Jun 19, 2026 · 1:47 AM
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Judith Murphy

Judith Murphy is a financial journalist and market analyst covering AI, technology stocks, and emerging market trends. She has contributed to multiple financial publications and brings a data-driven approach to her coverage of the technology sector and its impact on global markets.
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Hipfire is a Rust-native AMD inference engine that beats llama.cpp on consumer GPUs
Judith Murphy ·
Hipfire is a Rust-native AMD inference engine that beats llama.cpp on consumer GPUs
Hipfire, a newly open-sourced Rust-native inference engine purpose-built for AMD RDNA GPUs, delivers 59 tokens per second on Qwen3-8B from a consumer RX 5700 XT , 1.34x faster than llama.cpp , with no Python runtime, no link-time ROCm dependency, and a custom 4-bit quantization stack built from scratch for AMD silicon.



Printr's Proof of Belief model turns memecoin staking into real fee income and the numbers are getting hard to ignore
Judith Murphy ·
Printr's Proof of Belief model turns memecoin staking into real fee income and the numbers are getting hard to ignore
Printr's V2 upgrade introduces Proof of Belief, a staking model that distributes protocol fees directly to token holders with no central team intermediary, backed by $150 million in cumulative volume and $2.6 million in recent daily throughput. The top-earning $BELIEF pool paid out $6,800 in a single 24-hour period, providing concrete evidence of fee-based yield at meaningful scale. A community sale opens April 28, offering 4 million $PRINT tokens at $0.50 each, though early funding dynamics hav

OpenAI's official Codex plugin for Claude Code turns the two biggest AI coding tools into a single workflow
Judith Murphy ·
OpenAI's official Codex plugin for Claude Code turns the two biggest AI coding tools into a single workflow
OpenAI has published an official Codex plugin for Claude Code on GitHub, letting developers run code reviews, adversarial challenge reviews, and background task delegation through Codex without leaving their Claude Code workflow. The plugin requires both a Claude Code setup and a ChatGPT subscription, targeting professional developers already running both tools, and signals a broader shift toward modular, multi-model developer workflows rather than single-tool lock-in.

A student just beat vector databases on AI memory with structured storage
Judith Murphy ·
A student just beat vector databases on AI memory with structured storage
A solo developer and first-year university student has hit 90.4% on LongMemEval-S using structured storage with no embeddings and half the token consumption of typical RAG pipelines, producing 98% retrieval accuracy that most vector-database approaches cannot match.



Telegram is quietly becoming the most interesting resale marketplace that no one designed it to be
Judith Murphy ·
Telegram is quietly becoming the most interesting resale marketplace that no one designed it to be
Gen Z sellers are building thriving second-hand fashion businesses on Telegram, using channels and broadcast features to drop curated items directly to loyal subscriber audiences with no platform fees and full control over their brand. The model trades marketplace discoverability for direct relationships and superior economics, creating a decentralized resale ecosystem that established platforms like Depop and Vinted were not designed to compete with. Third-party tooling is already emerging to s

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