diff --git a/studio/impielOn/code/news_update.py b/studio/impielOn/code/news_update.py
new file mode 100644
index 0000000..f089d1e
--- /dev/null
+++ b/studio/impielOn/code/news_update.py
@@ -0,0 +1,359 @@
+#!/usr/bin/env python3
+"""Bounded recurring job for official AI news updates.
+
+Each invocation is one bounded run. Schedule this script with cron, a task
+runner, or Codex rather than keeping a long-running process alive.
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import logging
+import re
+import sys
+from dataclasses import asdict, dataclass
+from datetime import datetime, timedelta, timezone
+from html.parser import HTMLParser
+from pathlib import Path
+from typing import Iterable
+from urllib.error import HTTPError, URLError
+from urllib.parse import urljoin, urlparse
+from urllib.request import Request, urlopen
+
+
+USER_AGENT = "impielOn-news-update/1.0 (+official-source-reader)"
+MAX_RESPONSE_BYTES = 500_000
+DATE_RE = re.compile(
+    r"\b(?:Jan(?:uary)?|Feb(?:ruary)?|Mar(?:ch)?|Apr(?:il)?|May|Jun(?:e)?|"
+    r"Jul(?:y)?|Aug(?:ust)?|Sep(?:tember)?|Oct(?:ober)?|Nov(?:ember)?|"
+    r"Dec(?:ember)?)\s+\d{1,2},?\s+\d{4}\b",
+    re.IGNORECASE,
+)
+WHITESPACE_RE = re.compile(r"\s+")
+
+
+@dataclass(frozen=True)
+class Source:
+    name: str
+    index_url: str
+    allowed_prefixes: tuple[str, ...]
+
+
+@dataclass
+class Article:
+    source: str
+    title: str
+    url: str
+    date_text: str | None
+    summary: str
+    why_it_matters: str
+
+
+SOURCES = (
+    Source(
+        "Anthropic News",
+        "https://www.anthropic.com/news",
+        ("https://www.anthropic.com/news/",),
+    ),
+    Source(
+        "Anthropic Engineering",
+        "https://www.anthropic.com/engineering",
+        ("https://www.anthropic.com/engineering/",),
+    ),
+    Source(
+        "OpenAI News",
+        "https://openai.com/news/",
+        ("https://openai.com/index/",),
+    ),
+)
+
+
+def clean_text(value: str) -> str:
+    return WHITESPACE_RE.sub(" ", value).strip()
+
+
+class PageParser(HTMLParser):
+    """Small HTML parser that keeps only metadata, headings, and links."""
+
+    def __init__(self) -> None:
+        super().__init__(convert_charrefs=True)
+        self.meta: dict[str, str] = {}
+        self.links: list[tuple[str, str]] = []
+        self.headings: list[str] = []
+        self.paragraphs: list[str] = []
+        self._in_title = False
+        self._heading_depth = 0
+        self._in_paragraph = False
+        self._text: list[str] = []
+        self._link_href: str | None = None
+        self._link_text: list[str] = []
+
+    def handle_starttag(self, tag: str, attrs: list[tuple[str, str | None]]) -> None:
+        attr = {key.lower(): value or "" for key, value in attrs}
+        if tag.lower() == "meta":
+            key = (attr.get("name") or attr.get("property") or "").lower()
+            if key in {"description", "og:description", "twitter:description"}:
+                self.meta.setdefault(key, clean_text(attr.get("content", "")))
+        elif tag.lower() == "title":
+            self._in_title = True
+            self._text = []
+        elif tag.lower() in {"h1", "h2", "h3"}:
+            self._heading_depth = int(tag[1])
+            self._text = []
+        elif tag.lower() == "p":
+            self._in_paragraph = True
+            self._text = []
+        elif tag.lower() == "a":
+            self._link_href = attr.get("href") or None
+            self._link_text = []
+
+    def handle_endtag(self, tag: str) -> None:
+        tag = tag.lower()
+        value = clean_text(" ".join(self._text))
+        if tag == "title":
+            if value:
+                self.meta.setdefault("title", value)
+            self._in_title = False
+            self._text = []
+        elif tag in {"h1", "h2", "h3"}:
+            if value:
+                self.headings.append(value)
+            self._heading_depth = 0
+            self._text = []
+        elif tag == "p":
+            if value:
+                self.paragraphs.append(value)
+            self._in_paragraph = False
+            self._text = []
+        elif tag == "a" and self._link_href:
+            self.links.append((self._link_href, clean_text(" ".join(self._link_text))))
+            self._link_href = None
+            self._link_text = []
+
+    def handle_data(self, data: str) -> None:
+        if self._link_href is not None:
+            self._link_text.append(data)
+        if self._in_title or self._heading_depth or self._in_paragraph:
+            self._text.append(data)
+
+
+def fetch(url: str, timeout: float) -> bytes:
+    request = Request(url, headers={"User-Agent": USER_AGENT, "Accept": "text/html"})
+    with urlopen(request, timeout=timeout) as response:
+        content = response.read(MAX_RESPONSE_BYTES + 1)
+    if len(content) > MAX_RESPONSE_BYTES:
+        raise ValueError(f"response exceeded {MAX_RESPONSE_BYTES} bytes")
+    return content
+
+
+def parse_page(payload: bytes) -> PageParser:
+    parser = PageParser()
+    parser.feed(payload.decode("utf-8", errors="replace"))
+    return parser
+
+
+def article_links(source: Source, parser: PageParser) -> list[tuple[str, str]]:
+    seen: set[str] = set()
+    result: list[tuple[str, str]] = []
+    for href, text in parser.links:
+        absolute = urljoin(source.index_url, href).split("#", 1)[0]
+        if not any(absolute.startswith(prefix) for prefix in source.allowed_prefixes):
+            continue
+        if absolute.rstrip("/") == source.index_url.rstrip("/") or absolute in seen:
+            continue
+        title = clean_text(text)
+        if len(title) < 8 or title.lower() in {"read more", "learn more", "view all"}:
+            continue
+        seen.add(absolute)
+        result.append((absolute, title))
+    return result
+
+
+def first_sentence(text: str, limit: int = 420) -> str:
+    text = clean_text(text)
+    if not text:
+        return "Summary unavailable from the source page."
+    sentences = re.split(r"(?<=[.!?])\s+", text)
+    summary = " ".join(sentences[:2]).strip()
+    return summary[:limit].rstrip() + ("…" if len(summary) > limit else "")
+
+
+def article_summary(parser: PageParser, description: str, limit: int = 1000) -> str:
+    """Create a bounded extractive summary from several article paragraphs."""
+    boilerplate = (
+        "AI safety and research company",
+        "Anthropic is an AI safety",
+        "© OpenAI",
+        "all rights reserved",
+    )
+    paragraphs: list[str] = []
+    for paragraph in parser.paragraphs:
+        paragraph = clean_text(paragraph)
+        if len(paragraph) < 45 or any(marker.lower() in paragraph.lower() for marker in boilerplate):
+            continue
+        if paragraph not in paragraphs:
+            paragraphs.append(paragraph)
+    if paragraphs:
+        summary = " ".join(paragraphs[:4])
+        return summary[:limit].rstrip() + ("…" if len(summary) > limit else "")
+    return first_sentence(description, limit)
+
+
+def article_from_page(source: Source, url: str, fallback_title: str, payload: bytes) -> Article:
+    parser = parse_page(payload)
+    title = parser.meta.get("og:title") or parser.meta.get("title") or fallback_title
+    title = re.sub(r"\s*(?:[|\\·—-])\s*(Anthropic|OpenAI).*$", "", title, flags=re.I).strip()
+    description = (
+        parser.meta.get("og:description")
+        or parser.meta.get("description")
+        or parser.meta.get("twitter:description")
+    )
+    date_match = DATE_RE.search(" ".join(parser.headings))
+    boilerplate = "AI safety and research company"
+    if not description or boilerplate.lower() in description.lower():
+        description = next((paragraph for paragraph in parser.paragraphs if boilerplate.lower() not in paragraph.lower()), "")
+    why_it_matters = (
+        f"It reports a development in {title}; its practical implications depend on how the "
+        "described capabilities, safeguards, or policies are adopted."
+    )
+    return Article(
+        source.name,
+        title,
+        url,
+        date_match.group(0) if date_match else None,
+        article_summary(parser, description),
+        why_it_matters,
+    )
+
+
+def load_seen(path: Path) -> set[str]:
+    try:
+        data = json.loads(path.read_text(encoding="utf-8"))
+        return set(data.get("seen_urls", []))
+    except (FileNotFoundError, json.JSONDecodeError, OSError, AttributeError):
+        return set()
+
+
+def write_json(path: Path, data: object) -> None:
+    path.write_text(json.dumps(data, indent=2, ensure_ascii=False) + "\n", encoding="utf-8")
+
+
+def render_markdown(run_at: datetime, articles: Iterable[Article], failures: list[str]) -> str:
+    articles = list(articles)
+    lines = [
+        "# AI Research Update",
+        "",
+        f"Generated: {run_at.isoformat(timespec='seconds')}",
+        "",
+        "Sources: Anthropic News, Anthropic Engineering, and OpenAI News.",
+        "",
+    ]
+    if articles:
+        for article in articles:
+            date = f" ({article.date_text})" if article.date_text else ""
+            lines += [
+                f"## [{article.title}]({article.url})",
+                f"**{article.source}**{date}",
+                "",
+                article.summary,
+                "",
+                f"**Why it matters:** {article.why_it_matters}",
+                "",
+            ]
+    elif failures:
+        lines += [
+            "No articles were reported because one or more permitted source requests failed.",
+            "The specific failures are listed below.",
+            "",
+        ]
+    else:
+        lines += [
+            "No new official articles were reported because discovered articles were already "
+            "recorded or fell outside the configured lookback window.",
+            "",
+        ]
+    if failures:
+        lines += ["## Source fetch notes", ""]
+        lines.extend(f"- {failure}" for failure in failures)
+        lines.append("")
+    return "\n".join(lines)
+
+
+def run(args: argparse.Namespace) -> int:
+    base_dir = Path(__file__).resolve().parent.parent
+    output_dir = (base_dir / args.output_dir).resolve()
+    output_dir.mkdir(parents=True, exist_ok=True)
+    state_path = output_dir / "news_state.json"
+    log_path = output_dir / "news_update.log"
+    logging.basicConfig(filename=log_path, level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
+
+    now = datetime.now(timezone.utc)
+    cutoff = now - timedelta(days=args.lookback_days)
+    seen = load_seen(state_path)
+    failures: list[str] = []
+    new_articles: list[Article] = []
+    fetched_articles = 0
+    discovered_urls: set[str] = set(seen)
+
+    for source in SOURCES:
+        try:
+            index_parser = parse_page(fetch(source.index_url, args.timeout))
+            candidates = article_links(source, index_parser)[: args.max_articles_per_source]
+        except (HTTPError, URLError, TimeoutError, ValueError, OSError) as exc:
+            failures.append(f"{source.name}: {exc}")
+            logging.warning("Failed to read source index %s: %s", source.name, exc)
+            continue
+
+        for url, fallback_title in candidates:
+            discovered_urls.add(url)
+            if url in seen or fetched_articles >= args.max_article_fetches:
+                continue
+            try:
+                article = article_from_page(source, url, fallback_title, fetch(url, args.timeout))
+                fetched_articles += 1
+                if article.date_text:
+                    try:
+                        date = None
+                        for date_format in ("%B %d, %Y", "%b %d, %Y"):
+                            try:
+                                date = datetime.strptime(article.date_text, date_format).replace(tzinfo=timezone.utc)
+                                break
+                            except ValueError:
+                                continue
+                        if date is None:
+                            raise ValueError("unrecognized article date")
+                        if date < cutoff:
+                            continue
+                    except ValueError:
+                        pass
+                new_articles.append(article)
+            except (HTTPError, URLError, TimeoutError, ValueError, OSError) as exc:
+                failures.append(f"{source.name} article {url}: {exc}")
+                logging.warning("Failed to read article %s: %s", url, exc)
+
+    timestamp = now.strftime("%Y%m%dT%H%M%SZ")
+    output_path = output_dir / f"ai-news-update-{timestamp}.md"
+    output_path.write_text(render_markdown(now, new_articles, failures), encoding="utf-8")
+    write_json(state_path, {"seen_urls": sorted(discovered_urls), "last_run": now.isoformat()})
+    logging.info("run complete: %d new articles, %d failures", len(new_articles), len(failures))
+    print(output_path)
+    return 0
+
+
+def build_parser() -> argparse.ArgumentParser:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--max-articles-per-source", type=int, default=3)
+    parser.add_argument("--max-article-fetches", type=int, default=6)
+    parser.add_argument("--lookback-days", type=int, default=14)
+    parser.add_argument("--timeout", type=float, default=10.0)
+    parser.add_argument("--output-dir", default="outputs")
+    return parser
+
+
+if __name__ == "__main__":
+    arguments = build_parser().parse_args()
+    if any(value <= 0 for value in (arguments.max_articles_per_source, arguments.max_article_fetches, arguments.lookback_days, arguments.timeout)):
+        print("All bounds must be positive.", file=sys.stderr)
+        raise SystemExit(2)
+    raise SystemExit(run(arguments))
diff --git a/studio/impielOn/code/test_news_update.py b/studio/impielOn/code/test_news_update.py
new file mode 100644
index 0000000..559710c
--- /dev/null
+++ b/studio/impielOn/code/test_news_update.py
@@ -0,0 +1,62 @@
+import sys
+import tempfile
+import unittest
+from pathlib import Path
+from unittest.mock import patch
+from urllib.error import HTTPError
+
+
+sys.path.insert(0, str(Path(__file__).parent))
+import news_update  # noqa: E402
+
+
+class NewsUpdateTests(unittest.TestCase):
+    def test_summary_uses_multiple_article_paragraphs(self):
+        parser = news_update.parse_page(
+            b"<html><p>First substantive finding about the model evaluation.</p>"
+            b"<p>Second substantive finding about deployment safeguards.</p>"
+            b"<p>Third substantive finding about operational changes.</p></html>"
+        )
+
+        summary = news_update.article_summary(parser, "fallback")
+
+        self.assertIn("First substantive finding", summary)
+        self.assertIn("Second substantive finding", summary)
+        self.assertIn("Third substantive finding", summary)
+
+    def test_render_includes_objective_why_it_matters_line(self):
+        article = news_update.Article(
+            "Anthropic News",
+            "New evaluation policy",
+            "https://www.anthropic.com/news/example",
+            None,
+            "The article describes a change to evaluation policy.",
+            "It reports a development in New evaluation policy; its practical implications depend on how the described capabilities, safeguards, or policies are adopted.",
+        )
+
+        report = news_update.render_markdown(news_update.datetime.now(news_update.timezone.utc), [article], [])
+
+        self.assertEqual(report.count("**Why it matters:**"), 1)
+        self.assertIn("practical implications depend", report)
+
+    def test_http_errors_exit_cleanly_and_explain_empty_result(self):
+        def fail_every_request(*_args, **_kwargs):
+            raise HTTPError("https://example.invalid", 500, "simulated failure", {}, None)
+
+        with tempfile.TemporaryDirectory() as directory:
+            args = news_update.build_parser().parse_args(
+                ["--output-dir", directory, "--timeout", "1"]
+            )
+            with patch.object(news_update, "urlopen", side_effect=fail_every_request):
+                result = news_update.run(args)
+
+            reports = list(Path(directory).glob("ai-news-update-*.md"))
+            self.assertEqual(result, 0)
+            self.assertEqual(len(reports), 1)
+            report = reports[0].read_text(encoding="utf-8")
+            self.assertIn("No articles were reported because", report)
+            self.assertEqual(report.count("HTTP Error 500: simulated failure"), 3)
+
+
+if __name__ == "__main__":
+    unittest.main()
diff --git a/studio/impielOn/delegation-card.md b/studio/impielOn/delegation-card.md
new file mode 100644
index 0000000..516703f
--- /dev/null
+++ b/studio/impielOn/delegation-card.md
@@ -0,0 +1,47 @@
+# Delegation Card
+
+## Task
+Create a recurring, bounded research-update job for `impielOn`.
+
+Each run should collect the latest relevant articles from these official sources:
+
+- Anthropic News: `https://www.anthropic.com/news`
+- Anthropic Engineering: `https://www.anthropic.com/engineering`
+- OpenAI News: `https://openai.com/news/`
+
+The job should summarize the discovered articles for developers and technology or AI enthusiasts. It should be runnable as a single invocation so an external scheduler or Codex can invoke it repeatedly.
+
+## Context
+The target audience is developers and technology or AI enthusiasts. The team name or username is `impielOn`.
+
+Use the existing implementation in `code/news_update.py` as the job entry point. Use only the three official sources listed above; do not substitute search results, social posts, or third-party reporting.
+
+## Success criteria
+A successful run must:
+
+1. Attempt to read all three official source pages.
+2. Return at least one current article from an allowed source when one is available.
+3. Include the article title, source name, canonical URL, and a concise summary grounded in the article page's overall contents. The summary should synthesize multiple substantive parts of the article when available, rather than copying only its opening paragraph.
+4. Include exactly one concise, objective `Why it matters` line for every identified article. State the practical implications or affected decisions without promotional, flattering, or unsupported language.
+5. Write a timestamped Markdown report to `outputs/`.
+6. Persist deduplication state and an execution log in `outputs/`.
+7. If no articles are reported, state whether the cause was source failure, deduplication, or the lookback filter.
+8. Report source or article fetch failures without fabricating news.
+
+The implementation must be stored in `code/`. The job must remain bounded: use finite source and article limits, request timeouts, response-size limits, and a configurable lookback window.
+
+## Restrictions
+The agent may read or write only within the directory it is run from: `studio/<team-name-or-username>/`. It may write job outputs and logs under `outputs/` and implementation files under `code/`.
+
+Do not write to or overwrite `explanation-<username>.md`; the student owns that file. Do not overwrite shared materials or other students' files. Do not send messages, publish content, or modify external systems.
+
+If a source is unavailable, continue with the other allowed sources, record the failure, and exit within the configured bounds. Never invent article content or present third-party material as official-source news.
+
+## Run contract
+The default invocation should be equivalent to:
+
+```bash
+python3 code/news_update.py
+```
+
+The job should exit after one bounded run and print the path of the generated report. Repeated runs should avoid re-reporting the same article using persisted state.
diff --git a/studio/impielOn/explanation-impielOn.md b/studio/impielOn/explanation-impielOn.md
new file mode 100644
index 0000000..9ca6f94
--- /dev/null
+++ b/studio/impielOn/explanation-impielOn.md
@@ -0,0 +1,15 @@
+#Explanation
+
+I worked on the AI research news update. The goal was to use an agent to check Antrhopic News, Anthropic Engineering, and OpenAI Newes. Articles were gathered and summarized into a convenient report.
+
+A GPT-5.6-Luna agent was used through Codex to refine delegation-card.md, produce and update code, and run tests / generate output.
+
+Before allowing the agent to execute the plan, I specified directory restrictions and limited the agent's sources to the 3 sources listed. I also decided that the agent should run a local job which could be reproduced.
+
+After inspecting the outputs, I added the requirement for a single-line "Why It Matters" conclusion and added instructions to ensure the agent summarized the entire article without being sycophantic.
+
+I ran the agent under the condition that all HTTP requests returned errors. Upon examining the output, I instructed the agent to include the reason for failure to retrieve articles as the viewer would be unable to distinguish a lack of content from a technical bug. The revised job failed gracefully with an appropriate message.
+
+Verification was performed using agent-generated tests, examined by me. I also reviewed the source code for the tests and job.
+
+I am still uncertain about how the agent should handle bot-blockers, but overall I feel that the agent successfully generates research updates and I am more familiar with utilizing agents.
diff --git a/studio/impielOn/outputs/ai-news-update-20260918T041503Z.md b/studio/impielOn/outputs/ai-news-update-20260918T041503Z.md
new file mode 100644
index 0000000..55b0a96
--- /dev/null
+++ b/studio/impielOn/outputs/ai-news-update-20260918T041503Z.md
@@ -0,0 +1,13 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:15:03+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+No new official articles were found in this run.
+
+## Source fetch notes
+
+- Anthropic News: <urlopen error [Errno -3] Temporary failure in name resolution>
+- Anthropic Engineering: <urlopen error [Errno -3] Temporary failure in name resolution>
+- OpenAI News: <urlopen error [Errno -3] Temporary failure in name resolution>
diff --git a/studio/impielOn/outputs/ai-news-update-20260918T041529Z.md b/studio/impielOn/outputs/ai-news-update-20260918T041529Z.md
new file mode 100644
index 0000000..bbf91f1
--- /dev/null
+++ b/studio/impielOn/outputs/ai-news-update-20260918T041529Z.md
@@ -0,0 +1,25 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:15:29+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+## [Improving our alignment and security practices \ Anthropic](https://www.anthropic.com/news/improving-alignment-security-efforts)
+**Anthropic News**
+
+On July 30, we reported three incidents in which Claude models gained unauthorized access to real computer systems. We are conducting an in-depth analysis of both incidents, and planning to work with METR for an independent review.
+
+## [Introducing the Life Sciences Verification Program \ Anthropic](https://www.anthropic.com/news/life-sciences-verification-program)
+**Anthropic News**
+
+Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
+
+## [How we contain Claude across products \ Anthropic](https://www.anthropic.com/engineering/how-we-contain-claude)
+**Anthropic Engineering**
+
+Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
+
+## [An update on recent Claude Code quality reports \ Anthropic](https://www.anthropic.com/engineering/april-23-postmortem)
+**Anthropic Engineering**
+
+Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
diff --git a/studio/impielOn/outputs/ai-news-update-20260918T042241Z.md b/studio/impielOn/outputs/ai-news-update-20260918T042241Z.md
new file mode 100644
index 0000000..18d0581
--- /dev/null
+++ b/studio/impielOn/outputs/ai-news-update-20260918T042241Z.md
@@ -0,0 +1,37 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:22:41+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+## [Developing Enterprise Frontier Safeguards with our customers](https://www.anthropic.com/news/enterprise-frontier-safeguards)
+**Anthropic News**
+
+Today we’re announcing Enterprise Frontier Safeguards (EFS), a solution that combines the privacy of zero data retention (ZDR) with state-of-the-art safeguards for detecting misuse. EFS works by storing data in cloud infrastructure controlled by the customer, not Anthropic.
+
+**Why it matters:** It gives developers and AI enthusiasts a current, first-party signal about Developing Enterprise Frontier Safeguards with our customers.
+
+## [Scaling Managed Agents: Decoupling the brain from the hands](https://www.anthropic.com/engineering/managed-agents)
+**Anthropic Engineering**
+
+Published Apr 08, 2026
+
+**Why it matters:** It gives developers and AI enthusiasts a current, first-party signal about Scaling Managed Agents: Decoupling the brain from the hands.
+
+## [Reimagining advertising with AI](https://openai.com/index/reimagining-advertising-with-ai/)
+**OpenAI News**
+
+Explore new AI-powered advertising experiences from OpenAI, including Sponsored Agents, tools for marketers, and integrations with HubSpot and Shopify.
+
+**Why it matters:** It gives developers and AI enthusiasts a current, first-party signal about Reimagining advertising with AI.
+
+## [How to connect AI usage to business value](https://openai.com/index/how-to-connect-ai-usage-to-business-value/)
+**OpenAI News**
+
+Learn how ChatGPT Work and Codex analytics help teams understand AI usage and spend, identify training needs, and connect adoption to business outcomes.
+
+**Why it matters:** It gives developers and AI enthusiasts a current, first-party signal about How to connect AI usage to business value.
+
+## Source fetch notes
+
+- OpenAI News article https://openai.com/index/astra-for-law/: HTTP Error 403: Forbidden
diff --git a/studio/impielOn/outputs/ai-news-update-20260918T042527Z.md b/studio/impielOn/outputs/ai-news-update-20260918T042527Z.md
new file mode 100644
index 0000000..8d3f4fa
--- /dev/null
+++ b/studio/impielOn/outputs/ai-news-update-20260918T042527Z.md
@@ -0,0 +1,11 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:25:27+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+No new official articles were found in this run.
+
+## Source fetch notes
+
+- OpenAI News: HTTP Error 403: Forbidden
diff --git a/studio/impielOn/outputs/ai-news-update-20260918T042940Z.md b/studio/impielOn/outputs/ai-news-update-20260918T042940Z.md
new file mode 100644
index 0000000..4a2005a
--- /dev/null
+++ b/studio/impielOn/outputs/ai-news-update-20260918T042940Z.md
@@ -0,0 +1,7 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:29:40+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+No new official articles were found in this run.
diff --git a/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043127Z.md b/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043127Z.md
new file mode 100644
index 0000000..cc1a557
--- /dev/null
+++ b/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043127Z.md
@@ -0,0 +1,13 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:31:27+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+No new official articles were found in this run.
+
+## Source fetch notes
+
+- Anthropic News: HTTP Error 500: Simulated HTTP failure
+- Anthropic Engineering: HTTP Error 500: Simulated HTTP failure
+- OpenAI News: HTTP Error 500: Simulated HTTP failure
diff --git a/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043243Z.md b/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043243Z.md
new file mode 100644
index 0000000..4edd729
--- /dev/null
+++ b/studio/impielOn/outputs/http-error-simulation/ai-news-update-20260918T043243Z.md
@@ -0,0 +1,14 @@
+# AI Research Update
+
+Generated: 2026-09-18T04:32:43+00:00
+
+Sources: Anthropic News, Anthropic Engineering, and OpenAI News.
+
+No articles were reported because one or more permitted source requests failed.
+The specific failures are listed below.
+
+## Source fetch notes
+
+- Anthropic News: HTTP Error 500: Simulated HTTP failure
+- Anthropic Engineering: HTTP Error 500: Simulated HTTP failure
+- OpenAI News: HTTP Error 500: Simulated HTTP failure
diff --git a/studio/impielOn/outputs/http-error-simulation/news_state.json b/studio/impielOn/outputs/http-error-simulation/news_state.json
new file mode 100644
index 0000000..5791ade
--- /dev/null
+++ b/studio/impielOn/outputs/http-error-simulation/news_state.json
@@ -0,0 +1,4 @@
+{
+  "seen_urls": [],
+  "last_run": "2026-09-18T04:32:43.766636+00:00"
+}
diff --git a/studio/impielOn/outputs/http-error-simulation/news_update.log b/studio/impielOn/outputs/http-error-simulation/news_update.log
new file mode 100644
index 0000000..6211ce0
--- /dev/null
+++ b/studio/impielOn/outputs/http-error-simulation/news_update.log
@@ -0,0 +1,8 @@
+2026-09-18 00:31:27,062 WARNING Failed to read source index Anthropic News: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:31:27,062 WARNING Failed to read source index Anthropic Engineering: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:31:27,062 WARNING Failed to read source index OpenAI News: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:31:27,062 INFO run complete: 0 new articles, 3 failures
+2026-09-18 00:32:43,766 WARNING Failed to read source index Anthropic News: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:32:43,766 WARNING Failed to read source index Anthropic Engineering: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:32:43,766 WARNING Failed to read source index OpenAI News: HTTP Error 500: Simulated HTTP failure
+2026-09-18 00:32:43,767 INFO run complete: 0 new articles, 3 failures
diff --git a/studio/impielOn/outputs/news_state.json b/studio/impielOn/outputs/news_state.json
new file mode 100644
index 0000000..c908225
--- /dev/null
+++ b/studio/impielOn/outputs/news_state.json
@@ -0,0 +1,16 @@
+{
+  "seen_urls": [
+    "https://openai.com/index/astra-for-law/",
+    "https://openai.com/index/how-to-connect-ai-usage-to-business-value/",
+    "https://openai.com/index/reimagining-advertising-with-ai/",
+    "https://openai.com/news/engineering/",
+    "https://openai.com/news/research/",
+    "https://www.anthropic.com/engineering/april-23-postmortem",
+    "https://www.anthropic.com/engineering/how-we-contain-claude",
+    "https://www.anthropic.com/engineering/managed-agents",
+    "https://www.anthropic.com/news/enterprise-frontier-safeguards",
+    "https://www.anthropic.com/news/improving-alignment-security-efforts",
+    "https://www.anthropic.com/news/life-sciences-verification-program"
+  ],
+  "last_run": "2026-09-18T04:29:40.053829+00:00"
+}
diff --git a/studio/impielOn/outputs/news_update.log b/studio/impielOn/outputs/news_update.log
new file mode 100644
index 0000000..e7d4550
--- /dev/null
+++ b/studio/impielOn/outputs/news_update.log
@@ -0,0 +1,202 @@
+2026-09-18 00:15:03,520 ERROR Failed to read source index: Anthropic News
+Traceback (most recent call last):
+  File "/usr/lib/python3.13/urllib/request.py", line 1319, in do_open
+    h.request(req.get_method(), req.selector, req.data, headers,
+    ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+              encode_chunked=req.has_header('Transfer-encoding'))
+              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1367, in request
+    self._send_request(method, url, body, headers, encode_chunked)
+    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1413, in _send_request
+    self.endheaders(body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1362, in endheaders
+    self._send_output(message_body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1122, in _send_output
+    self.send(msg)
+    ~~~~~~~~~^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1066, in send
+    self.connect()
+    ~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1501, in connect
+    super().connect()
+    ~~~~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1032, in connect
+    self.sock = self._create_connection(
+                ~~~~~~~~~~~~~~~~~~~~~~~^
+        (self.host,self.port), self.timeout, self.source_address)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 840, in create_connection
+    for res in getaddrinfo(host, port, 0, SOCK_STREAM):
+               ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 977, in getaddrinfo
+    for res in _socket.getaddrinfo(host, port, family, type, proto, flags):
+               ~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+socket.gaierror: [Errno -3] Temporary failure in name resolution
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 237, in run
+    index_parser = parse_page(fetch(source.index_url, args.timeout))
+                              ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 132, in fetch
+    with urlopen(request, timeout=timeout) as response:
+         ~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 189, in urlopen
+    return opener.open(url, data, timeout)
+           ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 489, in open
+    response = self._open(req, data)
+  File "/usr/lib/python3.13/urllib/request.py", line 506, in _open
+    result = self._call_chain(self.handle_open, protocol, protocol +
+                              '_open', req)
+  File "/usr/lib/python3.13/urllib/request.py", line 466, in _call_chain
+    result = func(*args)
+  File "/usr/lib/python3.13/urllib/request.py", line 1367, in https_open
+    return self.do_open(http.client.HTTPSConnection, req,
+           ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+                        context=self._context)
+                        ^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 1322, in do_open
+    raise URLError(err)
+urllib.error.URLError: <urlopen error [Errno -3] Temporary failure in name resolution>
+2026-09-18 00:15:03,528 ERROR Failed to read source index: Anthropic Engineering
+Traceback (most recent call last):
+  File "/usr/lib/python3.13/urllib/request.py", line 1319, in do_open
+    h.request(req.get_method(), req.selector, req.data, headers,
+    ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+              encode_chunked=req.has_header('Transfer-encoding'))
+              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1367, in request
+    self._send_request(method, url, body, headers, encode_chunked)
+    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1413, in _send_request
+    self.endheaders(body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1362, in endheaders
+    self._send_output(message_body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1122, in _send_output
+    self.send(msg)
+    ~~~~~~~~~^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1066, in send
+    self.connect()
+    ~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1501, in connect
+    super().connect()
+    ~~~~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1032, in connect
+    self.sock = self._create_connection(
+                ~~~~~~~~~~~~~~~~~~~~~~~^
+        (self.host,self.port), self.timeout, self.source_address)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 840, in create_connection
+    for res in getaddrinfo(host, port, 0, SOCK_STREAM):
+               ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 977, in getaddrinfo
+    for res in _socket.getaddrinfo(host, port, family, type, proto, flags):
+               ~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+socket.gaierror: [Errno -3] Temporary failure in name resolution
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 237, in run
+    index_parser = parse_page(fetch(source.index_url, args.timeout))
+                              ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 132, in fetch
+    with urlopen(request, timeout=timeout) as response:
+         ~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 189, in urlopen
+    return opener.open(url, data, timeout)
+           ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 489, in open
+    response = self._open(req, data)
+  File "/usr/lib/python3.13/urllib/request.py", line 506, in _open
+    result = self._call_chain(self.handle_open, protocol, protocol +
+                              '_open', req)
+  File "/usr/lib/python3.13/urllib/request.py", line 466, in _call_chain
+    result = func(*args)
+  File "/usr/lib/python3.13/urllib/request.py", line 1367, in https_open
+    return self.do_open(http.client.HTTPSConnection, req,
+           ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+                        context=self._context)
+                        ^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 1322, in do_open
+    raise URLError(err)
+urllib.error.URLError: <urlopen error [Errno -3] Temporary failure in name resolution>
+2026-09-18 00:15:03,529 ERROR Failed to read source index: OpenAI News
+Traceback (most recent call last):
+  File "/usr/lib/python3.13/urllib/request.py", line 1319, in do_open
+    h.request(req.get_method(), req.selector, req.data, headers,
+    ~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+              encode_chunked=req.has_header('Transfer-encoding'))
+              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1367, in request
+    self._send_request(method, url, body, headers, encode_chunked)
+    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1413, in _send_request
+    self.endheaders(body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1362, in endheaders
+    self._send_output(message_body, encode_chunked=encode_chunked)
+    ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1122, in _send_output
+    self.send(msg)
+    ~~~~~~~~~^^^^^
+  File "/usr/lib/python3.13/http/client.py", line 1066, in send
+    self.connect()
+    ~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1501, in connect
+    super().connect()
+    ~~~~~~~~~~~~~~~^^
+  File "/usr/lib/python3.13/http/client.py", line 1032, in connect
+    self.sock = self._create_connection(
+                ~~~~~~~~~~~~~~~~~~~~~~~^
+        (self.host,self.port), self.timeout, self.source_address)
+        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 840, in create_connection
+    for res in getaddrinfo(host, port, 0, SOCK_STREAM):
+               ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/socket.py", line 977, in getaddrinfo
+    for res in _socket.getaddrinfo(host, port, family, type, proto, flags):
+               ~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+socket.gaierror: [Errno -3] Temporary failure in name resolution
+
+During handling of the above exception, another exception occurred:
+
+Traceback (most recent call last):
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 237, in run
+    index_parser = parse_page(fetch(source.index_url, args.timeout))
+                              ~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/home/agent_acc/Documents/COMSW4995/studios/Studio01/agentic-engineering-course/studio/impielOn/code/news_update.py", line 132, in fetch
+    with urlopen(request, timeout=timeout) as response:
+         ~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 189, in urlopen
+    return opener.open(url, data, timeout)
+           ~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 489, in open
+    response = self._open(req, data)
+  File "/usr/lib/python3.13/urllib/request.py", line 506, in _open
+    result = self._call_chain(self.handle_open, protocol, protocol +
+                              '_open', req)
+  File "/usr/lib/python3.13/urllib/request.py", line 466, in _call_chain
+    result = func(*args)
+  File "/usr/lib/python3.13/urllib/request.py", line 1367, in https_open
+    return self.do_open(http.client.HTTPSConnection, req,
+           ~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+                        context=self._context)
+                        ^^^^^^^^^^^^^^^^^^^^^^
+  File "/usr/lib/python3.13/urllib/request.py", line 1322, in do_open
+    raise URLError(err)
+urllib.error.URLError: <urlopen error [Errno -3] Temporary failure in name resolution>
+2026-09-18 00:15:03,532 INFO run complete: 0 new articles, 3 failures
+2026-09-18 00:15:31,239 INFO run complete: 4 new articles, 0 failures
+2026-09-18 00:22:42,644 WARNING Failed to read article https://openai.com/index/astra-for-law/: HTTP Error 403: Forbidden
+2026-09-18 00:22:43,411 INFO run complete: 4 new articles, 1 failures
+2026-09-18 00:25:28,608 WARNING Failed to read source index OpenAI News: HTTP Error 403: Forbidden
+2026-09-18 00:25:28,608 INFO run complete: 0 new articles, 1 failures
+2026-09-18 00:29:40,307 INFO run complete: 0 new articles, 0 failures