Hi, this is Christian from Lchain. Most AI agents today don't think ahead. They just react one step at a time.And that's why exactly they get sometimes stuck, loop, hallucinate, or just burn money. But here's a twist. With just one piece of state, a simple to-do list, an agent can suddenly plan, execute reliably, and finish task like a professional.The to-do list middleware for longchain agents will help you with exactly that. Today I will show you why planning can change everything and when it actually mak ...

Overplanning can kill adaptability. Learn how to escape the strategy trap by treating plans as hypotheses and building systems that evolve with change. https://t.co/IM49V9GQ59 ...

Career & Passion Discovery - The talk addresses the common desire to have a 5-year plan and questions whether rigidly sticking to pre-conceived plans is beneficial [1][2][3] - The speaker shares personal experiences to illustrate the power of not having a fixed plan and trusting the unknown to discover one's true passion [3] - The talk introduces three practical mantras to help individuals discover their passions, using the speaker's life as a case study [3] - The speaker emphasizes the importance of identifying what one doesn't want to do as a crucial step in finding one's true calling [4][5] - The speaker suggests evaluating current career paths by considering whether one aspires to be like their seniors [4] - The speaker shares that discovering what you are meant to do often leads to excelling in that field [6] Practical Exercises & Mantras - Mantra 1: Determine if you want to put in the effort to improve at your current job [5] - Mantra 2: Finding out what you don't want to do is crucial [5] - Mantra 3: The "Design Your Life" exercise involves creating three different "Odysseys" or possible futures, categorized year-wise, to explore different life paths and identify desired elements [6] Importance of Flexibility - The speaker clarifies that not having a plan doesn't mean being aimless but rather being open to taking risks, experimenting, and innovating [7] - The speaker advocates for making plans but not allowing them to limit potential or define one's path, emphasizing the power of rebooting when plans don't work out [7]

Core Insights - The article discusses the current limitations and challenges faced by AI agent technologies, particularly in comparison to traditional task bots, highlighting that the user experience has not significantly improved over the past decade [1][2]. Group 1: Planning Challenges - The planning phase is time-consuming, and as the number of tools increases, the accuracy of turbo models declines, necessitating the use of flagship models, which further increases latency [2][5]. - The quality of planning is insufficient; the workflows generated by models are less effective than those designed by humans, particularly in complex scenarios [2][8]. - The core issue with slow planning is the underestimation of the costs associated with tool discovery and parameter alignment, leading to a complex optimization problem when dynamically selecting tools [5][21]. Group 2: Reflection Issues - Reflection processes can lead to self-reinforcing cycles of inefficiency due to a lack of fine-grained computable signals and clear stopping conditions [3][15]. - Current models rely on weak feedback mechanisms, which can result in reinforcing incorrect assumptions rather than correcting errors [15][20]. - Proposed solutions include structured reflection processes that allow models to learn from mistakes and improve their performance through reinforcement learning [18][20]. Group 3: Engineering Solutions - Suggestions for improving planning quality include decomposing plans into milestones and local prompts, which can enhance stability and reusability [8][10]. - Implementing parallel execution of tasks can reduce overall processing time, with evidence showing a 20% reduction in time for non-dependent tool calls [6][21]. - The introduction of routing strategies can streamline task execution by directing simpler tasks to specialized executors, reserving complex planning for stronger reasoning models [6][21]. Group 4: Future Directions - The article emphasizes the importance of combining reinforcement learning with agent models to enhance their reasoning and execution capabilities, indicating a trend towards end-to-end learning approaches [20][21]. - The potential for AI agents to become valuable applications of large language models (LLMs) in real-world scenarios is highlighted, with ongoing improvements expected as models evolve [21].

Personal Development & Goal Achievement - The core message revolves around the importance of embracing change, consistency, and adaptability to achieve personal goals, drawing parallels from mountaineering experiences [1][25][26][27] - Overcoming challenges and failures is presented as a crucial part of personal transformation, emphasizing resilience and continuous learning [23][24][28][30][31] - The speaker advocates for starting small, being consistent, and adapting to failures as key elements in achieving any goal, whether it's in music, sports, or public speaking [26][27][28] Lessons from Mountaineering - Scaling mountains is used as a metaphor for overcoming life's challenges, highlighting the significance of each small step towards reaching the summit [1][2] - The speaker's experiences on various peaks, including Mount Kilimanjaro (Africa), Mount Elbrus (Europe), Mount Kosciuszko (Australia), and Mount Denali (North America), illustrate the diverse challenges and adaptations required in different environments [3][11][15][19] - Mental strength is emphasized as being more critical than physical strength in mountaineering, particularly in situations where exhaustion and the urge to give up are overwhelming [22][23] Overcoming Adversity - The speaker's personal story includes her father's diagnosis with terminal lung cancer, which served as a motivation to push her limits and achieve more [15] - The experience of being denied a permit to climb Mount Everest due to age restrictions led to a change in plans and the successful climb of Mount Denali, demonstrating adaptability [18][19] - The speaker shares instances of having to turn back from summits due to illness or bad weather, emphasizing the importance of making smart decisions to preserve life and try again later [29][30] Importance of Continuous Learning - The speaker emphasizes the importance of remaining a learner throughout life, regardless of age or expertise, and being open to gaining knowledge from others [31][32] - The speaker's father, a mental health doctor, is presented as a role model for staying grounded and always being willing to learn from others [33]

Self-Management and Personal Development - The core message revolves around treating one's life with the same strategic planning, resource management, and meticulous execution as a successful company valued at $500 million [1] - The speaker emphasizes the importance of aligning personal values with actions and setting long-term goals, similar to how a CEO manages a company [1] - The concept of a "Personal Executive Management Model" is introduced, comprising four roles: CEO, CFO, Strategy Director, and Operations Director, each responsible for different aspects of personal life management [1] - The speaker highlights the need for self-awareness and identifying areas of life that are being neglected or mismanaged, drawing parallels to a company regularly reviewing its performance [1] - The importance of establishing systems for tracking progress, setting objectives (OKRs), and key performance indicators (KPIs) for personal goals is emphasized [1] Time Management and Productivity - The speaker shares a personal anecdote of discovering 33 hours per week wasted on unproductive activities and subsequently making a conscious decision to eliminate distractions [1] - The presentation advocates for dedicating 15 minutes weekly to prioritize tasks and allocate responsibilities, drawing a comparison to the returns on investment in a business context [1] Life Perspective and Value - The presentation prompts reflection on the inherent value of life, questioning whether individuals treat themselves with the same regard as a high-value company [1] - The average life expectancy in Saudi Arabia is presented as 4,111 weeks, with the speaker noting that over 2,400 weeks have already been spent, emphasizing the limited and precious nature of time [1]

Have you ever read a book or a chapter from a book, a page from a book, a paragraph from a book, or even a sentence from a book that was so beautifully written, that was so life-changing that you just stood there and you wonder, "How did the author write this. I have and it led me down a lifechanging rabbit hole. I read a book just like that and I went down a rabbit hole.I asked I went and researched on how many of my favorite authors wrote. I researched their writing styles. I researched their explanations ...

Principles for Success - Hard work is essential, approached through enjoying the work or incentivizing oneself for less desirable tasks [5][6][7] - Setting a clear and easily understandable vision is crucial for guiding efforts [7][8] - Planning involves breaking down the vision into actionable steps and scheduling time for them [9][10][11] - Dedication, not just motivation, is key to overcoming obstacles and persisting through challenges [12][13][14] Overcoming Obstacles - Focus on what is within one's control and avoid dwelling on uncontrollable factors [17] - It's acceptable to have unproductive days; self-compassion is important [18] - Seeking help from others can provide solutions and support when facing difficulties [19][20] Actionable Steps - Define a specific goal, identify the bottlenecks preventing its achievement, and seek solutions for those bottlenecks [21][22] - Take one actionable step each day, even if it's just a small increment of additional effort [23][24]

Model Reasoning and Applications - Reasoning unlocks new language model applications, exemplified by improved information retrieval [1] - Reasoning models are enhancing applications like website analysis and code assistance, making them more steerable and user-friendly [1] - Reasoning models are pushing the limits of task completion, requiring ongoing effort to determine what models need to continue progress [1] Planning and Training - Planning is a new frontier for language models, requiring a shift in training approaches beyond just reasoning skills [1][2] - The industry needs to develop research plans to train reasoning models that can work autonomously and have meaningful planning capabilities [1] - Calibration is crucial for products, as models tend to overthink, requiring better management of output tokens relative to problem difficulty [1] - Strategy and abstraction are key subsets of planning, enabling models to choose how to break down problems and utilize tools effectively [1] Reinforcement Learning and Compute - Reinforcement learning with verifiable rewards is a core technique, where language models generate completions and receive feedback to update weights [2] - Parallel compute enhances model robustness and exploration, but doesn't solve every problem, indicating a need for balanced approaches [3] - The industry is moving towards considering post-training as a significant portion of compute, potentially reaching parity with pre-training in GPU hours [3]

Burnout & Productivity - The workforce is facing increasing burnout, with 66% of American employees struggling with it in 2025 [3] - Younger generations are experiencing even higher burnout rates, with 83% of 25-34 year olds affected [3] - Over-complicating time management with numerous apps and hacks contributes to burnout and hinders work-life balance [1][2] Time Management Framework - A simple time management framework of "Prioritize, Plan, Protect" can transform one's perspective on time and improve productivity [8][25] - Prioritizing involves identifying what is most important in life and work [10][11] - Planning involves intentionally allocating defined units of time to tasks, visualized through written plans [14][17][18] - Protecting involves defending one's plans and saying "no" to distractions or additional commitments to avoid burnout [22][24] Impact of Time Management - Visualizing tasks through written plans improves time management and ensures time is spent on the most important things [18] - Effective time management can lead to increased productivity, reduced stress, and a better ability to focus on what truly matters [19] - Poor time management and burnout can turn individuals from assets into liabilities for their families, organizations, and communities [24] - Shifting the mindset to view time as a tangible measuring unit can help manage it differently [17]