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100% vuln detection wasn't enough: measuring whether AI respects the patch

unit lifeSep 24, 2026 • 6 min read

100% vuln detection wasn't enough: measuring whether AI respects the patch

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked AI models....

#devchallenge#kagglechallenge#ai#machinelearning

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Where Does 'Meaning' Come From in a Transformer?

Marsha TeoSep 23, 2026 • 8 min read

Where Does 'Meaning' Come From in a Transformer?

I've been learning about Vision Transformers, and it's been a ride. It's probably the densest...

#machinelearning#ai#deeplearning

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Stochastic Parrot or Alien Mind? What Really Is An LLM?

Marco SbragiSep 22, 2026 • 6 min read

Stochastic Parrot or Alien Mind? What Really Is An LLM?

Note: This article is a developer-focused adaptation of my original blog post in Italian. You can...

#ai#machinelearning#discuss#philosophy

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Your model doesn't need more training. It needs a better search index.

Dimitris Kyrkos Sep 24, 2026 • 4 min read

Your model doesn't need more training. It needs a better search index.

Intro Every team that plugs an LLM into its business hits the same moment. Someone asks...

#ai#machinelearning#architecture#discuss

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Your LLM Pipeline Never Throws: Three Guardrails for Silent AI Failure

Orvi DasSep 19, 2026 • 5 min read

Your LLM Pipeline Never Throws: Three Guardrails for Silent AI Failure

42% of companies scrapped most of their AI projects in 2025. Bad models weren't the cause — a degrad...

#ai#python#devops#machinelearning

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Fast Classification Models, LLMs, and the Apache Iceberg Lakehouse

Alex MercedSep 21, 2026 • 29 min read

Fast Classification Models, LLMs, and the Apache Iceberg Lakehouse

Open the bill for any team that has put a large language model into a data pipeline and look at what...

#ai#data#llm#machinelearning

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High-Throughput LLM Inference & Training: A Deep Dive into vLLM

Aleksei RomanovSep 21, 2026 • 9 min read

High-Throughput LLM Inference & Training: A Deep Dive into vLLM

Editor's Note: Originally published on the g factor engineering blog. All benchmarks and telemetry.....

#ai#machinelearning#python#gpu

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Small AI Models Can See the Trap. They Fall In Anyway

MUGIRANEZA JOHNSep 24, 2026 • 5 min read

Small AI Models Can See the Trap. They Fall In Anyway

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Ask a...

#devchallenge#kagglechallenge#ai#machinelearning

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Jev is a very good classifier wearing a frontier model's coat

Ethan WalkerSep 23, 2026 • 5 min read

Jev is a very good classifier wearing a frontier model's coat

Two years in stealth. Ex-OpenAI. Co-invented ChatGPT. That is the pitch for Jev, and the pitch is...

#ai#llm#machinelearning#openai

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Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

ddodxySep 25, 2026 • 6 min read

Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

This is a submission for the Kaggle Benchmarking Challenge. Every day, agents book invoices, check....

#devchallenge#kagglechallenge#ai#machinelearning

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The SOC Is Changing: From Alert Triage to AI-Native Security Operations

DHARANIDHARAN SENTHILKUMARSep 21, 2026 • 5 min read

The SOC Is Changing: From Alert Triage to AI-Native Security Operations

There's a particular kind of tired that only SOC analysts know. It's 2 a.m., the queue shows hundred...

#ai#security#cybersecurity#machinelearning

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I put one wrong test in the file. Most models sided with the test.

Ana Luiza AlkmimSep 25, 2026 • 6 min read

I put one wrong test in the file. Most models sided with the test.

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked My day job...

#devchallenge#kagglechallenge#ai#machinelearning

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The AI Was Right. The Answer Was Still Wrong.

Akanksha SharmaSep 25, 2026 • 3 min read

The AI Was Right. The Answer Was Still Wrong.

Have you ever asked AI to do something very specific and it did almost everything right? Except the...

#devchallenge#kagglechallenge#ai#machinelearning

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A model doesn't read text: what a tokenizer decides for you

Carlos Chinchilla CorbachoSep 20, 2026 • 8 min read

A model doesn't read text: what a tokenizer decides for you

Originally published at cchinchilla.dev. Part 1 of From code to weights, a 12-part series on ML...

#machinelearning#python#ai#beginners

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Does Jev remember 2023? A naive test says yes at p = 0.001. A within-company test says no.

Li ZhuojunSep 24, 2026 • 6 min read

Does Jev remember 2023? A naive test says yes at p = 0.001. A within-company test says no.

I asked Jev about 12,533 US earnings announcements, 38,956 calls in all, to find out whether it...

#ai#llm#machinelearning#datascience

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UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

rizkynandaprSep 25, 2026 • 8 min read

UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Here is a...

#devchallenge#kagglechallenge#ai#machinelearning

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Wake word + voice commands in the browser: a full offline pipeline

VoxRTSep 21, 2026 • 7 min read

Wake word + voice commands in the browser: a full offline pipeline

Voice interfaces in the browser have always had the same friction: Web Speech API is patchy across.....

#machinelearning#tutorial#javascript#webdev

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decider: one forward pass, typed decisions, calibrated probabilities

Mark MarosiSep 22, 2026 • 5 min read

decider: one forward pass, typed decisions, calibrated probabilities

An open model family that answers typed questions about a state with a probability distribution inst...

#machinelearning#opensource#python#llm

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Building an Agentic Fraud Investigation Agent with TigerGraph, MCP, and GraphRAG

Sambhav RajSep 24, 2026 • 9 min read

Building an Agentic Fraud Investigation Agent with TigerGraph, MCP, and GraphRAG

How we built a policy-constrained fraud investigation system combining TigerGraph multi-hop retrieva...

#ai#tigergraph#graphdatabase#machinelearning

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An Agent That Knows When It Doesn't Know - Fraud Investigation on TigerGraph

Prafull GuptaSep 25, 2026 • 5 min read

An Agent That Knows When It Doesn't Know - Fraud Investigation on TigerGraph

What We Built We built an agentic fraud investigation system on TigerGraph for the...

#agents#ai#database#machinelearning

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You Can’t Buy “The Best Local AI PC” in 2026

A. F. SadekSep 24, 2026 • 11 min read

You Can’t Buy “The Best Local AI PC” in 2026

In 2026, personal AI hardware has split into two paths: dedicated GPUs led by CUDA vs massive unifie...

#ai#hardware#machinelearning#python

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Under the Hood of Transformer Mechanics, Attention Math, and Memory Bottlenecks

Abhishek BanerjeeSep 21, 2026 • 5 min read

Under the Hood of Transformer Mechanics, Attention Math, and Memory Bottlenecks

Artificial intelligence at scale is often treated as a set of REST endpoints. We call...

#machinelearning#artificialintelligen#deeplearning#python

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I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)

SennaSep 21, 2026 • 9 min read

I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)

Jev does not generate an answer string. It makes a typed decision in one forward pass. So,...

#ai#jev#pytorch#machinelearning

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Fine-tuning was the easy part: what shipping ASR for a low-resource language taught me

Servin OsmanovSep 23, 2026 • 11 min read

Fine-tuning was the easy part: what shipping ASR for a low-resource language taught me

The fine-tune took an hour and a half on a single consumer GPU. Everything that made that hour and a...

#ai#deeplearning#machinelearning

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Tech Articles

100% vuln detection wasn't enough: measuring whether AI respects the patch

Where Does 'Meaning' Come From in a Transformer?

Stochastic Parrot or Alien Mind? What Really Is An LLM?

Your model doesn't need more training. It needs a better search index.

Your LLM Pipeline Never Throws: Three Guardrails for Silent AI Failure

Fast Classification Models, LLMs, and the Apache Iceberg Lakehouse

High-Throughput LLM Inference & Training: A Deep Dive into vLLM

Small AI Models Can See the Trap. They Fall In Anyway

Jev is a very good classifier wearing a frontier model's coat

Do LLMs Actually Check Their Tools? I Built a Benchmark That Lies to Them

The SOC Is Changing: From Alert Triage to AI-Native Security Operations

I put one wrong test in the file. Most models sided with the test.

The AI Was Right. The Answer Was Still Wrong.

A model doesn't read text: what a tokenizer decides for you

Does Jev remember 2023? A naive test says yes at p = 0.001. A within-company test says no.

UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops

Wake word + voice commands in the browser: a full offline pipeline

decider: one forward pass, typed decisions, calibrated probabilities

Building an Agentic Fraud Investigation Agent with TigerGraph, MCP, and GraphRAG

An Agent That Knows When It Doesn't Know - Fraud Investigation on TigerGraph

You Can’t Buy “The Best Local AI PC” in 2026

Under the Hood of Transformer Mechanics, Attention Math, and Memory Bottlenecks

I Rebuilt Jev's Structure with Qwen (Not Its Capabilities)

Fine-tuning was the easy part: what shipping ASR for a low-resource language taught me