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@augmentcode, @claudeai Code, or @OpenAI Codex CLI — which one? I have spent months working seriously with all three. Building production platforms. Draining credit allocations. Crossing context limits. Using them in combination and in isolation. And the honest answer is: that is the wrong question. The right question is — which one, for what kind of work, at what stage, at what cost? In my latest article from the From Lab to Life collection, I break down all three frontier coding agents across the dimensions that actually matter: → Context engines — how each tool understands your codebase (and why this is more important than which model powers it) → Memory systems — how each tool remembers what it knows across sessions → Multi-agent orchestration — what it actually means in practice, not in demos → Pricing reality — what $60, $200, or $20 actually gets you under real working conditions A few things I cover that most comparisons skip: Augment Code's $200 plan can be exhausted in 2 days with intensive Intent Opus 4.6 use. That is not a flaw — it is an honest pricing signal about what you are deploying. Claude Code's $200 Max plan is remarkably generous compared to using the same Anthropic models via API. One developer tracked the equivalent API cost at 15x the plan price. Codex CLI's open-source codebase under Apache 2.0 matters more than most people discuss — especially in regulated industries. But above all of this: the tool you choose matters less than how well you prepare it to work. Context engineering remains the skill that doesn't depreciate. Every model upgrade amplifies good context. It also amplifies bad context. Full article linked below — available on both Medium and Substack. #FromLabToLife #AI #CodingAgents #AugmentCode #ClaudeCode #CodexCLI #ContextEngineering #AIProductDevelopment #FutureOfDevelopment
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I built this podcast tool in 11 minutes. Live. No dev team. No waiting. A tool that used to take months and cost $30,000 ? Now you can build it in minutes with AI. That’s wild. Here’s the kicker — a similar tool got quoted at $75K just yesterday. And YOU can offer this to clients too. 🚀 One AI client a month = six figures. ✅ Faster delivery ✅ Lower costs ✅ More profit ✅ Zero gatekeeping Clients WANT you using AI — they know it saves time and money. If you’re not telling your clients you use AI, you're already behind. 🗣️ Comment “AI” to learn how to leverage this skillset and start building smart, fast, and profitably. #AIBusinessSummit2026 #AIConsulting #AIForEntrepreneurs #BuildWithAI #AIAutomation #AIClients #AIProductDevelopment #SixFigureBusiness #AIIncome #DigitalBusiness #EntrepreneurLife #WorkSmarter
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🚨AI won’t transform your product — unless you do. In this free playbook, Tricia Maia, Director of Product Management at @TED_ED, reveals how she and her team turned failed AI experiments into meaningful, human-centered innovation. You’ll learn how to: ✨ Build AI features that feel human, not hollow 🎯 Use storytelling as your moat in the AI era 🚀 Blend scale soul — leveraging AI without losing your brand’s voice This isn’t theory. It’s the real framework TED used to move from hype to human — designing AI products people actually care about. Whether you’re a PM, designer, or founder, this is your roadmap to creating AI that earns trust, not just clicks. 🔗Download “From Hype to Human: Designing AI Products People Actually Care About” at prdct.school/4qmZxZh #ProductManagement #AIInnovation #AIProductDevelopment
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⚠️Most PMs stop at prompting. Great PMs master the full AI stack from tokens to trust. This isn’t just about LLMs. It’s about understanding the layers of complexity behind building AI-native products that don’t just function—they earn trust. 🔖Save this if you're building anything beyond a chatbot! #ProductManagement #ProdMgmt #AINativeProducts #AIProductDevelopment #AIInnovation #AIProductManagement
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Still seeing GenAI hiring mismatches: ❌ Data scientists who’ve never shipped ❌ Engineers guessing at prompt design ❌ Strategists stuck in slides Lately I’ve been helping teams put GenAI into practice. Let me know if you are exploring something similar. #GenAI #LLMApplications #AIProductDevelopment #ResponsibleAI #PromptEngineering #AIImplementation
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Innovate, Migrate, Accelerate, AI-Powered Apps, Cloud-Ready Solutions – Pirai’s New Services Are Here. #AITechnology #CloudEnablement #MobileAppDevelopment #CustomApps #DataMigration #AIDrivenSolutions #AIForBusiness #AIProductDevelopment #GenerativeAI #NLP #MachineLearning
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#Newsletter – What’s fueling India’s rise as a global AI innovation powerhouse? Find out in the 8th edition of The India Advantage! 🇮🇳🤖 Did you know India graduates about 77 new AI-skilled professionals every single hour, powering the world’s second-largest AI workforce? In this edition of The India Advantage, discover how India is setting the pace for AI-led product innovation at scale for India and the world. What’s inside this edition: ✅ How the $1.2 billion IndiaAI Mission is fast-tracking India’s rise as a global AI powerhouse ✅ Why India’s 600,000 AI professionals are a big deal as they now represent 16% of the global AI workforce ✅ How AI is turning traditional factories into smart, automated innovation hubs ✅What’s fueling nearly $800 million in AI startup and GCC investments in just one year ✅ How Tata Technologies is empowering tomorrow’s AI engineers and driving intelligent product development Read Newsletter here: linkedin.com/feed/update/urn… 📩 Don’t miss out — subscribe now to The India Advantage linked-in newsletter and see why global enterprises are turning to India for the next wave of AI breakthroughs! 💬 Which force — policy, talent, tech, or ecosystem — do you think will define the AI future? Share in the comments and tag a colleague who should read this! Follow Tata Technologies to stay at the forefront of #AIledproductdevelopment and how India is #EngineeringASoftwareDefinedFuture for the world. #IndiaAdvantage #TataTechnologies #AIProductDevelopment #AIInnovation #MakeInIndia #DigitalIndia #FutureReady #EngineeringABetterWorld
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14 Jun 2025
🔓 How Do You Unlock New Capabilities in Foundation Models? Hint: it's not just about training from scratch or building a perfect reward function. Read more to get 3000 aura. In Episode 25 of LLMs on the Run, UC Berkeley Professor Joseph Gonzalez (@profjoeyg) shares how models can improve at a task even without explicit feedback — and why practice, not just reward, might be the secret to better AI. Joey explains: ✅ Why starting with examples and fine-tuning is still the best move ✅ How reinforcement learning builds on demonstration to refine behavior ✅ And why some models can get better at tasks just by doing them — no reward signal required Brought to you by 👟 LLM: tinyurl.com/5c42f6tm #LLMsOnTheRun #FoundationModels #PostTraining #AIUX #RLHF #AIProductDevelopment #RunLLM #AIResearch #SupportAI #FineTuning #RL #3000aura
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21 May 2025
🚀 Build Real-Time AI Agents with @Google ADK Dappier 🧠⚡ Using the power of Google’s open-source Agent Development Kit (ADK) and Dappier’s real-time data tools, developers can now build modular, Gemini-powered AI agents that respond with live, rights-cleared insights. No hallucinations. No scraping. Just verified data structured agent logic. ✅ Define agents and tools using Google ADK ✅ Plug into Dappier for real-time search, stocks, sports, lifestyle, and more ✅ Deploy instantly on Replit with our starter app 📹 Full tutorial docs: 🔗 docs.dappier.com/integration… 📚 Google ADK Docs: google.github.io/adk-docs/ 🧠 Explore Dappier Models: marketplace.dappier.com/mark… Start building AI agents that are smarter, safer, and production-ready. Let’s ship real-time AI. #Dappier #GoogleADK #Gemini #AIAgents #LLM #AIProductDevelopment #RealTimeAI #OpenSource #Replit #AgenticAI
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We’re thrilled to welcome a data leader who’s all about turning insights into impact as a panelist at @DataConnectConf West on May 20th! With 12 years of experience at the intersection of data science, (currently a Senior Manager at @Grammarly), product development, and leadership, Sravya Madipalli brings a deep passion for helping data professionals thrive—and ensuring their work drives real business value. From building high-performing data teams to coaching the next generation of data scientists, Sravya bring a people-first approach to data that’s as inspiring as it is effective. Expect practical wisdom, leadership insight, and a fresh take on how data teams can truly shape the future. Join us on May 20 as Sravya takes the stage for our main panel on Agentic AI! 🎟️ Get your ticket before they’re gone! 📅 Date: May 20, 2025 📍 Location: San Francisco, CA 🔗 bit.ly/4ir5I9t #AgenticAI #DataLeadership #WomenInData #AIinBusiness #TechEvents2025 #DataCareers #DScoaching #AIproductdevelopment @womenindataorg @wia_community
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Intercom is changing the game in customer support with AI! 🤖💬 What if AI could handle customer support with the precision of a human and the speed of a machine? That’s exactly what Intercom is doing—and we’re breaking it all down in the latest episode of The Product Podcast! 🎙️ We sat down with Paul Adams, Chief Product Officer at @intercom, to explore how they’ve evolved from a simple messaging tool to an AI-powered platform serving over 50,000 customers worldwide. 🌍 Here’s what we uncovered: ✨ How Intercom’s AI agent went from answering basic questions to making autonomous decisions. ✨ Why 70% of their R&D is dedicated to AI innovation. ✨ The bold strategies they use to build AI products with human-like judgment. ✨ Why companies that aren’t investing in AI today are “default dead” (👀 yes, he said it!). Paul’s insights are backed by an impressive career—from shaping mobile products at Google (YouTube, Gmail 👏) to leading Intercom’s AI revolution. If you’re curious about the future of customer support, product development, or surviving the tech waves of tomorrow, this episode is your must-listen moment! 🎧Listen to the full episode on “Shifting From AI-Dead to AI-First” with Paul Adams, Chief Product Officer at Intercom, at prdct.school/3PDcyN3! #TheProductPodcast #ProductManagement #AIRevolution #TechInnovation #AIProductDevelopment #AIInnovation
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Get our expert guide on crafting a successful AI SaaS product. We’ve got the key strategies you need to excel in AI development. medium.com/@lenaztyson/steps… #AISaaSProduct #AIDevelopmentServices #CustomSoftwareDevelopmentService #AISoftwareDeveloper #AIProductDevelopment

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Do you know what sets successful AI products apart from the rest? It’s all about genuine user needs and real innovation. 💡 Tap a ❤️ if you agree! #prodmgmt #aiproductdevelopment #productcon
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7. Monitor and Improve Your AI Model: AI models require continuous monitoring and improvement to ensure that they're performing optimally. You can use monitoring tools to track your model's performance and make improvements as necessary. #AIProductDevelopment #SmartProducts
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22 Nov 2023
Discover Jeff Harris' recent insights in this recent ow.ly/OQyE50QauZq article, where he explores AI's impact on product development and unravels the intricacies of it in IoT devices and autonomous vehicles. #AI #aiproductdevelopment ow.ly/v61w50Qav0M
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Zomato, A Food And Grocery Delivery Service, Explores Artificial Intelligence for Enhanced Consumer Experiences #AI #AIproductdevelopment #artificialintelligence #customerinteractions #datascience #GenerativeAI #llm #machinelearning multiplatform.ai/zomato-a-fo…
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18 Jan 2023
AI generated luxury handbag concept that was on my mind today… Should I get samples produced? 🔥 #AiArt #AiFashion #AiProductDevelopment #midjourney
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