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What Actually Happens During Speculative Decoding in LLMs Autoregressive language model generation is notoriously slow. When you run a 70-billion parameter model on an enterprise GPU, you might get 20 to 30 tokens per second. The intuitive assumption is that the GPU compute cores are sweating under…
As enterprise applications become increasingly connected through cloud platforms, APIs, AI services, and third-party integrations, cybersecurity vulnerabilities pose a significant operational and business risk. Unaddressed vulnerabilities can lead to data breaches, service disruptions, regulatory…
Hackathon Raptors gave every team at DOGFOOD 2026 the same brief and 72 hours: build the submission-and-judging platform they would actually run. The winner gets forked into production. We're a team of two. Our submission is Dogfood — 9 Spring Boot microservices behind a gateway, a React frontend…
The previous two parts wired up the agent loop and gave it tools. The missing piece is memory. Session context resets with every new conversation, so anything the agent learned about a user, their preferences or an earlier decision is gone. Long term memory fixes that, but only if you store the…
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built Every time a college event, trip, or wedding wraps up, someone drops a massive Google Drive link containing thousands of unorganized photos. Finding your own photos usually means spending hours manually…
An agent calls a tool. The tool times out. So the agent tries again. That sounds responsible. Sometimes it is. Sometimes it is a second charge on a customer's card. A timeout tells you what the client saw. It does not tell you what the server did. That distinction matters a lot more now that agents…
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built Pantry Pal is a small web app that suggests a recipe from whatever ingredients you have at home, while avoiding the foods a specific person can't eat. I built it for my friend Rahul, who is allergic to…
If you've ever hand-written JSON-LD structured data, you know the drill: one missing comma, one wrong @type , and Google silently ignores your rich results. I build SEO tools for a living, and I still don't write schema by hand anymore. Here's why — and the workflow I use instead. Why hand-written…
A cron handler should enqueue webhook work, while a worker owns the long-running delivery and its checkpoints. That split is the practical answer to a 900-second execution cap and to retries that must not send the same enrollment event twice. Short answer: use cron as a public HTTP trigger, publish…
I run SquishyFile , a small site of free video tools, and I recently added a GIF compressor to it. It runs gifsicle, Eddie Kohler's GIF optimizer, compiled to WebAssembly inside a Web Worker. You drop in a GIF, pick a target size or a few settings, and get a smaller GIF back. All of the work…
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