Founder | Agentic AI... • 3m
Everyone is building agents, but only a small number truly understand what it takes to run them in production. Here’s the part people usually avoid saying: 𝗠𝗮𝗸𝗶𝗻𝗴 𝗮𝗴𝗲𝗻𝘁𝘀 𝗶𝗻 𝗱𝗲𝘃 𝗶𝘀 𝗽𝗿𝗲𝘁𝘁𝘆 𝗲𝗮𝘀𝘆. In development, everything is clean and predictable: good data, simple inputs, and no messy old systems. Agents behave nicely. Tests go well. Logs make sense. 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻, 𝗵𝗼𝘄𝗲𝘃𝗲𝗿, 𝗶𝘀 𝗮 𝘄𝗵𝗼𝗹𝗲 𝗻𝗲𝘄 𝗴𝗮𝗺𝗲. Security teams show up with urgent concerns. Users enter things you never expected. Data often comes in incomplete or confusing. APIs stop working without warning. Memory problems grow quickly and get hard to control. Latency climbs, costs rise, and your agent starts acting unstable. All of this together makes production feel chaotic. And then someone asks: “Why does it work in staging but not in production?” Because staging is a comfortable, controlled space, but production isn’t. 𝗧𝗶𝗽𝘀 𝘁𝗼 𝗺𝗮𝗸𝗲 𝗮𝗴𝗲𝗻𝘁𝘀 𝘄𝗼𝗿𝗸 𝗶𝗻 𝗽𝗿𝗼𝗱: 🔸 Treat agents like real software: use versioning, logging, monitoring, and testing. 🔸 Expect problems. Agents will fail, freeze, or take the wrong path sometimes. 🔸 Set up an orchestration layer with guardrails, fallbacks, and memory control. 🔸 Connect with legacy systems early. Waiting makes it worse. 🔸 Keep a close eye on cost. Prototypes fool you, production does not. The decade of agents is here, but only the prepared will succeed.
Startups | AI | info... • 9m
AI Agents now have muscle memory. This Python SDK records agent tool-calling patterns, replays them for repeated tasks, and falls back to agent mode for edge cases. 100% Opensource. Read more here: https://www.theunwindai.com/p/muscle-memory-for-a
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Full Stack Web Devel... • 1m
Staging environments and release management are critical to reliable software delivery—70% of projects fail due to poor release management. A staging environment should mirror production to mitigate risk, support UAT and performance testing; it must
See MoreStrategic AI integra... • 2m
Top talent prefers companies with automation — not chaos. 🧠⚙️ They don’t leave for salary first — they leave for clarity, flow, and systems that respect their time. Chaos doesn’t feel exciting when you’re inside it. It feels like: 🔸 Constant cont
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Turning ambitious id... • 10m
🧠💻 Say Hello to Google's Agent Development Kit (ADK)! 🚀 Unveiled at Google Cloud Next '25, the Agent Development Kit (ADK) is an open-source framework designed to simplify the creation of intelligent, modular, and production-ready AI agents. 🔹
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Helping businesses g... • 1m
Everyone wants AI agents. Very few enterprises can actually run them. Here’s the uncomfortable truth: AI agents don’t fail because they’re not smart. They fail because organizations aren’t ready. In demos, agents look cheap. In production, costs e
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Founder | Agentic AI... • 1m
I spent 2025 designing and building hundreds of AI agents. If you’re unsure where to start, here’s the key thing to know ↓ AI agents aren’t complicated. The real challenge isn’t coding or connecting tools. It’s picking the right foundation before
See MoreFounder of VistaSec:... • 10m
Bypassing EDR with Custom Shellcode Loaders – A Red Teamer's Approach Modern EDRs use user-mode hooks, behavioral analysis, and memory scanning to flag malicious activity. To bypass them, you need precision-crafted tooling. This deep-dive explores
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