January 2026

Slump in the market divides good projects and bad projects. Whereas the vast majority of cryptocurrencies are struggling, there are some memecoins that exhibit odd persistence and accretion trends that are historically followed by significant movements. There are three tokens now which have different bullish indicators. PEPE at $0.000006619 holds on to $2.78B experiencing a strong increase in holders. BONK is trading with accumulation at the price of $0.00001177 with the market capital of $1.04B, despite the other […]

Ver mais

In the recent post, I got a lot of negative feedback for defending importance of Jesus being with you in Science (in the comment section). Do I feel wounded by that, not too much. What happened is different. From the early age I wanted that there is no secrets in the world, I believed whatever I felt had to be transmitted to the society. Why is that, because I believed when we hide something, it gives place to […]

Ver mais

Executive Summary The era of the passive ‘recommendation engine’ is over. We are entering the age of Agentic  Commerce—where AI doesn’t just suggest, but acts with autonomy. Retail is entering a new  phase—Agentic Commerce—where artificial intelligence no longer merely suggests products,  but acts autonomously on behalf of consumers and enterprises. In this model, intelligent agents understand intent, evaluate constraints, reason across  alternatives, and execute end-to-end commerce workflows. For consumers, this means delegating  shopping decisions to trusted digital agents. […]

Ver mais

Wi-Fi fingerprinting remains one of the most practical solutions for indoor positioning, however, its performance is often limited by the size and heterogeneity of fingerprint datasets, strong Received Signal Strength Indicator variability, and the ambiguity introduced in large and multi-floor environments. These factors significantly degrade localisation accuracy, particularly when global models are applied without considering structural constraints. This paper introduces a clustering-based method that structures the fingerprint dataset prior to localisation. Fingerprints are grouped using either spatial or […]

Ver mais

Existing research on continual learning (CL) of a sequence of tasks focuses mainly on dealing with catastrophic forgetting (CF) to balance the learning plasticity of new tasks and the memory stability of old tasks. However, an ideal CL agent should not only be able to overcome CF, but also encourage positive forward and backward knowledge transfer (KT), i.e., using the learned knowledge from previous tasks for the new task learning (namely FKT), and improving the previous tasks’ performance […]

Ver mais

Animation is too hard. To make a 30-second clip, you usually need to learn Blender, hire voice actors, frame keyframes, and render for twelve hours. I wanted to make memes, shitposts, and storytelling clips, and I wanted them done in the time it takes to drink a coffee. So, I built the Stickverse. It is a scrappy, Python-based animation pipeline that turns a raw text story into a fully voiced, lip-synced (well, “lip-flapped”) video. It uses Google’s Gemini […]

Ver mais

Coding in public: with filament and the tall stack If you’re interested to take part in open source, coding in public is naturally something we do. Here is an opportunity to come along with me on my own path to do the same. n n I’ve been looking for a way to share what I’ve learnt in my time and for that to be useful, not just for you the reader, but also for me. At the beginning […]

Ver mais

We introduce Parallel Coordinated Reasoning (PaCoRe), a training-and-inference framework designed to overcome a central limitation of contemporary language models: their inability to scale test-time compute (TTC) far beyond sequential reasoning under a fixed context window. PaCoRe departs from the traditional sequential paradigm by driving TTC through massive parallel exploration coordinated via a message-passing architecture in multiple rounds. Each round launches many parallel reasoning trajectories, compacts their findings into context-bounded messages, and synthesizes these messages to guide the next […]

Ver mais