AI startups: Sell work, not software
AI startups should shift from selling productivity-enhancing software to selling completed work products, opening new verticals and pricing models. EvenUp exemplifies this by selling AI-generated dema…
AI startups should shift from selling productivity-enhancing software to selling completed work products, opening new verticals and pricing models. EvenUp exemplifies this by selling AI-generated dema…
AI agents suffer from limited memory due to the stateless nature of large language models, but retrieval-augmented generation (RAG) offers a solution by offloading long-term memory to external storage…
Researchers have identified Mandate Salience Decay (MSD) in large language models used for financial AI, causing them to lose sight of initial behavioral mandates like 'preserve capital' over time. Ev…
Researchers introduced Explanation Quality Markers (EQMs), a set of sixty reasoning patterns scored by large language models, to measure judgment quality in natural-language explanations. In a pre-reg…
Researchers introduced multi-agent deliberation frameworks inspired by courtroom procedures for legal reasoning tasks using large language models. The multi-agent approaches achieved comparable overal…
Vidilearn, developed by Alfo-Tech-Lab, is evolving from a YouTube transcript extractor into an AI knowledge ingestion and retrieval gateway. It processes content from YouTube, PDFs, and web pages thro…
At the VibeKode Munich conference, two parallel tracks revealed a stark divide: one focused on traditional machine learning, the other on AI-driven development with agents and autonomous pipelines. A …
A developer reflects on the pitfalls of trying to learn everything at once in software engineering, realizing that constant context-switching and overplanning led to mental exhaustion and unfinished p…
JD.com launched Oxygen AIIC, an industrial-scale platform using LLMs/VLMs to manage item knowledge for tens of billions of SKUs. The platform achieves 94.2% precision and 82.8% recall in knowledge pro…
Robert Darnton's book on the 18th-century Encyclopédie prompts a reflection on how encyclopedic knowledge environments shape human knowing, arguing that the more there is to know, the more one needs t…
Payload CMS v4's plugin now exposes every collection as an MCP tool with full CRUD by default, requiring opt-out for sensitive operations. Developers must review collections after upgrading to prevent…
A new post in the Vision Doc series explores the varied journeys of learning Rust, from curiosity and embedded work to organizational adoption. Learners rely on official documentation, community resou…
Google query expansion broadens search queries to deliver more accurate results, allowing content to rank for unplanned terms. SEOs can use Google Search Console to identify these opportunities and im…
VibeSolve, an open-source tool, converts plain-English descriptions of optimization problems into Timefold code, leveraging LLMs for rapid prototyping. The tool outperforms direct LLM queries for Time…
AI and supply-chain governance are making bespoke software cheaper and safer than using third-party libraries, reversing the long-standing 'don't reinvent the wheel' advice. The cost of writing custom…
A developer spent three days using AI to build an authentication system, only to realize the user flow was fundamentally wrong because no one had defined the requirements beforehand. Industry observer…
A Hacker News user asks what rules teams have for using AI in a durable codebase. A commenter shares that their team uses an Architecture Decision Record and opinionated policies in a Django codebase …
A developer released TLA+ Process Studio, an open-source tool that uses LLMs to help stakeholders model and discuss business processes as state machines, aiming to improve alignment before coding. The…
A developer reports not writing code by hand for five months, relying on AI for programming tasks. The author finds AI faster but unstable, excelling at complex reasoning while failing at simple tasks…
YouTube's 2026 AI-powered video summarization feature signals a broader shift toward machine understanding, now mirrored in enterprises where AI agents analyze documents, contracts, and records with s…