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Update Ollama prompt to a unified Strategic Tech Scout format with stricter AI penalty

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Artur Mukhamadiev 2026-03-16 13:30:28 +03:00
parent fbdb7d7806
commit 66399f23ab
1 changed files with 29 additions and 56 deletions
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src/processor/ollama_provider.py
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@ -21,61 +21,34 @@ class OllamaProvider(ILLMProvider):
base_url = os.environ.get('OLLAMA_API_URL', 'http://localhost:11434')
url = base_url if base_url.endswith(
'/api/generate') else f"{base_url.rstrip('/')}/api/generate"
if news_item.source in ["C++ Russia", "cppconf"]:
prompt = (
"Analyze this C++ conference talk abstract. Extract the primary C++ trends discussed "
"(e.g., C++20/26 concepts, memory safety, coroutines, heterogeneous computing).\n\n"
f"Title: {news_item.title}\nContent: {news_item.content_text}\n\n"
"Return a JSON object strictly with these keys:\n"
"1. 'relevance_score' (integer 0-10): Indicate its importance to the modern C++ ecosystem.\n"
"2. 'summary_ru' (string): A concise 2-sentence summary in Russian.\n"
"3. 'anomalies_detected' (list of strings): Any bleeding-edge tech, controversial topics, or Rust comparisons.\n"
"4. 'category' (string): Must be exactly 'C++ Trends'.\n"
)
elif "Scholar" in news_item.source or news_item.source == "SciRate" or "arxiv" in news_item.url.lower():
prompt = (
"Act as a Senior Research Scientist and Strategic Tech Scout. Analyze this academic research abstract.\n\n"
f"Title: {news_item.title}\nContent: {news_item.content_text}\n\n"
"Return a JSON object strictly with these keys:\n"
"1. 'relevance_score' (integer 0-10): Score the potential impact on industrial R&D (Edge AI, NPU acceleration, WebEngines).\n"
"2. 'summary_ru' (string): A technical summary in Russian (2-3 sentences). Explain the methodology, core innovation, and practical relevance.\n"
"3. 'anomalies_detected' (list of strings): Identify if this is State-of-the-art (SOTA) improvement, a paradigm shift, or unexpected results.\n"
"4. 'category' (string): Must be exactly 'Academic/SOTA'.\n\n"
"SCORING GUIDELINES:\n"
"- 9-10: SOTA breakthrough in NPU/AI efficiency, new web standards, or major SWE tool improvements.\n"
"- 7-8: Solid research with clear application in SmartTV, IoT, or Browsers.\n"
"- 4-6: Theoretical work with distant industrial application.\n"
"- 0-3: Out of scope (e.g., pure medicine, social sciences, or consumer electronics reviews).\n"
)
else:
prompt = (
"Act as a Strategic Tech Scout for an R&D department specializing in WebEngine (Chromium) extensions, "
"cross-platform porting, Middleware platform solutions, and System Tools (SWE) for developers.\n\n"
f"Analyze the following article or research abstract.\nTitle: {news_item.title}\nContent: {news_item.content_text}\n\n"
"cross-platform porting, Middleware platform solutions, and System Tools (SWE) for developers. "
"Evaluate ALL articles, including C++ conference talks and academic research, based on their value to these specific targets.\n\n"
"Return a JSON object with: 'relevance_score' (integer 0-10), 'summary_ru' (string), "
"'anomalies_detected' (list of strings), and 'category' (string).\n\n"
f"Analyze the following article or research abstract.\nTitle: {news_item.title}\nSource: {news_item.source}\nContent: {news_item.content_text}\n\n"
"OUTPUT RULES:\n"
"1. 'summary_ru': MUST be in Russian and strictly NO MORE than 2-3 sentences. "
"For academic/research papers, provide a technical summary of the methodology, key findings, and potential R&D application. "
"Focus on the technological or business value for an R&D team.\n"
"2. 'category': Must be exactly one of: 'Browsers', 'Edge AI', 'SmartTV', 'Samsung New Technologies', 'Middleware new trends', 'Competitors', 'Academic/SOTA', 'Other'.\n\n"
"Return a JSON object strictly with these keys:\n"
"1. 'relevance_score' (integer 0-10): Score the potential impact on our R&D targets.\n"
"2. 'summary_ru' (string): A concise technical summary in Russian (2-3 sentences). Explain methodology, core innovation, and practical relevance.\n"
"3. 'anomalies_detected' (list of strings): Identify state-of-the-art (SOTA) breakthroughs, strategic disruptions, new standards, or unexpected results. Return [] if none.\n"
"4. 'category' (string): Must be exactly one of: 'Browsers', 'SmartTV', 'Samsung New Technologies', 'Middleware new trends', 'Competitors', 'Academic/SOTA', 'C++ Trends', 'Edge AI', 'Other'.\n\n"
"SCORING LOGIC ('relevance_score'):\n"
"- Score 9-10 (Core R&D): Breakthroughs in web rendering engines, new cross-platform porting frameworks, "
"Edge AI/NPU integration at the middleware level, State-of-the-art (SOTA) research in AI/ML/NPU acceleration, "
"or disruptive software developer tools (SWE).\n"
"- Score 7-8 (Ecosystem): Technologies highly applicable to Automotive Content Platforms, IoT ecosystems, "
"or major SmartTV OS updates. Peer-reviewed research with clear industrial application or architectural improvements.\n"
"- Score 3-6 (Peripheral): General news in Robotics, Medical Displays, or HVAC.\n"
"- Score 0 (Excluded): Pure Audio/Acoustic technologies, or consumer-level updates about standalone laptops.\n\n"
"SCORING GUIDELINES ('relevance_score'):\n"
"Start with a base score:\n"
"- 9-10 (Core R&D): Breakthroughs in web rendering engines, cross-platform frameworks, modern C++ paradigms relevant to system tools, or SOTA research in web/middleware.\n"
"- 7-8 (Ecosystem): Solid improvements applicable to Automotive Content Platforms, IoT ecosystems, SmartTV OS, or major SWE tool improvements.\n"
"- 4-6 (Peripheral): Theoretical work, general programming news, or technologies with distant industrial application.\n"
"- 0-3 (Out of Scope): Pure medicine, social sciences, consumer electronics reviews, pure audio/acoustics.\n\n"
"AI PENALTY (CRITICAL):\n"
"AI mentions are unwanted. Penalize the 'relevance_score' if the article is about AI:\n"
"- Subtract 2 points for a minor or peripheral AI/ML mention.\n"
"- Subtract 5 points if it is primarily an AI/ML/LLM article.\n"
"Ensure the final score remains between 0 and 10.\n\n"
"ANOMALY DETECTION ('anomalies_detected'):\n"
"Do not just summarize. Look for strategic or architectural disruptions. Examples: "
"a competitor abandoning a proprietary OS for Chromium, sudden new industry standards in IoT/Middleware, "
"unexpected convergence of WebTech with hardware, or research that significantly outperforms current SOTA. "
"Ignore technical text formatting issues. Return an empty list [] if no strategic anomalies are found."
"Do not just summarize. Look for strategic/architectural disruptions (e.g., a competitor abandoning a proprietary OS for Chromium, sudden new industry standards, convergence of WebTech with hardware, or research significantly outperforming current SOTA). Ignore technical text formatting issues."
)
payload = {
"model": os.environ.get('OLLAMA_MODEL', 'gpt-oss:120b-cloud'),