Callable, Dict, Optional
-
-try:
-    from torch.utils.tensorboard import SummaryWriter  # type: ignore
-except Exception:  # pragma: no cover
-    SummaryWriter = None  # type: ignore
-
-
-class TensorboardBackend:
-    def __init__(
-        self,
-        system_info: Callable[[str], None],
-        system_warning: Callable[[str], None],
-        system_exception: Callable[[str], None],
-    ) -> None:
-        self._system_info = system_info
-        self._system_warning = system_warning
-        self._system_exception = system_exception
-        self._writer: Optional[Any] = None
-
-    def start(self, args: Dict[str, Any]) -> None:
-        if SummaryWriter is None:
-            self._system_warning(
-                "TensorBoard requested but torch is not installed or SummaryWriter not available."
-            )
-            return
-
-        tb_conf = args.get("tensorboard", {}) or {}
-        base_dir = tb_conf.get("dir", args["logger"]["dir"])
-        tb_log_dir = Path(base_dir) / args["project"] / args["session_id"]
-
-        try:
-            self._writer = SummaryWriter(log_dir=str(tb_log_dir))
-            self._system_info(f"TensorBoard writer initialized at {tb_log_dir}")
-        except Exception as exc:
-            self._system_exception(f"Failed to initialize TensorBoard: {exc}")
-
-    def stop(self) -> None:
-        if self._writer is not None:
-            try:
-                self._writer.close()
-            finally:
-                self._writer = None
-
-    @property
-    def writer(self) -> Optional[Any]:
-        return self._writer
diff --git a/fenn/logging/backends/wandb.py b/fenn/logging/backends/wandb.py
deleted file mode 100644
index b24f3f3..0000000
--- a/fenn/logging/backends/wandb.py
+++ /dev/null
@@ -1,70 +0,0 @@
-import os
-from typing import Any, Callable, Dict, Optional
-
-from fenn.secrets.keystore import KeyStore
-
-try:
-    import wandb  # type: ignore
-except Exception:  # pragma: no cover
-    wandb = None  # type: ignore
-
-
-# ==========================================================
-# WANDB BACKEND
-# ==========================================================
-class WandbBackend:
-    def __init__(
-        self,
-        keystore: KeyStore,
-        system_info: Callable[[str], None],
-        system_warning: Callable[[str], None],
-        system_exception: Callable[[str], None],
-    ) -> None:
-        self._keystore = keystore
-        self._system_info = system_info
-        self._system_warning = system_warning
-        self._system_exception = system_exception
-        self._run: Optional[Any] = None
-
-    def start(self, args: Dict[str, Any]) -> None:
-        if wandb is None:
-            self._system_warning("wandb requested but wandb is not installed.")
-            return
-
-        os.environ["WANDB_SILENT"] = "true"
-        wandb_conf = args.get("wandb", {}) or {}
-
-        try:
-            wandb_key = self._keystore.get_key("WANDB_API_KEY")
-        except Exception as exc:
-            self._system_exception("No valid WANDB API key provided in .env")
-            raise RuntimeError("No valid WANDB API key provided in .env") from exc
-
-        if not os.environ.get("WANDB_API_KEY"):
-            os.environ["WANDB_API_KEY"] = wandb_key
-
-        try:
-            self._run = wandb.init(
-                entity=wandb_conf.get("entity"),
-                project=args.get("project"),
-                config=args.get("training"),
-                name=args.get("session_id"),
-            )
-            self._system_info("Wandb session initialized.")
-        except Exception as exc:
-            self._system_exception("Failed to start wandb session.")
-            self._system_warning("Ensure internet connection is active.")
-            raise RuntimeError(f"Failed to initialize wandb: {exc}") from exc
-
-    def stop(self) -> None:
-        # Either run.finish() or wandb.finish() are acceptable patterns;
-        # keeping run reference avoids relying on global state.
-        if self._run is not None:
-            try:
-                self._run.finish()
-            finally:
-                self._run = None
-
-    @property
-    def run(self) -> Optional[Any]:
-        return self._run
diff --git a/fenn/logging/logger.py b/fenn/logging/logger.py
index f6fe210..f1a07ee 100644
--- a/fenn/logging/logger.py
+++ b/fenn/logging/logger.py
@@ -6,8 +6,6 @@
 from fenn.args import Parser
 from fenn.logging.backends.fnxml import FnXmlBackend
 from fenn.logging.backends.logging import LoggingBackend
-from fenn.logging.backends.tensorboard import TensorboardBackend
-from fenn.logging.backends.wandb import WandbBackend
 from fenn.secrets.keystore import KeyStore
 
 
@@ -34,31 +32,6 @@ def __init__(self) -> None:
 
         self._logging_backend = LoggingBackend()
         self._fnxml_backend = FnXmlBackend()
-
-        self._wandb_backend = WandbBackend(
-            keystore=self._keystore,
-            system_info=lambda msg: self._logging_backend.info(
-                msg, display=True, to_file=False
-            ),
-            system_warning=lambda msg: self._logging_backend.warning(
-                msg, display=True, to_file=False
-            ),
-            system_exception=lambda msg: self._logging_backend.exception(
-                msg, display=True, to_file=False
-            ),
-        )
-        self._tensorboard_backend = TensorboardBackend(
-            system_info=lambda msg: self._logging_backend.info(
-                msg, display=True, to_file=False
-            ),
-            system_warning=lambda msg: self._logging_backend.warning(
-                msg, display=True, to_file=False
-            ),
-            system_exception=lambda msg: self._logging_backend.exception(
-                msg, display=True, to_file=False
-            ),
-        )
-
         self._args: Optional[Dict[str, Any]] = None
         self._initialized = True
 
@@ -123,20 +96,9 @@ def start(self) -> None:
         self._logging_backend.start(self._args)
         self._fnxml_backend.start(self._args)
 
-        if self._args.get("wandb"):
-            self._wandb_backend.start(self._args)
-
-        if self._args.get("tensorboard"):
-            self._tensorboard_backend.start(self._args)
-
     def stop(self) -> None:
         # stop external backends first, then restore print
         self._logging_backend.stop()
-
-        if self._args.get("wandb"):
-            self._wandb_backend.stop()
-        if self._args.get("tensorboard"):
-            self._tensorboard_backend.stop()
         self._fnxml_backend.stop()
 
     @staticmethod
@@ -156,13 +118,6 @@ def _flatten_dict(d: dict, parent_key: str = "", sep: str = "/") -> dict:
     # --------------------------
     # accessors (optional)
     # --------------------------
-    @property
-    def wandb_run(self) -> Optional[Any]:
-        return self._wandb_backend.run
-
-    @property
-    def tensorboard(self) -> Optional[Any]:
-        return self._tensorboard_backend.writer
 
     @property
     def log_file(self) -> Optional[Path]:
diff --git a/fenn/utils/logging.py b/fenn/utils/logging.py
new file mode 100644
index 0000000..5be723e
--- /dev/null
+++ b/fenn/utils/logging.py
@@ -0,0 +1,112 @@
+import logging
+import re
+from datetime import datetime
+from pathlib import Path
+
+from colorama import Fore, Style
+from rich.console import Console
+from rich.table import Table
+
+
+def _escape(value: str) -> str:
+    return (
+        value.replace("&", "&amp;")
+        .replace("<", "&lt;")
+        .replace(">", "&gt;")
+        .replace('"', "&quot;")
+        .replace("'", "&apos;")
+    )
+
+
+def _flatten_dict(d: dict, parent_key: str = "", sep: str = "/") -> dict:
+    """Recursively flattens a nested dictionary."""
+
+    items = []
+    for k, v in d.items():
+        new_key = f"{parent_key}{sep}{k}" if parent_key else k
+        if isinstance(v, dict):
+            items.extend(_flatten_dict(v, new_key, sep=sep).items())
+        else:
+            items.append((new_key, v))
+
+    return dict(items)
+
+
+def _get_colored_parts(key: str) -> list:
+    colors = [
+        Fore.LIGHTCYAN_EX,
+        Fore.LIGHTBLUE_EX,
+        Fore.LIGHTMAGENTA_EX,
+        Fore.LIGHTGREEN_EX,
+    ]
+    parts = key.split("/")
+    colored_parts = []
+
+    for i, part in enumerate(parts):
+        color = colors[i % len(colors)]
+        colored_parts.append(f"{color}{part}{Style.RESET_ALL}")
+    return colored_parts
+
+
+def _write_config_fnxml(flat_config: dict, log_file: Path) -> None:
+    with open(log_file, "a", encoding="utf-8") as f:
+        f.write("  <config>\n")
+        for key, value in flat_config.items():
+            f.write(
+                f'    <item key="{_escape(str(key))}" '
+                f'value="{_escape(str(value))}" />\n'
+            )
+        f.write("  </config>\n")
+
+
+def _write_config_txt(log_file, message):
+    message = re.compile(r"\x1B(?:[@-Z\\-_]|\[[0-?]*[ -/]*[@-~])").sub("", message)
+    timestamp_dt = datetime.now().replace(microsecond=0)
+    timestamp = timestamp_dt.isoformat(" ")
+    with open(log_file, "a", encoding="utf-8") as f:
+        f.write(f"[{timestamp}] INFO | {message}\n")
+
+
+def _display_config(flat_config: dict, config_file: str, log_file: Path):
+    table = Table(title="")
+    table.add_column(f"Configuration file {config_file} loaded", style="", width=80)
+    for k, v in flat_config.items():
+        colored_parts = _get_colored_parts(key=k)
+        table.add_row(f"{'/'.join(colored_parts)}: {v}")
+        _write_config_txt(message=f"{'/'.join(colored_parts)}: {v}", log_file=log_file)
+    Console().print(table)
+
+
+def _form_log_paths(args: dict) -> dict[str | Path]:
+    log_root = Path(args["logger"]["dir"]).expanduser()
+    log_dir = log_root / Path(args["project"])
+    log_dir.mkdir(parents=True, exist_ok=True)
+    fn_filename = f"{args['session_id']}.fn"
+    txt_filename = f"{args['session_id']}.log"
+    fn_file = log_dir / fn_filename
+    txt_file = log_dir / txt_filename
+    return {"fn_dir": fn_file, "txt_dir": txt_file}
+
+
+def write_config(
+    args: dict,
+    config_file: str,
+) -> None:
+    log_files = _form_log_paths(args)
+    flat_config = _flatten_dict(args)
+    _display_config(
+        flat_config=flat_config,
+        config_file=config_file,
+        log_file=log_files.get("txt_dir"),
+    )
+    _write_config_fnxml(flat_config, log_files.get("fn_dir"))
+
+
+logger = logging.getLogger("__name__")
+logger.setLevel(logging.DEBUG)
+
+console = logging.StreamHandler()
+console.setLevel(logging.DEBUG)
+console.setFormatter(logging.Formatter("%(message)s"))
+
+logger.addHandler(console)
diff --git a/pyproject.toml b/pyproject.toml
index a37b2a8..daaa32c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,7 +30,6 @@ classifiers = [
 
 dependencies = [
   "PyYAML>=6.0.3",
-  "wandb>=0.23.0",
   "numpy>=2,<2.3.0",
   "pandas>=2.3.3",
   "matplotlib>=3.10.7",
@@ -86,8 +85,8 @@ test = [
   "pytest>=8.0.0",
   "pytest-cov>=7.0.0",
   "requests-mock>=1.11.0",
-  "Faker>=25.0.0"
-]
+  "Faker>=25.0.0",
+  ]
 
 dev = [
     "pre-commit>=4.5.1",
diff --git a/templates b/templates
index bd62cc1..0f252f8 160000
--- a/templates
+++ b/templates
@@ -1 +1 @@
-Subproject commit bd62cc1426e3aa06e5be165c8cb49040c58991cc
+Subproject commit 0f252f820d710bffa8c6c2a62116b477561e3b6c
diff --git a/uv.lock b/uv.lock
index 10ece87..9c98075 100644
--- a/uv.lock
+++ b/uv.lock
@@ -43,6 +43,32 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
+[[package]]
+name = "anyio"
+version = "4.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.15.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/65/318323f98dbee45d42dff61d8f047181bc6f2268a9068cfad035a46be5af/beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7", size = 632571, upload-time = "2026-06-07T16:44:20.453Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/c6/92fcd42f1ba33e1184263f25bfabf3d27c383410470f169e4b8163bf9c17/beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9", size = 109924, upload-time = "2026-06-07T16:44:21.566Z" },
+]
+
 [[package]]
 name = "blinker"
 version = "1.9.0"
@@ -392,6 +418,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" },
 ]
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/d5/c66da9b79e5bdb124974bfe172b4daf3c984ebd9c2a06e2b8a4dc7331c72/defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69", size = 75520, upload-time = "2021-03-08T10:59:26.269Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604, upload-time = "2021-03-08T10:59:24.45Z" },
+]
+
 [[package]]
 name = "distlib"
 version = "0.4.0"
@@ -401,6 +436,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
+]
+
+[[package]]
+name = "faiss-cpu"
+version = "1.14.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+    { name = "packaging" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c8/8b/5d2cd7c9fd60bc4d1ca6e9f5e8b0eb57254a7b301daaa12d5853fdf48afe/faiss_cpu-1.14.2-cp310-abi3-macosx_14_0_arm64.whl", hash = "sha256:a20011b8a97318e6d5e29143a773277ca71f1c33140024aeec91f05ad56cdd04", size = 4621203, upload-time = "2026-05-22T19:58:27.415Z" },
+    { url = "https://files.pythonhosted.org/packages/84/b1/05876aa7ceafd67a8c53667f574c0354e50ebadfdaf0632d7d9f5c80fffe/faiss_cpu-1.14.2-cp310-abi3-macosx_15_0_x86_64.whl", hash = "sha256:6ba528b5803fe5206bbb38e6ea2c537de0d1482a47c5765982af4e4a48c135e2", size = 6681426, upload-time = "2026-05-22T19:58:29.193Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b4/d130a1908ad548671cd5ee9a1b537c7d3753cfdf0b2b134f3c10ccc6b537/faiss_cpu-1.14.2-cp310-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b340c33212351f04d4f167cb7b22c9e756705a634d3b7b58987651f3ba1f6217", size = 9592827, upload-time = "2026-05-22T19:58:30.772Z" },
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+    { url = "https://files.pythonhosted.org/packages/56/b9/a4d076acd9eeaf6fb6f5a29de1a7a0a34de411d0fbe3d8f8c91abb9f97e0/faiss_cpu-1.14.2-cp311-cp311-win_amd64.whl", hash = "sha256:a9d81699ff3ae6e25244efda48c52e406963bbce16d5754073725c14620885c6", size = 16111239, upload-time = "2026-05-22T19:58:38.889Z" },
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     { name = "ruff" },
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+    { name = "wikipedia", marker = "extra == 'rag-web'", specifier = ">=1.4.0" },
+    { name = "youtube-transcript-api", marker = "extra == 'rag-all'", specifier = ">=0.6.0" },
+    { name = "youtube-transcript-api", marker = "extra == 'rag-web'", specifier = ">=0.6.0" },
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