{"posts":[{"date":"2026-11-05","image":"https://samarthya.me/posts/can-a-local-model-write-my-blog/feature_hu_7a5a83bbced6d6e3.png","summary":"I gave one blog brief to Qwen3-Coder 30B running locally through Colibri and Ollama, and through Claude Code as an agent. Timings, every factual error I found, and what I will use …","title":"Can a local 30B model write my blog? I fact-checked it","topic":"AI \u0026 Data","url":"https://samarthya.me/posts/can-a-local-model-write-my-blog/"},{"date":"2026-11-05","image":"https://samarthya.me/posts/what-model-weights-are/feature_hu_8b948c065aefc0e3.png","summary":"What a weight is, how 30 billion of them become a model, what is inside a safetensors or GGUF file, how to estimate a model\u0026#39;s size on disk, and what quantisation, experts and open …","title":"What model weights are: from one neuron to a 19 GB file","topic":"AI \u0026 Data","url":"https://samarthya.me/posts/what-model-weights-are/"},{"date":"2026-11-05","image":"https://samarthya.me/posts/colibri-writes-a-network-scanner/feature_hu_1b005ea5564aa864.png","summary":"I gave Qwen3-Coder 30B, running locally through Colibri on a desktop APU, a standard task: a network scanner in Python and in Go. How fast it was, what memory did to that speed, …","title":"Colibri on my desk: a 30B model writes a network scanner, slowly","topic":"AI \u0026 Data","url":"https://samarthya.me/posts/colibri-writes-a-network-scanner/"},{"date":"2026-11-04","image":"https://samarthya.me/posts/ollama-vs-colibri-beginners-guide/feature_hu_71db703b5b196599.png","summary":"Two ways to run AI models on your own machine, tested with the same 30B model on a Linux server and a Windows desktop: what each is for, how to start, what I measured and which to …","title":"Ollama or Colibri? A beginner's comparison on two of my machines","topic":"AI \u0026 Data","url":"https://samarthya.me/posts/ollama-vs-colibri-beginners-guide/"},{"date":"2026-11-04","image":"https://samarthya.me/posts/osv-scanner-on-my-own-blog/feature_hu_8b83d0f6df9f0bfc.png","summary":"Running OSV-Scanner on this blog\u0026#39;s own GitHub repository: the first command found nothing to scan, the second found 8 issues that mostly do not matter, and the library I most …","title":"Learning OSV, part 5: I scanned my own blog, and the real problem wasn't in the report","topic":"Security","url":"https://samarthya.me/posts/osv-scanner-on-my-own-blog/"},{"date":"2026-10-31","image":"https://samarthya.me/posts/learning-osv-4-recommendation/feature_hu_d053e056af6285c1.png","summary":"Closing the OSV proof of concept: where the database, the scanner and the fix command fit in a development pipeline, the two GitHub workflows to start with, what OSV does not do, …","title":"Learning OSV, part 4: where it fits, and my recommendation","topic":"Security","url":"https://samarthya.me/posts/learning-osv-4-recommendation/"},{"date":"2026-10-31","image":"https://samarthya.me/posts/learning-osv-3-guided-remediation/feature_hu_7229ead0f97dcdef.png","summary":"Proof of concept: let OSV-Scanner fix the vulnerable Node project. The safe in-place strategy fixed 7 of 50; the relax strategy fixed all 50 by changing three lines, two of them …","title":"Learning OSV, part 3: guided remediation with osv-scanner fix","topic":"Security","url":"https://samarthya.me/posts/learning-osv-3-guided-remediation/"},{"date":"2026-10-31","image":"https://samarthya.me/posts/learning-osv-2-scanning-with-osv-scanner/feature_hu_410613e3953f1db1.png","summary":"Proof of concept: install OSV-Scanner v2.7.0, scan a small Node project with four direct dependencies, and read what comes back: 49 vulnerabilities, most of them in packages I …","title":"Learning OSV, part 2: scanning a project with OSV-Scanner","topic":"Security","url":"https://samarthya.me/posts/learning-osv-2-scanning-with-osv-scanner/"},{"date":"2026-10-31","image":"https://samarthya.me/posts/learning-osv-1-what-osv-dev-is/feature_hu_f71898d2e76b9897.png","summary":"A proof-of-concept series on OSV, Google\u0026#39;s open vulnerability database and scanner. Part 1: the problem OSV solves, how to navigate osv.dev, how to read a vulnerability record, and …","title":"Learning OSV, part 1: what osv.dev is and how to read a record","topic":"Security","url":"https://samarthya.me/posts/learning-osv-1-what-osv-dev-is/"}],"site":"Samarthya","updated":"2026-11-07T20:29:08Z","url":"https://samarthya.me/"}