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Coding Agent Context Engineering: Powering AI-Assisted Development with Precision
Technology
Martin Fowler

Coding Agent Context Engineering: Powering AI-Assisted Development with Precision

The rise of AI-powered coding agents is transforming software development, but their effectiveness hinges on precise context engineering. This article explores the emerging landscape of context configuration, revealing how developers can optimize these tools for superior results and streamlined workflows. Discover the key features, challenges, and best practices for harnessing the full potential of AI-assisted coding.

#Software Development#AI Coding Agents
GPT-5 and Automated Labs Slash Cell-Free Protein Synthesis Costs by 40%, Ushering in a New Era of Biotech Innovation
Artificial Intelligence
OpenAI Blog

GPT-5 and Automated Labs Slash Cell-Free Protein Synthesis Costs by 40%, Ushering in a New Era of Biotech Innovation

A groundbreaking collaboration between OpenAI and Ginkgo Bioworks has yielded a dramatic breakthrough in biotechnology. By integrating GPT-5 with cloud-based automation, researchers have achieved a 40% reduction in the cost of cell-free protein synthesis, paving the way for faster and cheaper drug discovery and biomanufacturing.

#Automation#biotechnology
Benedict Evans Sounds the Alarm: Is Software Facing an Existential Crisis in the Age of AI?
Business
Stratechery

Benedict Evans Sounds the Alarm: Is Software Facing an Existential Crisis in the Age of AI?

Renowned tech analyst Benedict Evans delves into the potential upheaval facing the software industry in a new interview, exploring the impact of AI and Large Language Models (LLMs). Evans discusses the changing nature of corporations, the disruptive force of OpenAI, and the challenges of defining the emerging LLM paradigm. The interview, available through Stratechery Plus, offers valuable insights into the future of tech.

#Software Development#Artificial Intelligence
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Fragments: February  4
Technology
Martin Fowler

Fragments: February 4

I’ve spent a couple of days at a Thoughtworks-organized event in Deer Valley Utah. It was my favorite kind of event, a really great set of attendees in an Open Space format. These kinds of events are full of ideas, which I do want to share, but I can’t truthfully form them into a coherent narrative for an article about the event. However this fragment format suits them perfectly, so I’ll post a bunch of fragmentary thoughts from the event, both in this post, and in posts in the next few days.  

Apple's Q[Current Year] Earnings: Chip Shortages Bite, Chinese Demand Remains Strong Amid Design Shifts
Business
Stratechery

Apple's Q[Current Year] Earnings: Chip Shortages Bite, Chinese Demand Remains Strong Amid Design Shifts

Apple's recent earnings results paint a picture of robust demand tempered by persistent supply chain constraints. Despite facing chip shortages that hampered production, a redesigned product line-up fueled strong sales in China, highlighting the region's importance to Apple's overall performance. This dynamic underscores the ongoing challenges and opportunities shaping Apple's global strategy.

#Apple#Earnings
Is the AI Revolution About to Disrupt Microsoft's Dominance?
Business
Stratechery

Is the AI Revolution About to Disrupt Microsoft's Dominance?

From AI darling to potential disrupt-ee? Microsoft, initially seen as the biggest winner in the AI race due to its OpenAI partnership, is now facing investor skepticism and a stock market correction. This raises the question: could the very AI revolution Microsoft championed threaten its core software business model?

#Software Development#Microsoft
Toolspend Aims to Rein In Runaway AI Costs with Unified Spend Tracking
Startups
Product Hunt

Toolspend Aims to Rein In Runaway AI Costs with Unified Spend Tracking

As businesses increasingly adopt AI tools, managing the associated costs becomes a critical challenge. Toolspend offers a centralized platform for tracking AI spending, usage, and costs across various applications, providing much-needed visibility and control. This could be a vital tool for preventing budget overruns and optimizing AI investments.

#SaaS#AI
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Base44 Launches AI-Powered Backend Platform to Streamline Development
Startups
Product Hunt

Base44 Launches AI-Powered Backend Platform to Streamline Development

Base44, a new backend platform, aims to simplify development in the age of AI by providing tools and infrastructure optimized for artificial intelligence applications. The platform promises to reduce the complexities of backend development, allowing developers to focus on building and deploying AI-driven solutions more efficiently. This could significantly accelerate the development lifecycle for AI products across various industries.

#AI#Infrastructure
The Bold Truth: Martin Fowler Declares War on Excessive Typographical Emphasis
Technology
Martin Fowler

The Bold Truth: Martin Fowler Declares War on Excessive Typographical Emphasis

In a world increasingly saturated with bold text, software development luminary Martin Fowler is sounding the alarm. He argues that the overuse of typographical emphasis, particularly bolding, is diluting its effectiveness and degrading the quality of technical communication, a trend he attributes in part to the influence of large language models.

#LLMs#typography
Assessing internal quality while coding with an agent
Technology
Martin Fowler

Assessing internal quality while coding with an agent

Erik Doernenburg is the maintainer of CCMenu: a Mac application that shows the status of CI/CD builds in the Mac menu bar. He assesses how using a coding agent affects internal code quality by adding a feature using the agent, and seeing what happens to the code. more…

AI Development's Growing Pains: Thoughtworks' New Platform, Energy Consumption Concerns, and the Future of Rigorous Coding
Technology
Martin Fowler

AI Development's Growing Pains: Thoughtworks' New Platform, Energy Consumption Concerns, and the Future of Rigorous Coding

Thoughtworks unveils AI/works™, a platform designed to assist its consultants in AI-driven software development, while a developer raises concerns about the surprisingly high energy consumption of AI coding tools. Meanwhile, experts ponder how AI will reshape software development practices, emphasizing the need for increased rigor and evaluation.

#AI#Software Development
The 'What/How' Loop: How LLMs Can Deepen Our Understanding of Software Abstraction
Technology
Martin Fowler

The 'What/How' Loop: How LLMs Can Deepen Our Understanding of Software Abstraction

Leading technologists explore how Large Language Models (LLMs) impact the fundamental feedback loop between defining what software should do ('What') and how it's implemented ('How'). The conversation highlights how LLMs can accelerate initial development but underscores the continued importance of human insight for crafting maintainable and adaptable systems. Discover how this interplay shapes software design and impacts long-term cognitive load.

#LLMs#Software Development
Adaptation vs. Optimization: Mastering the Agile Balancing Act for Speed and Stability
Technology
Martin Fowler

Adaptation vs. Optimization: Mastering the Agile Balancing Act for Speed and Stability

In today's rapidly evolving tech landscape, teams often find themselves polarized between prioritizing rapid adaptation and rigorous optimization. Agile pioneer Jim challenges this binary thinking, advocating for a dynamic approach that balances both modes to achieve true efficiency. Learn how to manage the inherent tension between exploration and exploitation to maximize speed and minimize costly handoffs.

#Software Development#Agile
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Eclectic Echoes: A Deep Dive into 2025's Most Captivating Musical Discoveries
Technology
Martin Fowler

Eclectic Echoes: A Deep Dive into 2025's Most Captivating Musical Discoveries

One music aficionado shares their top six album picks from 2025, showcasing a diverse range of genres from Balkan brass to Ethio-jazz fusion. Ditching streaming services for curated digital albums, this deep dive offers a glimpse into unique sonic landscapes and surprising collaborations. Get ready to expand your musical horizons with these hidden gems.

#Music#Jazz
The AI Code Rush: Developers Grapple with a Shifting Landscape of Creativity and Control
Technology
Pragmatic Engineer

The AI Code Rush: Developers Grapple with a Shifting Landscape of Creativity and Control

As AI code generation tools rapidly advance, some developers are experiencing a sense of loss, questioning their future role and the satisfaction derived from crafting code. This piece delves into the emotional and practical implications of AI taking over a significant portion of software development, exploring the potential shift in skillsets and the very definition of "being in the zone."

#AI#Software Development
Cloudflare Hit by Second Major Outage in Weeks: Global Configuration Changes Blamed
Technology
Pragmatic Engineer

Cloudflare Hit by Second Major Outage in Weeks: Global Configuration Changes Blamed

Cloudflare, a leading content delivery network (CDN), experienced its second significant outage in under a month, impacting nearly a third of its HTTP traffic. The root cause, similar to the previous incident, stems from a flawed global configuration change, raising concerns about reliability and the need for backup CDN strategies. This latest incident underscores the inherent risks in rapidly deploying changes across vast, distributed networks.

#Outage#Cloudflare
Decentralized Autonomous Organizations (DAOs) Poised for Explosive Growth: A New Era of Collaborative Governance?
Crypto
Vitalik Buterin

Decentralized Autonomous Organizations (DAOs) Poised for Explosive Growth: A New Era of Collaborative Governance?

Decentralized Autonomous Organizations, or DAOs, are rapidly emerging as a novel model for community-driven governance and project management. These blockchain-based entities are disrupting traditional hierarchies, offering unprecedented transparency and member participation. Experts predict a significant expansion of DAOs across various sectors in the coming years.

#Blockchain#Web3
Meta's Instagram Mandates 5-Day Office Return: Is This the End of Hybrid Work in Big Tech?
Technology
Pragmatic Engineer

Meta's Instagram Mandates 5-Day Office Return: Is This the End of Hybrid Work in Big Tech?

Instagram is now requiring employees to return to the office five days a week, signaling a potential shift away from the hybrid work models embraced by many tech giants. This move, driven by a belief in the benefits of in-person collaboration, raises questions about the future of remote work and its impact on employee satisfaction and the competitive tech landscape.

#Remote Work#Return to Office
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When the Uptime Monitor Goes Down: How Downdetector's Cloudflare Dependency Highlights a Costly Trade-off
Technology
Pragmatic Engineer

When the Uptime Monitor Goes Down: How Downdetector's Cloudflare Dependency Highlights a Costly Trade-off

The irony wasn't lost on anyone: during a significant Cloudflare outage in November 2025, Downdetector, the very service meant to track such disruptions, also went dark. This incident exposed Downdetector's reliance on Cloudflare for critical services and sparked a conversation about the practical realities of managing upstream dependencies, especially when balancing cost and performance.

#Outage#DownDetector
Mongolian Startup Translates 'Software Engineer's Guidebook,' Bridging Language Barriers and Fueling Tech Growth
Technology
Pragmatic Engineer

Mongolian Startup Translates 'Software Engineer's Guidebook,' Bridging Language Barriers and Fueling Tech Growth

In a surprising move, a Mongolian startup, Nasha Tech, translated 'The Software Engineer's Guidebook' to empower its team and contribute to the local tech ecosystem. The initiative highlights the global demand for accessible technical knowledge and the innovative approaches companies are taking to foster growth. This unexpected partnership underscores the importance of language accessibility in democratizing tech education.

#Software Engineering#Mongolia
Cloudflare Outage Highlights Internet's Fragile Backbone: Detailed Postmortem Reveals Root Cause and Lessons Learned
Technology
Pragmatic Engineer

Cloudflare Outage Highlights Internet's Fragile Backbone: Detailed Postmortem Reveals Root Cause and Lessons Learned

A recent six-hour Cloudflare outage brought down thousands of websites, underscoring the internet's reliance on content delivery networks (CDNs). Cloudflare's swift and unusually detailed postmortem reveals a database permissions change that cascaded into a system-wide failure, offering valuable lessons for developers and infrastructure teams.

#Outage#Cloudflare
Demystifying Tech Book Publishing: Author Shares Hard-Won Insights on Royalties, Pitches, and the 'Big Three'
Technology
Pragmatic Engineer

Demystifying Tech Book Publishing: Author Shares Hard-Won Insights on Royalties, Pitches, and the 'Big Three'

Aspiring tech authors, take note! One software engineer's four-year journey to publishing a bestselling book reveals the often opaque world of tech publishing, offering a candid look at royalties, pitching strategies, and the key players to know. From securing an advance to understanding ebook revenue splits, this behind-the-scenes account provides invaluable guidance for navigating the path to publication.

#Tech Publishing#Book Royalties
Samsung Reportedly Faces Internal Resistance to AI Push, Raising Questions About Strategy
Crypto
Vitalik Buterin

Samsung Reportedly Faces Internal Resistance to AI Push, Raising Questions About Strategy

Reports suggest that some Samsung engineers are pushing back against the company's aggressive AI-centric strategy, creating internal friction. This resistance raises concerns about Samsung's ability to effectively compete in the rapidly evolving AI landscape and potentially jeopardizes their ambitious tech roadmap. Will this internal conflict stall Samsung's AI ambitions?

#Technology#AI
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