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Introducing Creditlink:@creditslink The AI-powered on-chain credit protocol revolutionizing…

Creditlink is an AI-powered on-chain credit protocol aiming to be a decentralized 'credit bureau' for wallets, emphasizing openness, composability, and privacy.
The core thesis of Creditlink focuses on building contextual trust scores based on on-chain and off-chain behavior, rather than linking trust to identity like traditional credit scores in Web2.
The Creditlink Protocol involves AI agents processing data from on-chain history, social graphs, and risk behavior to provide users with on-chain credit attestations that can be combined across DeFi, DAOs, and dApps.
One use case of Creditlink is in DAO governance to enhance Sybil resistance and improve governance structures, with the vision of creating a trust infrastructure that transcends borders and identities for a decentralized economy.

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Don’t Ship Features. Solve Problems: The Must-Haves in Every Jira Story

Developers should focus on solving problems rather than just shipping features, by understanding the underlying business needs and pain points.
It is crucial to ask the right questions before working on a task, such as how the business currently operates without a feature and what key performance indicators (KPIs) will be impacted by the change.
Business users should communicate problems, not just solutions, allowing engineers to create better and more effective solutions.
Every Jira story should include essential components to ensure it addresses the problem effectively, transforming tickets into meaningful units of work.

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Medium

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Most Startups Die Because They Never Tested This…

Many startups fail due to building unnecessary features without validating actual user needs.
Quality assurance should focus on product truth, not just software functionality.
Reframing QA as Product-Market Fit Assurance can help teams avoid building irrelevant features.
By prioritizing user feedback and emotions over clean code, startups can determine if they are moving closer to PMF.

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Medium

338

Shipping Prompts, Not Code: Why Every User Will Soon Have Their Own Unique UX

Three key trends are driving a fundamental shift in how user interfaces work: widespread hardware acceleration, significant reduction in the size of AI models, and the importance of prompt-native teams.
The radical concept is to stop shipping interfaces and instead deliver capabilities and restrictions. The user's device would then generate the interface in real-time, creating only what's needed when it's needed.
This transition changes the software development process, requiring product managers to outline capabilities and limitations, designers to create adaptive rule systems, engineers to focus on APIs and boundaries, and data scientists to analyze interface performance across user populations.
The shift towards generating interfaces on-demand brings challenges and opportunities in areas like support, brand consistency, accessibility, and progressive disclosure, with the potential for bug fixes to be as simple as refreshing.
The concept is not far off as the necessary components already exist, prompting the question of a potential prototype within the next year.

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Medium

351

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Meta’s Centralized Approach to Decision Record-Keeping

Meta conducts up to 200,000 experiments annually, making millions of user impacts.
This blog post introduces a centralized catalog of experiment decisions at Meta.
Decision metadata is crucial for refining products and making informed decisions.
Efforts to improve decision record-keeping include a refreshed interface and standardized dataset.
The centralized dataset assists in analyzing past experiments and setting forward-looking goals.

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Medium

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Rapido’s Bold Move: Biting Into Food Delivery

Rapido explores entering India's food delivery market dominated by Zomato and Swiggy.
The study focuses on underserved Tier 2/3 markets, addressing challenges like high costs.
Proposed solutions include hyperlocal vendor discovery and transparent commission structures.
Combining product strategy with user-centered design, Rapido aims for market disruption and expansion.
The case study presents a roadmap for Rapido's entry into the competitive food delivery sector.

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Medium

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The Missing Signal in Customer Feedback: Why VocalLabs.ai Is What Your Team Needs

VocalLabs.ai focuses on analyzing what customers say and how they say it, providing a voice-based command center for customer intelligence.
It uncovers raw and honest feedback that other analytics tools may miss, helping startups, product teams, and CX leaders identify issues and make informed decisions.
VocalLabs.ai offers features like emotion detection, intent classification, voice-centric analysis, and real-time integration for deeper insights and smarter decision-making.
It distinguishes itself from tools like Otter and Fireflies by emphasizing insight over documentation, making it a valuable asset for understanding customer emotions and improving products and services.

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Medium

138

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Putting Engineers in the Driver’s Seat: A Look at Engineer-Led Development

Engineer-led development enables engineers to explore all possibilities and propose solutions, leading to better design outcomes.
This approach provides clear estimates of development efforts and helps application designers create superior solutions.
Creating a team culture that values experimentation and open communication is crucial for successful engineer-led development.
Setting clear expectations and guiding engineers in their research allows for a more effective implementation of this development approach.

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Medium

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Switching from product org to consulting

The individual reflects on their transition from a product organization to a consulting role at Fluxon.
Initially, the concept of consulting conjured images of detached experts and vague strategies, but Fluxon's approach differed greatly.
At Fluxon, there are full teams in place from the beginning, including a product manager, UX designer, tech lead, engineers, and a technical project manager, resembling world-class product companies.
The client is integrated into the team at Fluxon, creating a more collaborative environment that the individual values and explains to a candidate.

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Medium

186

Context Engineering Is Just One Piece: The Evolution to AI Systems

Context engineering is evolving beyond managing context windows to building complete AI systems with problem decomposition and complex control flows.
Modern AI tools like Claude Code and Anthropic's AI pair programming system involve complete systems, not just prompts or context, which coordinate tasks intelligently.
Building efficient AI systems requires recognizing the importance of decomposing problems, comprehensive evaluation strategies, and continuous improvement in various aspects.
The evolution in AI engineering signifies a shift towards building intelligent applications that require a new level of software engineering expertise, leading to the development of sophisticated AI-native applications.

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Medium

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Why I Choose Ghostwriting Field

Ghostwriting allows the writer to extend their voice and skill to help others express themselves when they can't find the words.
The appeal of ghostwriting lies in crafting impactful stories without being in the limelight, particularly in fields like self-development, wellness, storytelling, and women empowerment.
The writer is drawn to collaborating with individuals such as life coaches, wellness influencers, and tech founders who lack the time or writing skills to articulate their strong messages effectively.
The writer's interests revolve around topics like emotional healing, creativity, feminine energy, and faith, aiming to serve people who resonate with these themes by capturing tone and emotion authentically.

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Medium

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The Second Agile Truth: Agile Isn’t Anti Documentation

Agile values prioritize delivering value over comprehensive documentation, not anti-documentation.
Scrum Masters play a crucial role in coaching teams to understand Agile's documentation approach.
Balancing lightweight, useful documentation with delivering value is key in Agile methodologies.

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Medium

334

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Designing a Refrigerator for the Blind — My PM Interview Story

During a product management interview, the author was tasked with designing a refrigerator for the blind.
The author emphasizes the importance of asking clarifying questions such as the type of refrigerator, region, market, budget constraints, and business objectives.
The business objective presented was to acquire new customers, tap into an underserved audience, and create something socially impactful.
The author discusses potential solutions for designing a refrigerator for the blind using technology to address accessibility issues.

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Medium

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The Session Log Revolution: How Structured Documentation Changed Everything

The article discusses the importance and benefits of keeping structured session logs during a development project, particularly when collaborating with AI assistants on complex architectural problems.
Session logs help in maintaining context, documenting decisions, capturing errors, preventing repeated mistakes, and improving collaboration between humans and AI.
The logs serve as institutional knowledge, aid in training the AI, and enhance sustainable development practices by providing clarity on architectural decisions and preventing technical debt accumulation.
The article emphasizes the value of session logs as a thinking tool that transforms rapid AI-assisted development into a structured learning process, leading to more effective collaboration and sustainable software development.

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Medium

364

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Product Management Capstone Project II-Case Study: CHOP-RITE APP

Chop-Rite is a food ordering platform offering customizable meals based on user preferences and health needs, aimed at addressing the lack of personalized options for individuals with dietary restrictions or health concerns.
The platform aims to convert existing users into paying customers by focusing on advanced filtering, personalization, and real-time support from chefs and nutritionists alongside business objectives.
The global healthy meal delivery services market is expected to grow significantly by 2025, with meal-kit delivery markets forecasted to expand, emphasizing the demand for convenient and nutritious eating options.
Despite promising market trends, many existing healthy food ordering apps struggle to provide truly nutritious choices, highlighting the importance of Chop-Rite's user-centered approach towards customizable, health-aligned meals tailored to specific needs, particularly focusing on African audiences.

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