Software Dev @IBM , Making @pawgloo |๐Ÿ‘จโ€๐ŸŽ“UConcordia Grad & @github campus expert |Loves Coding ๐Ÿ’ป, Hackathons๐Ÿ› ๏ธ, AI๐Ÿค– and Cooking๐Ÿ‘จโ€๐Ÿณ

Joined January 2018
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Pinned Tweet
17 May 2025
No time to hunt for jobs daily? I built JobSphere โ€” the Duolingo of job applications. jobsphere.onboardai.net โฐGet daily reminders ๐ŸงณAI-curated job lists ๐Ÿ“ƒJust add your details and forget it. ( More powerful features coming soon!) #JOBSEEK #jobsearch
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I was in between of making something ๐Ÿ˜”๐Ÿ˜”
As a result of a US government directive, we are suspending access to Claude Fable 5 for all users. You can continue to use all other Claude models. Hereโ€™s what this means for you: Across Claude products, new sessions will run on your selected default model or Opus 4.8, and existing Fable 5 sessions will end with an error. On the Claude Platform, requests to Fable 5 will also return an error. Please update your integrations to other Claude models. We know this is a disruption to your workflows; we appreciate your patience and support.
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I was in between of making something ๐Ÿ˜”
The US government, citing national security authorities, has issued an export control directive to suspend all access to Fable 5 and Mythos 5 by any foreign national, whether inside or outside the United States, including foreign national Anthropic employees. The net effect of this order is that we must abruptly disable Fable 5 and Mythos 5 for all our customers to ensure compliance. Access to all other Claude models is not affected. We apologize for this disruption to our customers. We believe this is a misunderstanding and are working to restore access as soon as possible. Read our full statement: anthropic.com/news/fable-mytโ€ฆ
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The new @GeminiApp UI is just so good ๐ŸคŒ
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ANKUR retweeted
Forward deployed engineers, or equivalent, are about to become one of the most in-demand jobs in tech. And one of the most important functions for AI rollouts. Deploying agents is far more technical of a task than most people realize, often far more involved than deploying software. Software generally works the same way every time, and generally for the past few decades has been updated versions of an existing technology or concept (which basically means easier for the enterprise to update their workflows on a newer system). With agents, youโ€™re actually deploying the equivalent of work output within the enterprise. The customer is effectively using you as a professional services provider for a task, which they expect to get solved nearly end-to-end now. This means you need to actually deeply understand the business process as a vendor, and get the customer from the current to the end state seamlessly. Companies need help figuring out which models will work best for their workflows, they need extensive evals setup often, they need change management support for workflows, they need to get their data setup for the agents, and constant tuning of the agentic system for their process. Massive role in tech now. And another example of the kind of highly technical work that AI is creating.
GOOGLE TO RECRUIT HUNDREDS OF ENGINEERS TO ASSIST CLIENTS IN EMBRACING ITS AI โ€“ THE INFORMATION
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5 techniques to reach the efficient frontier of LLM inference: 1. Semantic routing across model tiers 2. Prefill and decode disaggregation 3. Quantization: Trading precision for speed 4. Context routing: The biggest lever that most teams miss 5. Speculative decoding
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If any of you donโ€™t know him, you are not a real software developer yet.
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Meet the new Stitch, your vibe design partner. Here are 5 major upgrades to help you create, iterate and collaborate: ๐ŸŽจ AI-Native Canvas ๐Ÿง  Smarter Design Agent ๐ŸŽ™๏ธ Voice โšก๏ธ Instant Prototypes ๐Ÿ“ Design Systems and DESIGN.md Rolling out now. Details and product walkthrough video in ๐Ÿงต
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Nice, seeing a familiar name here
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Coding has never been more fun Design, code, Research and Test all at same time @GeminiApp โœ… @antigravity @GoogleLabs
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ANKUR retweeted
๐— ๐—–๐—ฃ or ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€? You're asking the wrong question. Short answer: they're not alternatives - they're solving different problems in the same ecosystem. If you're building with AI agents, you've probably heard about both the Model Context Protocol (MCP) and maybe also Agent Skills. Letโ€™s break down what each does: ๐— ๐—–๐—ฃ: The Model Context Protocol, introduced by Anthropic in late 2024, is a universal standard for connecting AI applications to external data sources and tools. Itโ€™s basically a standardized API gateway. Your agent makes a deterministic API call with fixed input/output schemas and receives a deterministic response: clean and predictable. ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€: These are something else. When an agent uses a skill, it's interpreting natural language instructions about ๐˜ฉ๐˜ฐ๐˜ธ to accomplish something. The agent decides which skill to use, when, ๐˜ข๐˜ฏ๐˜ฅ ๐˜ฉ๐˜ฐ๐˜ธ to execute it. Less "call this function" and more "here's how to think about this problem.โ€ ๐—ช๐—ต๐—ฒ๐—ป ๐˜๐—ผ ๐˜‚๐˜€๐—ฒ ๐—ฒ๐—ฎ๐—ฐ๐—ต / ๐—›๐—ผ๐˜„ ๐˜๐—ต๐—ฒ๐˜† ๐˜„๐—ผ๐—ฟ๐—ธ ๐˜๐—ผ๐—ด๐—ฒ๐˜๐—ต๐—ฒ๐—ฟ Agent Skills leverages the standardization that MCP enables. So they ๐—ฏ๐—ผ๐˜๐—ต have a place in agentic coding. Skills are great for behavioral guidance, MCP works better for the direct infrastructure calls. Use ๐— ๐—–๐—ฃ when you're: โ€ข Building broad integrations across multiple tools and data sources โ€ข Creating custom MCP servers for your own systems โ€ข Working with any MCP-compatible AI application Use ๐—”๐—ด๐—ฒ๐—ป๐˜ ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ when you're: โ€ข Building specifically with specialized Weaviate tools/infrastructure โ€ข Using coding agents like Cursor or Claude Code โ€ข Need reliable, production-ready Weaviate implementations without debugging hallucinations We just released our Agent Skills repository for Weaviate, serving as a bridge between your coding agent and Weaviate's infrastructure. The repository contains both granular Weaviate-specific scripts (schema inspection, data ingestion, precision search) and full end-to-end project blueprints (RAG pipelines, Query Agent chatbots, multivector PDF retrieval). The best part is that you can get started with just one line of code in your terminal: npx skills add weaviate/agent-skills Learn all about Agent Skills in this release blog post: weaviate.io/blog/weaviate-agโ€ฆ
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Building RAG systems usually means stitching together 10 different tools. OpenRAG bundles everything into one stack. โ€ข document ingestion โ€ข semantic search โ€ข agentic workflows โ€ข chat over your data Powered by Langflow, Docling, and OpenSearch.
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Introducing Code Review, a new feature for Claude Code. When a PR opens, Claude dispatches a team of agents to hunt for bugs.
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๐Ÿšจ ANTHROPIC CEO WARNS: THE COMPANY IS NO LONGER SURE CLAUDE ISNโ€™T CONSCIOUS.
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My AI Threat Level: 3.8/10 โ€” "You've spent your life becoming an AWS Professional just to build the RAG agents that will replace your entire department with a single 'git push'." The more the score, the faster you get replaced by AI Check yours: candidate.perfectly.so/roastโ€ฆ

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Me as soon as my Claude Opus 4.6 credits get reset on Antigravity

ALT Coding Kira GIF

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There should be map button in main nav bar @Airbnb I do need some motivation on what to see around, sometimes
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Sometimes I feel like going to an aesthetic cafe , and code like good old days. Today is not that day though
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ANKUR retweeted
Drop 7/14: Introducing Sarvam Arya - our multi-agent orchestration platform, built from the ground up with robust systems engineering principles and frontier AI-assisted developer experience. We illustrate the Arya advantage on a common ETL task of extracting structured data from unstructured documents. Arya system with GPT 4.1 mini achieved ~5x higher accuracy at ~10x lower cost compared to Claude Code with agent swarm. Read more about Arya in this thread and our blog: sarvam.ai/blogs/introducing-โ€ฆ
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Leetcode is dead. Nobody writes code line by line anymore. Developers are orchestrating AI, debugging its output, catching when it goes wrong. We're building assessments that test fundamentals and AI fluency together. Not just memorized algorithms. Because that's the actual job now.
Marc Andreessen: AI coding doesnโ€™t eliminate programmers โ€” it redefines them. The job is no longer typing code line by line, itโ€™s orchestrating 10 coding bots in parallel, arguing with them, debugging their output, changing the spec, and pushing them toward the right result. But hereโ€™s the catch: if you donโ€™t understand how to write code yourself, you canโ€™t evaluate what the AI gives you. The next layer of programming isnโ€™t writing scripts โ€” itโ€™s supervising AI that writes them. Todayโ€™s best programmers spend their day jumping between terminals, managing multiple coding bots, fixing mistakes, and refining instructions. The irony? You still need deep fundamentals, because without them, you wonโ€™t know when the AI is wrong. The job of the programmer has changed. Now itโ€™s about arguing with coding bots, debugging AI-generated code, and understanding why something doesnโ€™t work or isnโ€™t fast enough. AI abstracts the work โ€” but only people who truly understand code can tell if the abstraction is doing the right thing. Programmers arenโ€™t going away โ€” theyโ€™re becoming 10x, 100x, even 1,000x more productive. Tasks are changing, the job is changing, but humans are still overseeing the process, evaluating results, fixing errors, and making judgment calls. AI changes how we code, not who is responsible. The future programmer isnโ€™t replaced by AI โ€” theyโ€™re upgraded by it. You still need to learn how to write and understand code, because when the AI gets it wrong, humans are the ones who have to know why. That up-leveling of capability is the real revolution.
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