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123 articles tagged #AI.
P.01Unit tests tell you if your code does what you wrote. They don't tell you if your AI feature does what users need. Here's how to build an evaluation pipeline that catches the failures that matter before users do.
P.02LLM calls are slow and expensive. Caching them is the obvious move. But caching the wrong responses breaks the user experience in ways that are subtle and hard to debug. Here's a practical guide to doing it right.
P.03Rolling back a bad API endpoint takes seconds. Rolling back a bad LLM integration is harder — the damage may already be in your logs, your users' inboxes, or your clients' feeds. Feature flags are how you ship AI features without betting everything on launch day.
P.04AI features ship fast. Then the monthly API bill arrives. Here's a systematic approach to understanding and reducing LLM costs without breaking the product.
P.05Most AI project failures start at the scoping stage. The client wants 'AI integration.' The agency quotes a price. Nobody defines what that actually means. Here's how to scope these projects properly.
P.06The AI IDE tools everyone uses have a feature most developers set up once and never tune: custom rules. Here's how to write rules that change how the tool generates code, not just what it says it will do.
P.07Getting a language model to return valid, schema-conforming JSON is harder than it looks. Here's what works in production, from native structured output APIs to library-level validation.
P.08Every AI integration budget starts with API costs and ends with surprises. Here's what production AI features actually cost once you account for everything the initial estimate missed.
P.09Traditional monitoring tells you a request took 800ms. It doesn't tell you the LLM spent 600ms on a bad prompt, returned a hallucinated answer, and burned $0.04 in tokens. Here's how to actually instrument AI applications with OpenTelemetry.
P.10Prompt injection is the SQL injection of the AI era. As LLMs ship into production apps by the millions, attackers are learning how to hijack them through the data they consume. Here's what the attack looks like and how to defend against it.
P.11Junior developer hiring is down 30% since 2024. AI tools now handle the grunt work that used to train entry-level engineers. But the real story is more complicated — and more important — than the headlines suggest.
P.12Explore how AI innovations are revolutionizing affordable and sustainable energy solutions, focusing on recent advancements in renewable energy tech by companies pushing the boundaries of sustainable development.
P.13Explore IBM's Project Debater, the groundbreaking AI that joins human debates, transforming how we perceive machine capability in natural language processing and argumentation.
P.14Explore the groundbreaking partnership between Amazon AWS and Cerebras, aiming to redefine AI inference with high-performance wafer-scale chips, signaling a major shift in AI deployment at scale.
P.15RAM prices surged 90% in Q1 2026 as AI data centers consume 70% of global memory. Here's how the shortage impacts developers, hardware costs, and what you can do about it.
P.16EditorPickApple shipped native agentic coding in Xcode 26.3, letting AI agents autonomously write, test, and refactor Swift code. Here's what it means for iOS and macOS developers.
P.17EditorPickPrompt engineering is dead. Context engineering -- managing system prompts, RAG results, tool outputs, memory, and conversation history -- is the skill that matters now. Here is what changed and why.
P.18How running AI models at the edge enables real-time intelligence for IoT, autonomous vehicles, and smart manufacturing. A developer guide to edge AI platforms, frameworks, and opportunities in 2026.
P.19EditorPickFebruary 2026 saw an unprecedented wave of AI model releases from OpenAI, Anthropic, Google, and others. We break down GPT-5.3 Codex, Claude Opus and Sonnet 4.6, Gemini 3.1 Pro, DeepSeek V4, and every major launch -- with benchmarks, pricing, and practical guidance.
P.20EditorPickA deep dive into Apple Intelligence improvements from iPhone 16 to iPhone 17. We compare the A19 Neural Engine, Foundation Models framework, Visual Intelligence upgrades, and what iOS developers should build for next.
P.21EditorPickA deep dive into the India AI Impact Summit 2026 at Bharat Mandapam — $200B in pledged investments, sovereign AI models, the MANAV framework, and what it all means for builders and founders.
P.22EditorPickEvery agency claims to 'use AI' now. But there's a fundamental difference between bolting AI onto existing workflows and building an agency around AI from the ground up. Here's why we made that choice and what it actually means.
P.23EditorPickThe network latency between your Django app and your FastAPI ML service is probably longer than inference itself. Here is how to serve models from Django directly.
P.24EditorPickWe have been using AI tools at CODERCOPS for over two years now. The shift from 'helpful autocomplete' to 'genuine collaborator' happened gradually, then all at once. Here is what changed, what surprised us, and what we got wrong.
P.25EditorPickMost AI agents fail in production. Here are the architecture patterns, error handling strategies, and guardrails we use to build agents that actually ship.
P.26EditorPickAfter 90 days of using Claude Code across our entire engineering team, here is what actually changed — the good, the bad, and the productivity numbers.
P.27EditorPickClaude Sonnet 4.6 matches Opus performance at Sonnet pricing. Full breakdown of benchmarks, features, adaptive thinking, and what it means for developers.
P.28A step-by-step guide to deploying a production-ready AI chatbot with streaming responses, conversation memory, and rate limiting using Claude API and Vercel.
P.29Stop guessing which AI approach to use. This decision framework with real cost, latency, and accuracy comparisons helps you pick the right one every time.
P.30EditorPickGalgotias University was removed from the India AI Impact Summit 2026 after presenting a Chinese-made Unitree Go2 robot dog as their own creation 'Orion.' The full story, the second drone scandal, and what this says about Indian tech education.
P.31EditorPickNaive RAG is broken. Here is how contextual retrieval, hybrid search, and intelligent chunking are reshaping how we build AI applications in 2026.
P.32We automated visual regression testing, test generation, and bug triage with AI. Here are the real results after 6 months — including what still needs humans.
P.33How we built an AI-powered interface that lets non-technical users query any database using plain English, eliminating SQL expertise requirements and democratizing data access.
P.34Full enforcement of the EU AI Act begins August 2, 2026, with fines up to 35 million euros. Most development teams are not ready. This is the practical compliance guide they need.
P.35From concept to launch: building a 24/7 anonymous mental wellness platform with AI-powered listener matching, real-time encrypted chat, and affordable therapy access using Next.js, Django, and Azure.
P.36EditorPickFrom Google's voluntary exit program to widespread automation, here's a data-driven look at how AI is reshaping the job market in 2026 and what workers can do.
P.3793% of executives say AI sovereignty is mission-critical in 2026. Learn what AI sovereignty means, why it matters, and how to build a sovereign AI strategy.
P.38Budget 2026 launches Bharat-VISTAAR, a multilingual AI platform for Indian farmers. Here's how it works and why agritech startups should pay attention.
P.39India spends just 2.1% of GDP on healthcare while its digital health market surges. Explore how telemedicine and AI diagnostics are transforming rural health access.
P.40India's AI market hits $17B by 2027 but lacks comprehensive data privacy laws. Explore the ethical AI challenges India faces and frameworks for responsible innovation.
P.41EditorPickGoogle's CBO Philipp Schindler offers voluntary exit packages to employees not embracing AI. Here's what this means for tech workers and the industry in 2026.
P.42India AI Impact Buildathon 2026 is the country's biggest AI challenge. Here's how to participate, what to expect, and why this signals India's AI ambition.
P.43India's AI market is projected to reach $17B by 2027 with 45% YoY growth. Explore the sector-by-sector breakdown of AI adoption in banking, healthcare & education.
P.44EditorPickMicrosoft ($17.5B), Amazon ($35B) & Google ($15B) are investing $67.5B in India's data centres. Here's what this AI infrastructure race means for India's tech future.
P.45Discover 9 emerging Indian AI startups from Bengaluru, Gurugram & Kerala that are driving AI innovation in 2026. From agentic AI to content creation tools.
P.46AI data centres are consuming massive energy, reigniting the nuclear power debate. Explore how nuclear energy could power the AI revolution in 2026.
P.47Physical AI enables robots, drones & smart equipment to operate autonomously. See how Amazon, BMW & others are deploying embodied AI in 2026.
P.48NASA's Perseverance rover completed the first AI-planned drive on Mars using Anthropic's Claude. Here's the technical breakdown of how vision-language models are transforming space exploration.
P.49Tech layoffs continue in 2026 while companies report severe talent shortages. We analyze the data behind this paradox, AI's role in reshaping developer demand, and which skills are actually in demand.
P.50With 38 states passing AI legislation and a federal executive order pushing for preemption, AI developers face a fragmented regulatory landscape. Here's your comprehensive guide to compliance in 2026.
P.51Microsoft, Google, Amazon, and Meta are collectively spending $650 billion on AI infrastructure in 2026. We break down what each company is building, why the numbers keep climbing, and what it means for developers.
P.52The 2025 Stack Overflow Developer Survey reveals a paradox: AI tool adoption has hit 84%, but developer trust in AI accuracy has plummeted. We analyze the findings, the tools developers actually use, and what the trust gap means.
P.53Alphabet announced $175-185 billion in 2026 capital expenditure, nearly double 2025 spending. Stock dropped 5% as investors question Big Tech's AI spending sustainability, despite Google Cloud revenue spiking 48%.
P.54Amazon reported quarterly revenue beating estimates but stock dropped 10% after-hours as investors digest the company's $200 billion capital expenditure plan for 2026, driven by aggressive AI infrastructure investment.
P.55EditorPickAlphabet, Amazon, and Meta collectively announced over $600 billion in 2026 AI capital expenditure. Stocks dropped across the board as investors question whether returns will ever justify the spending.
P.56EditorPickAnthropic just dropped Claude Opus 4.6 with game-changing features: agent teams that work in parallel, a 1 million token context window, and benchmarks that put OpenAI on notice. Here's everything you need to know.
P.57The database landscape is consolidating around Postgres while SQLite finds new life at the edge. Meanwhile, vector databases have become essential infrastructure for AI applications.
P.58Google's Gemini app has crossed 750 million monthly active users, approaching ChatGPT scale. Combined with the Apple Siri deal, Google is positioning Gemini as the default AI layer for billions of devices.
P.59Microsoft CEO Satya Nadella appointed Charlie Bell as the company's first engineering quality chief, citing the rising cost of reliability failures as AI becomes embedded in critical workflows.
P.60EditorPickOkta warns of a critical 'authorization gap' where AI agents retrieve data with elevated permissions but post to shared spaces where anyone can see. Four major vendors already hit with CVSS 9.3+ vulnerabilities.
P.61Anthropic spent millions on Super Bowl commercials pledging Claude will remain ad-free forever, taking direct aim at OpenAI's ad-supported ChatGPT model. A business model war is brewing.
P.62Apple confirmed its acquisition of Israeli AI audio startup Q.ai for nearly $2 billion. The deal brings advanced audio AI technology that could transform Siri, AirPods, and Apple's entire audio ecosystem.
P.63EditorPickApple and Google announced a multi-year deal to power next-gen Siri with Gemini AI. iOS 26.4 beta in February brings conversational Siri, with full release in March. The AI assistant wars just got complicated.
P.64Anthropic launches domain-specific plugins for Claude Cowork with MCP integrations for Slack, Figma, Salesforce, and more. AI agents now work like specialized teammates across business functions.
P.65EditorPickAnthropic releases Claude Sonnet 5 codenamed Fennec with 82.1% SWE-Bench score, surpassing Opus 4.5. Optimized for Google's Antigravity TPU with 1M token context at $3/M input tokens.
P.66DeepSeek's V4 model brings 1 trillion parameters, Engram conditional memory, and open-source weights under Apache 2.0. We break down the architecture, coding benchmarks, geopolitical implications, and what it means for developers.
P.67Goldman Sachs partnered with Anthropic to build autonomous AI agents for accounting and compliance. Here's how they did it, what they learned, and what other enterprises can take from this deployment.
P.68Microsoft announced its second-generation Maia AI chip with software tools designed to challenge NVIDIA's CUDA dominance. The chip powers Azure AI workloads and signals Microsoft's push for AI infrastructure independence.
P.69Chinese startup Moonshot AI released Kimi K2.5, an open-source model with 1 trillion parameters approaching frontier performance. The model challenges the assumption that only US labs can build world-class AI.
P.70Aviation startup Skyryse closed a $300M Series C at $1.15B valuation for SkyOS, an AI-powered flight system that makes any aircraft flyable by anyone. FAA certification underway for helicopters and fixed-wing.
P.71EditorPickAnthropic launched an AI legal plugin for Claude Cowork and software stocks crashed. Thomson Reuters dropped 6.5%, RELX fell 9.6%, and traders called it the 'SaaSpocalypse.' Here's why one product announcement wiped out hundreds of billions in market value.
P.72By 2028, 1 in 4 job candidates will be fake. North Korean operatives have infiltrated 300+ US companies using AI-generated personas. Deepfake job fraud is the hiring crisis nobody prepared for.
P.73Google DeepMind launched Project Genie, an AI that generates interactive 3D worlds from text prompts in real time. Gaming publishers are rattled, and the technology points toward a future where world models replace game engines.
P.74OpenAI and Anthropic released their flagship coding models on the same day. We compare GPT-5.3 Codex and Claude Opus 4.6 across benchmarks, pricing, developer experience, and real-world coding tasks.
P.75Microsoft's new AI QuickStart Programme aims to help 1,000 SMBs deploy enterprise-ready AI solutions in under three months. Here's what's included and how developers can capitalize on the opportunity.
P.76OpenAI is retiring GPT-4o, GPT-4.1, GPT-4.1 mini, and o4-mini from ChatGPT on February 13, 2026. Only 0.1% of users still choose GPT-4o daily, but the model's retirement marks the end of the GPT-4 generation.
P.77EditorPickElon Musk merged SpaceX and xAI in the largest corporate merger in history, valued at $1.25 trillion. The combined entity plans orbital data centers, a mid-2026 IPO, and a vertically integrated AI-space stack.
P.78Vercel raised $300M at a $9.3B valuation to scale its AI Cloud platform and V0 development agent. We analyze what the funding means, how V0 is reshaping development workflows, and the competitive landscape.
P.79Alphabet's Waymo raised $16 billion in the largest autonomous driving funding round ever, more than doubling its valuation to $126 billion. The company plans expansion to 20+ cities including Tokyo and London.
P.80EditorPickThe line between web development and AI development has dissolved. The best agencies now ship web apps with built-in intelligence — chatbots, predictive features, automated workflows. Here's what this shift means.
P.81Apple and Google have announced a landmark partnership to power Siri with Gemini 2.5 Pro. Here's what this $1 billion deal means for iOS developers, API access, and the competitive AI landscape in 2026.
P.82Anthropic's Claude Opus 4.6 discovered over 500 previously unknown high-severity vulnerabilities in open-source software. Here's what this means for cybersecurity, developers, and the future of AI-powered security research.
P.83The era of autocomplete copilots is over. AI IDEs now manage entire repos, refactor architectures, and ship features from natural language. Here's how the four major players compare in 2026.
P.84Google's share has dipped below 90% for the first time since 2015. Perplexity processes 1.5 billion queries monthly. 37% of consumers use AI chatbots instead of Google. The search revolution is here.
P.85EditorPickFrom internal experiment to Linux Foundation governance in 14 months. Model Context Protocol now has 97M+ monthly SDK downloads, support from every major AI company, and the first official extensions shipping. Here's the full MCP story.
P.86EditorPick41% of global code is now AI-generated. Senior devs report 81% productivity gains. But 63% have spent more time debugging AI code than writing it themselves. The vibe coding revolution has a fine print.
P.87For the first time, multiple drug candidates discovered and optimized entirely by AI are reaching mid-to-late-stage clinical trials. Here's what's happening in AI-driven drug discovery and why 2026 could be a landmark year.
P.88EditorPickMeta plans $135B in AI spending, OpenAI eyes a historic IPO, Amazon bets $50B, and a stealth startup raises $480M at seed. The 2026 AI investment frenzy is rewriting the rules of tech competition.
P.89EditorPickA trademark dispute, crypto scammers, 100K GitHub stars, a social network for AI agents, and a security crisis — the Clawdbot saga has everything. Here's the full story of the viral AI assistant that broke the internet.
P.90UPS cuts 30,000 jobs, Dow eliminates 4,500, Nike automates distribution, Home Depot mandates RTO. The corporate layoff wave of 2026 is driven by AI and automation — here's what's actually happening.
P.91Grok's 'digital undressing' controversy, viral political deepfakes, and the growing AI ethics crisis. What happened, why it matters, and what the tech industry needs to do about it.
P.92EditorPickYann LeCun left Meta to build world models with a $5B valuation target. Google DeepMind launched real-time 3D world models. Here's why researchers believe this is AI's next major leap.
P.93EditorPickAI agents are being deployed everywhere, but their security surface is wildly underexplored. From tool poisoning to memory injection, here's the threat landscape developers must understand in 2026.
P.94EditorPickClaude Code by Anthropic went viral in January 2026. Developers and non-developers alike are getting Claude-pilled. Here is an honest breakdown of what it does, how it compares, and whether the hype holds up.
P.95Cursor revealed how hundreds of concurrent AI agents built a full web browser from scratch. Planner/worker architecture, GPT-5.2 vs Opus 4.5 benchmarks, and what industrial-scale AI coding actually looks like in practice.
P.96DeepSeek and Alibaba's Qwen surged from 1% to 15% global AI market share in a single year. With 700M+ Hugging Face downloads, open-source AI from China is reshaping enterprise choices, developer workflows, and the competitive landscape.
P.97TII's Falcon-H1R 7B scores 88.1% on AIME-24 math, outperforming 15B models. Built on a hybrid Transformer-Mamba architecture, it signals a new era for efficient AI. Here's what it means for developers.
P.98The Indian startup ecosystem has shifted. Investors want AI-native products. Users expect intelligent features. Here's how the MVP playbook has changed in 2026 and what it means for founders.
P.99Meta is buying Singapore-based Manus AI to supercharge Meta AI and WhatsApp. This deal reshapes the agentic AI race between Meta, Google, OpenAI, and Microsoft. Here's what it means for developers.
P.100MIT Technology Review dropped its annual list of breakthrough technologies for 2026. From AI coding tools to quantum leaps, here is what actually matters to developers and what is just noise.
P.101EditorPickClawdbot turns your messaging apps into a powerful AI assistant that remembers everything and takes real actions. Here's the complete setup guide for macOS, Linux, and Windows — from installation to daily use.
P.102EditorPickForget simple chatbots. Agentic AI is rewriting how businesses operate by orchestrating entire workflows end-to-end. Here's what's actually happening, why it matters, and how to get started.
P.103AI job fears jumped from 28% to 40% in two years. The IMF calls it a tsunami. But the full picture is more nuanced than the headlines suggest. Here's what the data actually shows.
P.104The AI regulatory landscape is fragmented, evolving, and confusing. Here's a practical guide to what you need to know about AI governance in 2026, whether you're building AI products or deploying them.
P.105The convergence of autonomous AI agents and stablecoin-powered payments is creating a new model for online commerce. Here's what agentic commerce is, why it matters, and where it's headed.
P.106Randstad calls it 'the great adaptation.' 97% of investors penalize firms that don't upskill on AI. Here's what effective AI upskilling looks like and why most companies are getting it wrong.
P.107Multimodal AI models that combine vision, language, and action are creating a new category of digital workers. Here's what's real, what's hype, and how developers can start building with them.
P.108The AI industry is shifting from massive general-purpose models to smaller, specialized ones that outperform giants in specific tasks. Here's why this matters and how to take advantage of it.
P.109Voice AI accuracy hit 97% in 2026. Response latency dropped below 200ms. The technology is finally ready — but most teams are building voice interfaces wrong. Here's what actually works.
P.110Traditional test suites break when outputs are non-deterministic. Here's how we test AI-powered features — from LLM output validation to regression testing for prompt changes, with real frameworks and examples.
P.111Model Context Protocol is the new standard for connecting AI to external tools. Here's a practical guide to building, deploying, and debugging MCP servers — with real code examples from production.
P.112Meta Compute, OpenAI's 750MW deal, and a projected $3 trillion investment in AI infrastructure. The biggest story in tech isn't about models—it's about who controls the compute.
P.113EditorPickPatterns, anti-patterns, and hard-won lessons from delivering AI-integrated products across healthcare, e-commerce, Web3, career tech, and data analytics. The stuff nobody blogs about.
P.114NVIDIA announces Vera Rubin architecture in production and DLSS 4.5 with Transformer-based Super Resolution. Here's the complete breakdown of what's new and what it means for gaming and AI workloads.
P.115EditorPickNVIDIA's Cosmos, LG's household robot, and the rise of Physical AI dominated CES 2026. Here's what developers need to know about robots entering our homes and workplaces.
P.116EditorPickGitHub announces Repository Intelligence - AI that understands code relationships, history, and context. Learn how this evolution changes developer workflows and what it means for the future of AI-assisted programming.
P.117The AI industry is pivoting from massive models to efficient SLMs offering 10-30x reductions in latency and cost. Learn why smaller is better and how to leverage SLMs in your applications.
P.118EditorPickA deep dive into the biggest announcements from CES 2026 - from NVIDIA's Rubin platform to humanoid robots entering our homes. Here's everything developers need to know.
P.119EditorPickFrom AI-first development to meta-frameworks dominance, discover the key trends shaping web development in 2026 and how to stay ahead of the curve.
P.120GitHub Copilot vs Cursor vs Claude Code - which AI assistant actually saves you time? A practical comparison based on real-world testing and developer workflows.
P.121Discover how artificial intelligence and machine learning are transforming augmented and virtual reality applications in gaming, education, and beyond.
P.122Understand the key differences between artificial intelligence, machine learning, and deep learning with clear definitions, examples, and real-world applications.
P.123A step-by-step guide to writing and publishing research papers in artificial intelligence, machine learning, and deep learning — from ideation to submission.