Vikrant
llama.cpp finally ships a v0.1.0
Three years after first commit, the project that made local LLMs possible ships a stable release.
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machine-learning
25 posts tagged.
- llama-cpp
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machine-learningVikrant
What happens when you train an LLM on fifth-grade material only
Researchers built an LLM using exclusively elementary-level text. The results challenge assumptions about what makes a model fluent.
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privacyVikrant
Flock Safety added guardrails after every cop in America bought their cameras
The company that sells license plate readers to 5000 police departments just announced privacy controls. Timing raises questions.
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llm-securityVikrant
You can extract the thinking process from closed LLMs
Researchers figured out how to steal the internal reasoning steps from proprietary models like GPT-4o and Claude through API timing attacks.
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machine-learningVikrant
Someone fit a reasoning model into 14MB
Needle2 runs on phones, smartwatches, and Raspberry Pis. The entire model is smaller than a single photo.
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1 August 2026
Three models are better than one
Why my intrusion detection capstone needed an Isolation Forest, a Random Forest and an autoencoder to reach 0.95 F1 on real attack traffic.
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machine-learningVikrant
Training LLMs on an 8GB GPU is now a weekend project
Someone just released a minimal codebase for supervised fine-tuning, direct preference optimisation, and group relative policy optimisation on consumer hardware.
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machine-learningVikrant
What LLM labs actually hire for
Research engineer roles at the big labs filter for production ML skills first, paper count second.
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machine-learningVikrant
Cisco released a family of small security models that actually run locally
Antares models are 1B to 8B parameters, fine-tuned on security tasks, and Apache 2.0 licensed. This is not another rebranded Llama wrapper.
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sqlVikrant
Someone built a neural network entirely in SQL
A developer trained MNIST digit recognition using only SQL queries. No Python. No frameworks. Just recursive CTEs and window functions.
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machine-learningVikrant
When your production model gets a deprecation notice
Google announced Gemini 2.5 Flash will be discontinued in February 2027. Developers who built on it are scrambling.
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llmVikrant
LLM burnout is real
The moment you realise you are debugging prompt chains instead of writing code.
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machine-learningVikrant
Mean-field theory might be lying about how neural networks actually learn
Physicists found that the standard mean-field approximation for neural networks breaks down when you look at correlations between neurons.
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ragVikrant
Haystack is what happens when you need RAG pipelines that actually run in prod
Deepset's Haystack framework caught my eye because it treats retrieval-augmented generation as a data pipeline problem, not a chatbot wrapper problem.
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machine-learningVikrant
Neural Particle Automata: teaching particles to self-organise
Researchers trained particles to form complex shapes without central control. Each particle runs the same neural network, learns local rules, and the swarm organises itself.
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webgpuVikrant
Neural cellular automata running in your browser at 60fps
WebGPU makes training tiny neural networks that grow patterns possible in real-time, no server required.
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machine-learningVikrant
Europe wants to train frontier models on a mesh of university GPUs
A GitHub repo sketches how Europe could pool scattered compute across universities and research labs to train a GPT-4 class model without buying a new datacenter.
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transformersVikrant
Transformer attention has a working memory problem
Researchers found that transformer attention mechanisms lack the executive control functions that let human brains manage working memory. The models can retrieve information, but they cannot suppress irrelevant context.
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machine-learningVikrant
Data2prompt stuffs entire projects into LLM context windows
A CLI tool that flattens your data science repo into one massive prompt. Smart filtering meets the 200K token era.
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machine-learningVikrant
Norway built an LLM training cluster on 2 PB of Huawei flash
The Norwegian University of Science and Technology is running LLM workloads on Chinese storage hardware. The performance numbers are interesting.
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content-moderationVikrant
Content moderation just became a federal requirement
A bill requiring platforms to moderate content encouraging violence against Jewish communities turns moderation from a platform choice into a legal obligation.
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linuxVikrant
AI bug hunters are spamming the Linux security list into chaos
Linus Torvalds says automated vulnerability scanners have turned the kernel security mailing list into noise. The tools work, the signal-to-noise ratio does not.
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machine-learningVikrant
DeepSeek-V4-Flash revives the steering vector idea
Steering vectors let you nudge a model's behaviour without retraining. They fell out of favour when newer models stopped responding to them. DeepSeek-V4-Flash brought them back.
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rustVikrant
Someone built a transformer in Rust using category theory
A programmer rewrote PyTorch's transformer architecture using Rust and abstract algebra. The result is dense but fast.
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ai-securityVikrant
AI found a CVE in its own training set and we are pretending that is a win
Mythos discovered a vulnerability that was already documented in the data it was trained on. The industry is calling this autonomous discovery.
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