Might be interesting to evaluate it for structured data extraction from unstructured text, other than that I'm not sure what I might try it for beyond code (and SQL)
PROMPT ENGINEERING
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Prompt Injection Attacks on LinkedIn: Vulnerability and Risk
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It's delightful how easy it is to deploy working prompt injection attacks via LinkedIn
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GPT-5-Codex Prompting Guide: Best Practices for Code
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Plus a new prompting guide for the GPT-5-Codex model "Because the model is trained specifically for coding, many best practices you once had to prompt into general purpose models are built in, and over prompting can reduce quality." https://
cookbook.openai.com/examples/gpt-5
-codex_prompting_guide
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LangChain and Manus Partner for Context Engineering Webinar
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Learn Context Engineering Best Practices with LangChain & @manusai We’re excited to share that @RLanceMartin (Founding Engineer, LangChain) and @peakji (Co-founder & Chief Scientist, Manus and recent MIT Innovator Under 35) are teaming up for an upcoming webinar on
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Production-Grade GenAI Agents: End-to-End Code Tutorials and Blueprints
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@NirDiamantAI
's repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents Guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches -
Prompt Construction Techniques for Music Generation
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🎵 Prompt construction techniques
— Stability AI (@StabilityAI) 23 septembre 2025
The order of information you give your prompt should look like:
1️⃣ Core style/genre
2️⃣ Key musical elements
3️⃣ Mood and emotion
4️⃣ Specific details
5️⃣ Additional instructions
Example prompt: “A cinematic outlaw country instrumental perfect for… pic.twitter.com/Uk4q9DqCfv🎵 Prompt construction techniques The order of information you give your prompt should look like: 1️⃣ Core style/genre 2️⃣ Key musical elements 3️⃣ Mood and emotion 4️⃣ Specific details 5️⃣ Additional instructions Example prompt: “A cinematic outlaw country instrumental perfect for a long drive featuring a blues pedal steel guitar, a rustic mandolin, a fiddle playing call and response, a tape-driven rattly drum-kit, an autoharp, and a soaring accordion solo. The mood has southern soul, is raw, emotional, expansive, and full of the blues.”
→ View original post on X — @stabilityai, 2025-09-23 15:45 UTC
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Building Musical Depth: Essential Elements for Rich Audio Tracks
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🎵 Add musical elements to build depth
— Stability AI (@StabilityAI) 23 septembre 2025
Specify the important sound sources in your track, then go beyond that with more detail on texture and production characteristics:
1️⃣ Primary instruments: These instruments carry the melody or main musical theme. They’re the focal point… pic.twitter.com/tvNRHb7zp1🎵 Add musical elements to build depth Specify the important sound sources in your track, then go beyond that with more detail on texture and production characteristics: 1️⃣ Primary instruments: These instruments carry the melody or main musical theme. They’re the focal point that listeners typically follow, and often play the hook or most memorable parts. 2️⃣ Supporting instruments: Add supporting instruments to complement the main melody. They’re usually mixed in the background or at moderate levels. 3️⃣ Rhythm components: Define the percussive elements that drive your track. 4️⃣ Texture elements: Add in layers that create sonic depth and atmosphere. 5️⃣ Production characteristics: These elements describe how the track is recorded, mixed, and produced. Example prompt: “An exciting breakbeat instrumental perfect for fast-paced video games, featuring funky electric guitar chords, steady break drums, smooth electric piano, and supporting bass. The mood is fresh, modern, and adventurous, 105 BPM.”
→ View original post on X — @stabilityai, 2025-09-23 15:44 UTC
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Stable Audio 2.5: Enterprise Audio Generation with Improved Prompting Guide
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With the release of our latest audio model Stable Audio 2.5, we’re sharing our updated best practices for prompting. Built for enterprise-grade sound production, Stable Audio 2.5 introduces capabilities like improved musical structure, faster inference at less than 2 seconds on a GPU, and support for audio inpainting. With effective prompting techniques, you can get the most out of Stable Audio 2.5 for professional use cases like advertising, game soundtracks, and short-form video. You can read the full guide here 👉 bit.ly/3Iq08Iw
→ View original post on X — @stabilityai, 2025-09-23 15:43 UTC
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Agentic Design Patterns: Hands-On Guide to Intelligent Systems
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Online eBook from Google at https://
docs.google.com/document/d/1rs
aK53T3Lg5KoGwvf8ukOUvbELRtH-V0LnOIFDxBryE/edit?pli=1&tab=t.0#heading=h.pxcur8v2qagu
… "Agentic Design Patterns: A Hands-On Guide to Building Intelligent Systems" -

ChatGPT and Claude Struggle with Deprecated Code in Open Source
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One problem for chatgpt, Claude or any other platform for developers. These all provide deprecated code when we search anything related to open source libraries or frameworks which gets regularly updated. Another problem is going through the documentation, it takes a lot of time