In the high-stakes world of AI, ‘context engineering’ has emerged as the latest frontier to squeeze the performance of LLMs. Industry leaders have said AGENTS.md (and its cousins ​​like CLAUDE.md) …
coding
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AI Tools
A coding implementation to simulate practical Byzantine fault tolerance with asyncio, malicious nodes, and latency analysis
In this tutorial, we implement an end-to-end Practical Byzantine Fault Tolerance (PBFT) simulator using asyncio. We model a realistic distributed network with asynchronous message passing, configurable delays, and Byzantine nodes …
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Author(s): Andrei Baslyga (Nikola) Originally published on Towards AI. A deep dive into an open-source kit that gives AI assistant agents a mind, a memory, and a “conscience.” “The agent …
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Generative AI
A coding guide to high quality image creation, control, and editing using the HuggingFace diffuser
In this tutorial, we design a practical image-generation workflow using diffuser Library. We start by stabilizing the environment, then generate high-quality images from text prompts using stable diffusion with an …
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Amazon Web Services suffered a 13-hour system outage in December as a result of the actions of its AI coding assistant Kiro, according to financial Times. Several unnamed Amazon employees …
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AI News
Anthropic releases Cloud 4.6 Sonnet with 1 million token references to solve complex coding and discover developers
Anthropic is officially entering its ‘thinking’ era. Today the company announced cloud 4.6 sonetA model designed to change the way developers and data scientists handle complex logic. Along with this …
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Generative AI
A coding implementation for designing a stateful tutor agent with long-term memory, semantic recall, and adaptive practice generation
In this tutorial, we build a fully stateful personal tutor agent that moves beyond short-term chat interactions and learns continuously over time. We design the system to retain user preferences, …
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AI Tools
OpenAI releases a research preview of GPT‑5.3-Codex-Spark: a 15x faster AI coding model that delivers over 1000 tokens per second on Cerebras hardware
OpenAI recently launched a new research preview called GPT-5.3 Codex-Spark. This model is built for one thing: extreme speed. While the standard GPT-5.3 codec focuses on deep logic, Spark is …
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AI Tools
NVIDIA researchers introduce KVTC transform coding pipeline to compress key-value cache up to 20x for efficient LLM serving
Serving large language models (LLMs) at scale is a major engineering challenge due to key-value (KV) cache management. As models grow in size and logic capacity, the KV cache footprint …
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After a week of coding apps using Nothing’s Essential Apps Builder, I’m confused. I accept the smartphone manufacturer’s approach of having software that fits you, not the other way around, …