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That bcrypt.hash(password, 10) You Copy-Pasted Might Not Be as Secure as You Think
4+ hour, 56+ min ago (1446+ words) Almost every auth tutorial, including some of my own examples in earlier posts, uses bcrypt.hash(password, 10) without much explanation of what that number actually controls or why it's 10 specifically rather than some other value. It's worth understanding, because the…...
I Built A Fake Server Just To Prove One Of These Actually Works
2+ hour, 18+ min ago (37+ words) Seven libraries, seven real actions outside your laptop. One of them needed a server I don’t have, so I built one myself in Python …...
Your bounce handler is probably suppressing the wrong address
18+ hour, 15+ min ago (483+ words) Here is a bug I have now seen in four separate codebases, including one I wrote. Mail goes out. A bounce comes back. The handler parses the status code, sees a 5.x.x, concludes the address is bad, and adds the…...
How AI Remembers About You
14+ hour, 25+ min ago (872+ words) Why LLMs Are Stateless Before understanding why LLMs are stateless, let’s understand what we mean by the term “stateless” here. Stateless here means LLMs do not have …...
I'm 16 and I built an infinite canvas that needs NO signup and shares workspaces via 5KB JSON files
21+ hour, 15+ min ago (329+ words) Hey Dev Community,I wanted to build something that solves two of my biggest annoyances with modern productivity tools (like Notion or Miro): forced signups and data privacy leaks., at 16, while managing my studies, I built AstraviX Studio (https://astravix.xyz) — a…...
Service Startup API Key Identity Logs — Bounded Healthtech Incident Attribution
21+ hour, 16+ min ago (613+ words) This is an architecture decision record for one concrete job: cap what a healthtech workload may spend before the invoice arrives, without weakening billing attribution during an incident. Four invariants define the design. The event should contain no patient identifier,…...
Applied Sciences, Vol. 16, Pages 9296: Privacy-Preserving Federated Learning with Layer 2 Blockchain Anchoring for Auditable Clinical Trial Eligibility Screening
1+ day, 5+ hour ago (646+ words) Matching patients to clinical trials with large language models is technically feasible, but the prevailing methodology fine-tunes commercial models through external interfaces, transmitting sensitive patient records to third parties, and the resulting screening decisions lack a record that an external…...
How Symmetric Encryption (Fernet) Keeps Local Credentials Safe on Disk
1+ day, 9+ hour ago (334+ words) Fernet, part of Python's cryptography library, packages a set of well-understood primitives into one safe-to-use recipe: The hardest part of using symmetric encryption in practice usually isn't the algorithm — it's key management. Anyone holding the key can decrypt the data,…...
wardcat: On-Premise Data Privacy Architecture for RAG and LLM Projects
1+ day, 17+ hour ago (406+ words) Hey folks! I developed and published wardcat on PyPI to solve the security risks of sending enterprise data to third-party LLM APIs and to prevent data leaks in RAG pipelines completely on-premise. Going beyond simple pattern matching, I built a…...
SaaS CSV Exports: Give Users a File They Can Actually Use
1+ day, 21+ hour ago (628+ words) A useful SaaS CSV export lets a customer finish a job outside your app without guessing what the rows mean. Define the job, include clear labels and stable record IDs, and test the downloaded file in the tool the customer…...