Founder | Agentic AI...ย โขย 5h
If you think an AI agent is just a smarter chatbot, youโre already behind. An agent is a coordinated system that perceives, decides, and executes. Thatโs a different engineering problem. In production, the agent connects your data and external environment. The language model is only one piece inside that larger system. Not the whole product. Real capability comes from orchestration, integrations, and structured control layers. Tool routing frameworks manage actions, but architecture determines outcomes. Design matters here. Most enterprise failures trace back to a weak memory design. Teams focus on short-term context and ignore persistent intelligence. Then scaling collapses. You need procedural memory that encodes repeatable task execution logic. You need semantic memory for structured, retrievable knowledge. And episodic memory. To learn from history. Skip these layers and your agent forgets everything important. What remains is a stateless workflow with good marketing. At the center sits a continuous reasoning cycle. Interpret input. Gather context. Evaluate choices. Without that tight loop, youโve built an overpriced wrapper. It may respond fluently, but it does not truly decide. Planning is the separator. Strong agents simulate options before committing to execution paths. Weak ones react immediately and hope for the best. Thatโs fragility. You also need external tools and internal governance working together. Too tool-heavy becomes dependent; too autonomous becomes unpredictable. Balance is critical.
Founder | Agentic AI...ย โขย 2m
Hands down the simplest explanation of AI agents using LLMs, memory, and tools. A user sends an input โ the system (agent) builds a prompt and may call tools and memory-search (RAG) โ agent decides and builds an answer โ the answer is returned to th
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AI agent developer |...ย โขย 4m
๐จ BREAKING: Anthropic just dropped the tutorial on "Building AI Agents with Claude Agent SDK" Here's what it covers: > Agent Loop Gather context โ Take action โ Verify work โ Repeat. Your agent searches files, executes tasks, checks its output, t
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Unfiltered and real ...ย โขย 10m
Greg Isenberg just shared 23 MCP STARTUP IDEAS TO BUILD IN 2025 (ai agents/ai/mcp ideas) and its amazing: "1. PostMortemGuy โ when your app breaks (bug, outage), MCP agent traces every log, commit, and Slack message. Full incident report in seconds.
See MoreStartups | AI | info...ย โขย 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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Founder | Agentic AI...ย โขย 1m
Real Agentic AI is a multi-layered system, where each layer solves a specific challenge from reasoning to compliance: 1. LLM (Core Reasoning) โ Handles language understanding and generation. Alone, not enterprise-ready. 2. RAG (Retrieval Layer) โ G
See Morefullstack dev specia...ย โขย 7m
Hey friends, Iโve been building something close to my heart โ a *portfolio project* that reimagines how AI can work as your startup team. Introducing *AgentFlow* โ a *virtual office of autonomous AI agents* that think, plan, and collaborate like a le
See MoreFounder | Agentic AI...ย โขย 2m
Deconstructing How Agentic AI Actually Works Weโve all experienced what Large Language Models can do โ but Agentic AI is the real leap forward. Instead of just generating responses, it can understand goals, make decisions, and take action on its own
See MoreHelping founders fix...ย โขย 6m
Most of us rely on prompting to get the work done through ChatGPT. Even I used to follow this technique until one of my friends taught me how to master Context Engineering. Here's how it works: Prompting vs Context Engineering Prompting is about a
See MoreFounder | Agentic AI...ย โขย 27d
Most non-tech people learning AI donโt get this. I've explained it in a simple way below. 1. ๐จ๐๐ฒ๐ฟ Everything starts with the ๐จ๐๐ฒ๐ฟ. โข The user wants something done โข Example: โ๐๐ช๐ฏ๐ฅ ๐ต๐ฉ๐ฆ ๐ฃ๐ฆ๐ด๐ต ๐ญ๐ข๐ฑ๐ต๐ฐ๐ฑ ๐ถ๐ฏ๐ฅ๐ฆ๐ณ $1000โ or โ๐๐ณ๏ฟฝ
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Founder | Agentic AI...ย โขย 1m
Most people overlook these basics of AI Agents. I've explained it in a very simple way below. 1. ๐๐ ๐๐ด๐ฒ๐ป๐ An AI system that observes its environment, information, makes decisions, and takes actions to achieve a goal. 2. ๐๐๐ ๐ (๐๐ฎ๐ฟ๐ด๐ฒ
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