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I fine-tuned a toy model to vomit back arbitrary tokens. I used them as Markers tied to specific subsets of its training data to connect training to generation. Training + testing cost $0.49 on an RTX 4090. Could help with interp and safety…
How I built an AI fraud investigator with FalkorDB that follows money trails, uncovers hidden fraud rings, and acts on the evidence. That sounds like a small difference, but it changed almost everything about how I designed the project. The…
This is the short tour of Papyra, a notes app you run on your own server. Mostly pictures, very few words. Want to click along? There’s a live demo. It’s the real app with a fake backend, running in your…
Starknet is a validity rollup (also called a ZK rollup) that runs on top of Ethereum. It executes transactions off chain, bundles thousands of them into a single STARK proof, and posts that proof plus compressed state diffs to Ethereum…
I used to think product teams needed more customer research to decide what to build next. Then I realized … I Built an AI Tool That Finds Your Next Big Product Feature Hiding in Customer Complaints I used to think product…
This article provides a step by step guide to serving Gemma 4 12B, Google's quantization-aware trained (QAT) build, on an 8 GB NVIDIA RTX 3050 with llama.cpp, with every layer on the GPU and Google's multi-token prediction (MTP) drafter for speculative decoding. A…
React JS is a powerful library for building user interfaces, but as with any frontend technology, it is not inherently immune to vulnerabilities. As developers, understanding the security landscape is critical to protecting user data and maintaining application integrity. This…
A step-by-step reconstruction of the observed External Data exploitation pattern. Tagged with security, vulnerability, mediawiki, attackchain. #the-attack-chain-behind-cve2026100382-reconstructed-from-administrator-logs The attack chain behind CVE-2026-100382, reconstructed from administrator logs When a MediaWiki extension can execute server-side programs, the difference between a theoretical…
How the CI/CD and supply chain of VPC Atlas were built, and the commands that let you check every download. The tool only makes read-only calls, but it runs with credentials for an AWS account, so whoever installs it…
No event emitted inside the job can answer that question. A log query for “no recent completion” is useful evidence, but its failure modes include the job, the log client, ingestion, filtering, and the polling process itself. A counter has…