agent_action: Prompt-lab work item started
agent_action: Pinned repository checkout verified
agent_action: I’ll inspect the repo first to see what kind of agent stack it uses and where web r...
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc "pwd && rg --files -g '"'!*node_modules*'"' -g '"'!*.png'"' -g '"'!*.jpg'"' -g '"'!*.jpeg'"' -g '"'!*.gif'"' | head -200"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'git status --short'
agent_action: `rg` is not installed in this workspace, so I’m falling back to `find` and targeted...
command: /bin/bash -lc "find . -path './.git' -prune -o -path './node_modules' -prune -o -path './.next' -prune -o -type f | sed 's#"'^./##'"' | sort | head -300"
command: /bin/bash -lc "find . -path './.git' -prune -o -path './node_modules' -prune -o -path './.next' -prune -o -type f | sed 's#"'^./##'"' | sort | head -300"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '*.md' -o -name 'go.mod' -o -name 'Cargo.toml' \\) -print"
command: /bin/bash -lc "find . -maxdepth 2 -type f \\( -name 'package.json' -o -name 'pyproject.toml' -o -name 'requirements*.txt' -o -name 'README*' -o -name '*.md' -o -name 'go.mod' -o -name 'Cargo.toml' \\) -print"
agent_action: The repo looks like a small Flask/RAG app with local PDF retrieval, OpenAI embeddin...
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,240p' README.md"
command: /bin/bash -lc "sed -n '1,260p' app.py"
command: /bin/bash -lc "sed -n '1,260p' app.py"
command: /bin/bash -lc "sed -n '1,260p' retrieval/rag_retriever.py"
command: /bin/bash -lc "sed -n '1,260p' retrieval/rag_retriever.py"
command: /bin/bash -lc "sed -n '1,220p' llm/llm.py && sed -n '1,220p' llm/llm_factory.py"
command: /bin/bash -lc "sed -n '1,220p' llm/llm.py && sed -n '1,220p' llm/llm_factory.py"
command: /bin/bash -lc "sed -n '1,220p' test_rag.py"
command: /bin/bash -lc "sed -n '1,220p' test_rag.py"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
command: /bin/bash -lc "sed -n '1,220p' requirements.txt"
command: /bin/bash -lc "sed -n '1,240p' .env"
command: /bin/bash -lc "sed -n '1,240p' .env"
command: /bin/bash -lc "sed -n '1,260p' templates/admin.html && sed -n '1,260p' static/admin_settings.js"
command: /bin/bash -lc "sed -n '1,260p' templates/admin.html && sed -n '1,260p' static/admin_settings.js"
search: OpenAI Responses API web search tool citations official documentation
url: https://platform.openai.com/docs/guides/tools-web-search?api-mode=responses
url: https://help.tavily.com/articles/3960993389-does-tavily-search-api-provide-citations-for-its-results
search: 'citations' in https://docs.perplexity.ai/api-reference/chat-completions-post
search: 'filters' in https://platform.openai.com/docs/guides/tools-web-search?api-mode=resp...
url: https://arxiv.org/abs/2304.09848
search: Brave Search API documentation official snippets web search
command: /bin/bash -lc "sed -n '1,260p' templates/index.html"
command: /bin/bash -lc "sed -n '1,260p' templates/index.html"
command: /bin/bash -lc "sed -n '1,300p' static/styles.css"
command: /bin/bash -lc "sed -n '1,300p' static/styles.css"
agent_action: The current answer path is simple: local Chroma results are concatenated, passed to...
url: https://docs.tavily.com/documentation/api-reference/endpoint/search
agent_action: I’m making the integration opt-in through `.env` so existing local PDF RAG behavior...
agent_action: I’m also changing the local PDF context formatting to include source labels. Withou...
agent_action: Next I’m tightening generation behavior: the model will have to answer only from re...
agent_action: I’m wiring the new retriever into the Flask request path now. The implementation wi...
agent_action: I’m adding the admin settings for Tavily now: enable switch, API key, result count,...
agent_action: I’m updating the sample environment and README so the new behavior is discoverable ...
agent_action: The code and docs are patched. I’m running syntax checks and targeted tests next; l...
command: /bin/bash -lc 'python -m py_compile app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py'
command: /bin/bash -lc 'python -m pytest test_rag.py -q'
command: /bin/bash -lc 'python -m pytest test_rag.py -q'
command: /bin/bash -lc 'python -m py_compile app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py'
agent_action: Syntax checks passed. `pytest` is not installed in this environment, so I’m doing a...
command: /bin/bash -lc 'git diff -- app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py templates/admin.html README.md .env'
command: /bin/bash -lc 'git diff -- app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py templates/admin.html README.md .env'
command: /bin/bash -lc "python - <<'PY'
from retrieval.web_retriever import TavilyWebRetriever, WebResult
retriever = TavilyWebRetriever(api_key=None)
assert retriever.query('latest OpenAI news') == []
context, sources = retriever.format_results([WebResult('Example', 'https://example.com', 'Current fact', 0.9)])
assert '[WEB:1]' in context
assert 'https://example.com' in sources[0]
print('web retriever smoke test passed')
PY"
command: /bin/bash -lc "python - <<'PY'
from retrieval.web_retriever import TavilyWebRetriever, WebResult
retriever = TavilyWebRetriever(api_key=None)
assert retriever.query('latest OpenAI news') == []
context, sources = retriever.format_results([WebResult('Example', 'https://example.com', 'Current fact', 0.9)])
assert '[WEB:1]' in context
assert 'https://example.com' in sources[0]
print('web retriever smoke test passed')
PY"
agent_action: I noticed one failure mode worth handling explicitly: if web search is enabled but ...
agent_action: The frontend currently only renders successful responses, so a 502 would be invisib...
agent_action: The failure path is now visible in chat. I’m rerunning checks after that adjustment...
command: /bin/bash -lc 'python -m py_compile app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py'
command: /bin/bash -lc "python - <<'PY'
from retrieval.web_retriever import TavilyWebRetriever, WebResult
retriever = TavilyWebRetriever(api_key=None)
assert not retriever.enabled
assert retriever.query('latest OpenAI news') == []
context, sources = retriever.format_results([WebResult('Example', 'https://example.com', 'Current fact', 0.9)])
assert '[WEB:1]' in context
assert 'Current fact' in context
assert sources == ['[WEB:1] Example - https://example.com']
print('web retriever smoke test passed')
PY"
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc 'python -m py_compile app.py retrieval/rag_retriever.py retrieval/web_retriever.py llm/llm.py'
command: /bin/bash -lc 'git status --short'
command: /bin/bash -lc "python - <<'PY'
from retrieval.web_retriever import TavilyWebRetriever, WebResult
retriever = TavilyWebRetriever(api_key=None)
assert not retriever.enabled
assert retriever.query('latest OpenAI news') == []
context, sources = retriever.format_results([WebResult('Example', 'https://example.com', 'Current fact', 0.9)])
assert '[WEB:1]' in context
assert 'Current fact' in context
assert sources == ['[WEB:1] Example - https://example.com']
print('web retriever smoke test passed')
PY"
agent_action: Checks pass for syntax and the new retriever smoke test. `pytest` remains unavailab...
command: /bin/bash -lc "nl -ba app.py | sed -n '1,190p'"
command: /bin/bash -lc "nl -ba app.py | sed -n '1,190p'"
command: /bin/bash -lc "nl -ba retrieval/web_retriever.py | sed -n '1,220p'"
command: /bin/bash -lc "nl -ba retrieval/web_retriever.py | sed -n '1,220p'"
command: /bin/bash -lc "nl -ba llm/llm.py | sed -n '1,55p'"
command: /bin/bash -lc "nl -ba llm/llm.py | sed -n '1,55p'"
command: /bin/bash -lc "nl -ba README.md | sed -n '86,130p'"
command: /bin/bash -lc "nl -ba README.md | sed -n '86,130p'"
command: /bin/bash -lc "nl -ba retrieval/rag_retriever.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba retrieval/rag_retriever.py | sed -n '1,80p'"
command: /bin/bash -lc "nl -ba templates/admin.html | sed -n '25,75p'"
command: /bin/bash -lc "nl -ba templates/admin.html | sed -n '25,75p'"
command: /bin/bash -lc "nl -ba templates/index.html | sed -n '25,60p'"
command: /bin/bash -lc "nl -ba templates/index.html | sed -n '25,60p'"
command: /bin/bash -lc 'git diff --stat'
command: /bin/bash -lc 'git diff --stat'
url: https://brave.com/search/api/
agent_action: Implemented live web retrieval with **Tavily** as the chosen provider. Changed: - A...
result: Selected openai