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Local LLMs work best as supervised coding assistants. The writer ran Qwen 3.5 9B (Q4) in LM Studio on a 24GB MacBook Pro and got about 40 tokens per second, with thinking mode, tool use, and a 128K context window. The author saw mixed results: Qwen helped with simple Elixir linter edits, then failed.. read more ย
AWS launchedS3 Files, an EFS-backed feature that mounts any S3 bucket or prefix as an NFS filesystem on EC2, containers, or Lambda, with changes batched back to S3 roughly every 60 seconds. Rather than collapsing file and object semantics into a single model (an early design attempt called "EFS3" th.. read more ย
A 54-day SSH honeypot on port 22 logged 268,000+ login attempts from 7,556 IPs, with 99.6% of attackers running a single automated fingerprinting command and only 28 ever opening an interactive shell. The data shows hardcoded IoT credentials and Solana validator hunting dominating the password lists.. read more ย
Queues do not create capacity, they delay the moment insufficient capacity becomes visible, and sustained overload turns a queue from a smoothing buffer into a cascading failure that takes down databases, connection pools, and consumer instances before it ever hits the queue's own limits... read more ย
A walkthrough of migrating 248 GB of MySQL across 30 databases, 34 Nginx sites, GitLab EE, and Neo4j from a $1,432/month DigitalOcean droplet to a $233/month Hetzner AX162-R dedicated box with no downtime. The path:mydumper/myloaderwith 32 threads for the bulk MySQL 5.7 to 8.0 import, master-to-repl.. read more ย
Joe Mckevitt, CTO of Uptime Labs, argues that incident prevention and incident preparation are not substitutes, and that organizations relying on the heroic engineer who knows the infrastructure at 2amhave a habit, not a strategy. The piece pushes for a deliberate playbook (practiced communication, .. read more ย
๐ ๐๐ป๐๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป ๐๐ผ ๐๐น๐ผ๐ฏ๐ฎ๐น ๐ง๐ฟ๐ฎ๐ณ๐ณ๐ถ๐ฐ ๐ ๐ฎ๐ป๐ฎ๐ด๐ฒ๐บ๐ฒ๐ป๐ (๐๐ง๐ ) Delivering fast, resilient applications globally isnโt optional anymoreโitโs expected. Global Traffic Management (GTM) ensures users are always routed to the ๐ฏ๐ฒ๐๐-๐ฝ๐ฒ๐ฟ๐ณ๐ผ๐ฟ๐บ๐ถ๐ป๐ด ๐ฎ๐ป๐ฑ ๐บ๐ผ๐๐ ๐ฟ๐ฒ๐น๐ถ๐ฎ๐ฏ๐น๐ฒ ๐ฑ๐ฎ๐๐ฎ ๐ฐ๐ฒ๐ป๐๐ฒ๐ฟ, improving performance, availability, and scal..
If youโve ever tried to troubleshoot why someone canโt transition an issue, or worse, why someone closed an issue they never should have touched, you already know that Jira permissions arenโt just a background configuration. They shape how your teams collaborate, what people see, and who has the power to move work forward.
This guide is for anyone setting up Jira from scratch, cleaning up a messy instance, or just making sure your permission model supports how your teams work. Weโll walk through global permissions, project roles, permission schemes, real-world workflows, and how some add-ons fit into the picture.
๐ ๐ค๐๐ถ๐ฐ๐ธ ๐ด๐๐ถ๐ฑ๐ฒ ๐ฎ๐๐ฎ๐ถ๐น๐ฎ๐ฏ๐น๐ฒ Deploy ๐ฅ๐๐๐๐๐ก๐ข๐๐ ๐๐ผ๐ฎ๐ฑ ๐๐ฎ๐น๐ฎ๐ป๐ฐ๐ฒ๐ฟ ๐๐ป๐๐ฒ๐ฟ๐ฝ๐ฟ๐ถ๐๐ฒ ๐๐ด on ๐๐ช๐ฆ with ๐ง๐ฒ๐ฟ๐ฟ๐ฎ๐ณ๐ผ๐ฟ๐บ easily using the official module. โ๏ธ Ready-to-use infrastructure (VPC, subnet, security groups) โ๏ธ EC2 instance with RELIANOID AMI โ๏ธ SSH and Web GUI access โ๏ธ Clean teardown with terraform destroy ๐ https://w..
