Hey, this is Lance. I want to talk about continual learning with agents in particular showing some examples with deep agents. So, Le has a really nice post on this theme of continual learning in token space and it makes the argument that a big gap between AI agents and humans as we know is ability to learn.Humans continually learn and improve over time. Agents knowledge is typically fixed and doesn't have the same adaptive capability. Now, there's different ways to teach AI systems to learn.So one is learni ...

हेलो हाय हेलो एवरीवन देखो इंडिया में स्टार्टअप का बूम बड़ा ही एक्साइटिंग लगता है। है ना. शटक फिर यंग फाउंडर्स एंड रील्स फंडिंग ये सब कुछ देख के हमें ऐसा ही लगता है जैसे हर कोई सक्सेसफुल हो रहा है। लेकिन ऐसा बिल्कुल नहीं है। देखो 95% स्टार्टअप्स इंडिया में 5 साल के अंदर ही बंद हो जाते हैं। तो रीज़ मनी मार्केट या लक नहीं है। रीज़न सिर्फ दो है। या तो उनके पास सही बिजनेस मॉडल नहीं होता या फिर उनको कस्टमर की रियल लाइफ प्रॉब्लम ही नहीं पता है। ये बात मुझे बहुत पहले समझ में आ गई थी। जब मैं खुद एक स्टूडेंट था। 12th क ...

Career & Skill Development - Traditional college life focuses on grades, assignments, and attendance, but the speaker advocates for prioritizing skills over scores [1] - Skills become an individual's identity and can determine their future, leading to numerous opportunities [2] - The speaker encourages choosing a skill, mastering it, and opening doors to 100+ new opportunities [2] Overcoming Failure - The speaker emphasizes not fearing failure but learning from it by analyzing the reasons for failure and working on skills [2][3] - The speaker shares personal experiences of failures in various endeavors like dancing, YouTube, and NDA exams, highlighting the importance of resilience [1][2] Networking - The speaker stresses that "Your network is your net worth," encouraging building connections with professors, juniors, seniors, and even strangers on LinkedIn [4] - Building connections can lead to golden opportunities, as exemplified by the speaker receiving 15+ internship offers through LinkedIn [4] Personal Branding - The speaker advises building one's own identity by creating a digital presence as a second CV, including GitHub repos, YouTube videos, and Instagram posts [4][5] - Documenting one's journey, including failures and achievements, can impact thousands of people [5] Career Guidance - The speaker advises against being distracted like 90% of students who focus solely on placements after college, missing out on other opportunities [5] - The speaker emphasizes the importance of running in the right direction towards one's goal to avoid failure [5]

Generative AI skills can bump up your salary as much as 47%, even in non-tech professions. But the professionals who see the greatest returns usually possess these three skills which enable them to use ChatGPT the right way for work, and make them stand out. Learn more at the link in the bio. https://t.co/u4HqJdGKhr ...

I'm a social scientist. I study human behavior. For the last few years, I've been thinking, what kind of talent do we need to thrive in the age of artificial intelligence? And moreover, will that talent be more specialist in nature or more generalist in nature? At school, I was terrible at maths. My parents told me that um can you do better? And I worked hard and moved from not so good to average, which was a big deal, right? [laughter] And then my parents said, "Yes, but can you do even better. " I said, " ...

Hey, this is Lance from Mangane. I want to talk about skills, a new concept introduced by Anthropic recently. Show how I implemented them in our deep agent CLI and then talk about the philosophy behind skills and why they're interesting.Now, this is a deep agency. I've just spun this up in my terminal. I'm going to ask the deep agent CLI to perform web research on a topic.I'm interested context engineering. It kicks off. Now, you'll see something interesting here.Based on my request, it scanned its skills d ...

Agent Learning & Development - Current agents lack continual learning, hindering their ability to build intuition and expertise through experience [1][2] - A key challenge is enabling agents to learn from interactions and develop heuristics, similar to how humans master skills [1][2] - Composio is developing infrastructure for a shared learning layer, allowing agents to evolve and accumulate skills collectively [3] - This "skill layer" provides agents with an interface to interact with tools and build practical knowledge [4] Industry Trends & Alignment - Anthropic is exploring similar approaches, codifying agent behaviors as reusable skills [4] - The industry is moving towards a design pattern where agents progressively turn experience into composable skills [4] Composio's Solution - Composio's collective AI learning layer enables agents to share knowledge, allowing them to handle API edge cases and develop real intuition [5] - This approach facilitates continual learning, where agents accumulate skills through interaction rather than just memorizing [5]

Skills & Demand - Identify existing skills to understand current capabilities [1] - Determine in-demand skill sets to align with market needs [1] - Develop a personalized skill stack to become unique and relevant [1] - Aim to be in the top 1% within the industry through skill development [1]

If you want your career to thrive, to remain competitive and in demand, and you want a career that is future-proofed from robots, you've got to focus on building the skills that matter. https://t.co/m4wQ1MA7As ...

If you want your career to thrive, to remain competitive and in demand, and you want a career that is future-proofed from robots, you've got to focus on building the skills that matter. https://t.co/m4wQ1MA7As ...