Speculative decoding is one of those techniques that has been "almost ready for production" for the better part of three years. A small draft model proposes tokens; a larger target model verifies them in a single forward pass. In theory, you get 2–4× throughput. In practice, the draft model has to be cheap, fast, and good enough at mimicking the target'...
Most job search tools focus on submitting more applications. I wanted to solve a different problem: reaching the people actually making hiring decisions. So I built PitchHired, an AI-powered platform that helps job seekers find hiring managers, generate personalized outreach emails, review them with AI, and send them from their own Gmail account on a business-hour...
Part of the H0: Hack the Zero Stack submission. See the project on Devpost.
Nigeria is the launch market. It is not the ceiling.
This article explains the reasoning behind that distinction, and why the architecture I built for FarmOps Desk generalizes across the smallholder livestock economies of Sub-Sa...
If you're a developer looking to earn real money from open source, GitHub bounties are one of the fastest-growing opportunities in 2026.
GitHub bounties are cash rewards posted by repository maintainers for solving specific issues. They range from $50 for simple fixes to $10,000 for complex performance optimizations.
Headline: RSC is a serious win for bundle size and TTFB, but only if your team commits to the new mental model. Half-adoption is worse than not adopting at all.
RSC moves rendering of components that don't need interactivity to the server. The browser receives a serialized tree, not a JavaScript bundle...
If you’re building a system that needs to ingest and retain information from diverse sources—web pages, video transcripts, or long-form articles—you know the friction of wrestling with absolute paths and fragile configurations. The v0.0.2 release of Knowledge-and-Memory-Management cleans up that mess. This version replaces every hardcoded personal path with $AGENT_HOME, making your...