Posts

As interaction shifts from Human→Tool to Human→Agent→Tool, complexity becomes an affordance—but only if we design for reasoning transfer, progressive visibility, and calibrated trust.

A practical comparison of Skills and MCPs for modern agent workflows, with implications for OpenClaw-style systems and CrowdListen product design.

A reasoned view of the agent economy: what is changing, where agent-mediated software is headed, and what product teams should build for next.

A working operating memo on archives vs. versioning, evidence-based iteration, and how to keep writing useful instead of performative.

I spent a day researching how Peter Steinberger ships hundreds of commits a day alone. What I found forced me to confront something uncomfortable: I've been using AI agents wrong the whole time.

Lost money. Still don't understand how it's priced. That's the whole post.

The complete toolkit for building a billion-dollar company with a team of one. How AI agents handle research, coding, operations, and marketing while you focus on vision.

Products are conversations, not launches. Crowdlisten is evolving from insight extraction into a real-time feedback layer that connects what builders ship with how audiences actually respond, creating continuous learning loops that compound over time …...

Fine-grained social listening for understanding crowd conversations: a framework for turning fragmented, high-volume social discussion into weighted signal and agent-ready product action.

Notes from working with vibe-coded builders: shipping is fast, distribution is hard, and founder-led workflows are becoming the operating layer between product capability, PRD clarity, and adoption.

Analyzing the competitive landscape and market opportunity for AI-native search infrastructure as we transition from human-centric to agent-centric web consumption.

Reflections on timing, momentum, and the urgency of positioning in the rapidly evolving AI landscape. From early optimism to the reality of commercialization challenges.

Google's Learn About reframes both search and chat as an explore-first learning loop, lowering the cost of asking good questions while managing cognitive load with structured, clickable cards.

Exploring Google NotebookLM's approach to long context windows and multimodal AI interactions for research and knowledge management.

Despite heavy investment in AI, a core challenge remains: turning its outsized promise into tangible, monetizable value for users.

Technical analysis of AI-powered search systems and topic modeling approaches, exploring semantic retrieval, embedding spaces, and the challenges of modern web crawling.

How Every built a million-dollar AI business with just 15 people by embracing AI-first operations. Their engineers write virtually zero code while publishing daily newsletters, shipping products, and running consulting—the most radical example of …...

Everything you need to know to ace your APM interviews at top tech companies. Covers behavioral questions, product sense, technical skills, and strategic thinking frameworks.

The methodologies that get you into elite institutions—optimized for speed and pattern recognition—become liabilities when facing the genuine ambiguity of startups and real-world problems.

Understanding Xiaomi's evolution from smartphone maker to comprehensive technology ecosystem, with focus on electric vehicle ambitions and IoT infrastructure. Investment analysis of Xiaomi's diversification strategy.

Discovery is moving from static data retrieval toward systems that understand why a user is searching, not just what they type. The next generation of search experiences must merge precise recall with adaptive reasoning.

Exploring how generative AI transforms static knowledge into dynamic, adaptive learning experiences. From fixed formats to fluid, contextual understanding that reshapes education and content consumption.

Understanding the key products that made Google the tech giant today, with a deepdive on new AI features. Exploring Google's evolution from search to AI-powered ecosystem and investment implications.

How Figma's platform advantages position it to dominate AI-native design workflows, despite emerging competition from AI-first tools like Lovable.

CrowdListen converts raw user conversation into structured product insight and agent-ready PM specs, preserving intent from feedback signal to executable task.

Two approaches to building agentic experiences: platform-first vs scenario-first. How AI coding tools enable faster prototyping, PRD clarity, and cross-functional collaboration for agent workflows.

Using AI-powered social listening to extract authentic customer insights from online discourse. Moving from product-to-market to market-to-product development through systematic analysis of community discussions that inform PRDs.

Analysis of AI-powered security solutions, market trends, and investment opportunities in enterprise cybersecurity. Exploring how AI is transforming threat detection, response, and prevention in the $150B+ security market through advanced data …...

A framework for deciding when to sunset products and projects. Understanding opportunity costs, sunk cost fallacy, and making difficult decisions about failing ventures. Essential guidance for startup founders and product managers.

How the ease of LLM-generated content masks poor reasoning and why developing domain expertise remains crucial for meaningful innovation beyond automated productivity gains.

In an age of infinite information, asking the right questions has become more valuable than finding answers. Exploring how question formulation is transforming education and knowledge acquisition in the AI era.

Understanding collective intelligence and social dynamics. Why crowd psychology matters for product builders and how human need for belonging drives engagement patterns.

As generation costs collapse, distribution shifts from routing static content to generating the right content instance for each context. This post argues that future content platforms will distribute by generation, not retrieval.

How AI is transforming product engineering teams into smaller, more efficient units. Learn why product engineers are becoming more valuable than traditional product managers in AI-first organizations.

Curated collection of compelling articles and insights on AI agents, entrepreneurship, and product development. Features analysis of breakthrough AI tools and emerging trends.

Explore Hayao Miyazaki's meticulous animation process and its significance in today's AI-generated creative landscape. Learn about the value of craft in a world of automated content.

Identifying real user pain points and business opportunities through conversations and online research. A collection of validated user needs that could become viable startups.

Reflecting on 2024: lessons from founding Cogno, the importance of hands-on product development, choosing college over dropping out, and key insights for first-time founders building AI products.

When problems are ambiguous, the limiting factor is often not answer quality but question quality. This piece explores why framing better questions is the real leverage point in AI-assisted thinking and product work.

Why context is the critical factor in AI content quality - moving beyond single-prompt expectations to rich, contextual content generation that adapts to individual needs and cognitive patterns.

Curated advice from successful entrepreneurs and thinkers on finding passion, going deep on interests, and building a meaningful career doing what you love. Insights from Patrick Collison, Paul Graham, and other successful founders.

Exploring the intersection of AI-generated content and human creativity. Analysis of creative workflows, multimodal interactions, and the future of content creation in the AI era.

How we built an LLM system that identifies student learning gaps and connects them with peers who've solved similar problems—scaling personalized mentorship through AI that understands the nuances of how people actually learn.

Development of TikTok Symphony Assistant - an AI-powered creative tool for generating ad scripts and video content. Agentic workflows and interface optimization for automated creative generation.