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Joined August 2014
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What actually happens when you send a request to an LLM? Gateway → tokenizer → router → queue → prefill → decode → streamed back to you, one token at a time. I'm tracing the whole trip tomorrow at Hacktoberfest 2026. ⚡ Thu, Oct 22 online @ 10am PT / 1pm ET link below 👇
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Open source is built on a simple idea: what you learn, you share. 🎃 What's one thing you've learned from contributing that could help the next first-timer?
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Some hackers found a nice surprise under their chairs at DubHacks over the weekend. Courtesy of @arduino 💙
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Hacktoberfest Week 3: Slow and Steady is live! 🦥 🐢 Build something with open-source AI that rewards laziness 🐢 $2,850 in prizes across 21 winners 🐢 Submissions due Oct 25 Join today: dev.to/devteam/join-the-hack…
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A viral GitHub repo steered small AI models into a state of pain, then vanished. This dev digs into the research paper behind it, from how a pain direction is extracted to what models actually do under it. { author: @hiper2d } dev.to/hiper2d/ai-torture-ch…
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Robot-Cat Chefs run a cozy bakery where each station maps to an AI pattern, like context caching and RAG. A visual sandbox for agent design. Submitted for the @Hacktoberfest Open-Source AI Challenge. { author: @RobinaMirbahar + @GoogleDevExpert } dev.to/gde/i-built-a-cozy-60…
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A sheet of psychedelic vinyl meets a stock keyboard. This dev shares the process and supplies behind an affordable customization that makes a workspace feel more personal. { author: Anna Villarreal } dev.to/annavi11arrea1/keyboa…
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An AI agent that troubleshoots Kubernetes needs controls that live outside the model. This dev lays out a GKE and Gemini setup built on least-privilege access, human approval gates, and audit logging. { author: Saurabh Mishra + @GoogleDevExpert } dev.to/gde/safe-autonomy-in-…
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In Llama Village, Pip's red scarf is missing and Mo knows how it got there. This dev uses EmbeddingGemma through llamadart to show what local embeddings can and cannot tell a game about who revealed a secret. { author: @leehack + @GoogleDevExpert } dev.to/gde/local-embeddings-…
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Discord now lets sites replace the default Open Graph link card with a custom preview featuring formatted text, an image gallery, and buttons. This dev tested it on a live blog and shares the setup, limits, and pitfalls. { author: @Thomasbnt_ } dev.to/thomasbnt/integrating…
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Hacktoberfest 2026 centers on open-weight models and open-source AI, with more than 500 Fests planned in over 60 countries. One Hack Day in Pakistan shipped three projects by evening. @jessleenyc for The Daily Context: dev.to/dailycontext/one-week…
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Codebases are becoming gardens, not buildings. @bendhalpern digs into six months of Forem commits to show where churn actually lands, and how to make it explicit instead of accidental. Read it in The Daily Context: dev.to/dailycontext/design-f…
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More context isn't making agents smarter. In some setups, performance got worse. Daily Context correspondent Sparsh Jain makes the case for separating facts from learnings, and for memory built as a five-step loop. dev.to/dailycontext/memory-i…
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Ramp built synthetic businesses, called worlds, to test its bookkeeping agents. Trimming eight skills to four raised scores, and compressing one skill saved about $30k a month. Ryan Stevens reports for The Daily Context. dev.to/dailycontext/building…
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Self-hosting coding agents on open-weight models takes more than a model. Hardware tiers, concurrency and the harness shape the bill, and one point release raised costs by a factor of 5. @slatre reports for The Daily Context. dev.to/dailycontext/the-mode…
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The Daily Context has returned! We're reporting from @aiDotEngineer New York this week. If you're at the conference, come find us and grab a copy. For everyone else, you can read the publication at dev.to/aie
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Hacktoberfest Week 2: Side Hustle is live! 🟣 Build something someone would actually pay for 🟣 Tell us why open-source and open-models matter for the project 🟣 $2,550 in prizes across 18 winners dev.to/devteam/join-the-hack…
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When an AI agent writes its own logs, the record of an incident is authored by its cause. This dev explains why stacking verifiers won't fix that, and what will: making tampering leave a shape. { author: James Anderson } dev.to/james_anderson_h/the-…
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