Entrepreneurs often focus on action, valuing the hustle and determination that drive success. However, without strategic pauses, there's a risk of gaining momentum in the wrong direction. It's critical to pause, reflect and plan before moving forward. https://t.co/lSZpBY3tWG ...

Hey, this is Lance. I want to talk a bit about the deep agents package that we recently released. Now, the length of tasks that an agent can take every seven months.And we see numerous examples of popular longrunning agents like Claude Code, Deep Research, Manis. The average Manis task, for example, can be up to 50 different tool calls. And so, it's increasingly clear that agents are needed to do what we might consider deeper work or more challenging tasks that take longer periods of time.Hence, this term d ...

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 ...

Strategy & Adaptability - Overplanning can hinder adaptability [1] - Plans should be treated as hypotheses to foster evolution with change [1] - Building systems that evolve is crucial for escaping the strategy trap [1]

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]

Authoring Styles - Authors can be classified into two types: architects and gardeners, similar to being right-handed or left-handed [2][11] - Architects plan every element of the story before writing, enabling well-made plot twists [2][3][4][5] - Gardeners plant an idea and watch as the events unfold, leading to complex characters and storylines [6][7] - Most authors are a mix of both architect and gardener styles, planning some aspects while allowing others to develop naturally [20] Life Strategy - The architect/gardener concept mirrors planning and flowing in life [14] - Planners meticulously plan major life events, but may struggle with unexpected changes [15] - Flowers (or "flowers") go with the flow, seizing opportunities as they arise [17][18] - Individuals tend to be a mix of both planner and flower, adapting their approach as needed [19][20] Key Takeaway - The first commandment of living is to start, similar to the first commandment of writing being to sit down and begin [22]

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]