Dev Systems
The Model Isn’t the Boss: An Azure Architecture for Accountable AI Agents
Imagine a housing organization that maintains several thousand rented homes. Tenants report repairs through a website, an app, a phone line or a support worker who completes the form with them, and many reports include a photo. Asset history, approve...
Repairs and Renovation Should Not Compete Blindly for the Same Capacity
Consider an illustrative ground-floor apartment in a 1960s portiekflat, a Dutch walk-up apartment building. In February, the tenant reports a back door that sticks and lets in drafts. A repair contractor adjusts the frame and orders a part; a second...
Dutch Social Housing Transformation: Smarter Repairs, Faster Renovations, Accountable Tech
Picture an ordinary week at a Dutch housing association. A tenant reports bedroom mold for the third time, and the repair desk books a contractor to treat it. Across the office, the asset team is finalizing next year’s insulation and ventilation prog...
I tried to connect every GPU on the planet together (kinda)
Nowadays, unless you’re training a frontier model from scratch, finding spare GPU capacity for training and post-training on some cloud is manageable.But a lot of the time, I’m just too lazy to move my work or even go through the signup processes and...
Show HN: Thinker – Trim context and cache knowledge to extend agent usage limits
I’ve been doing a lot of solo development lately and found myself hitting Claude token limits halfway through the week constantly. Even with a Max plan, I’d have to switch over to Codex or Cursor, and it would be a bit difficult to get used to the nu...
How OrderServ achieved up to 64% cost savings with multi-tenant ECS
When your food-ordering platform doubles its brand count, dedicated clusters become your biggest cost problem, and every failed request during a traffic surge is a lost sale. Here is how Cognizant and AWS Professional Services solved it. Cognizant is...
Generate longer AI videos with Omni 1.2 Flash in Google Vids at no cost.
Create longer AI videos in Google Vids with the new Omni 1.2 Flash model. Generate 15-second clips and consistent scenes for free. Try it now.
How TUI scales threat modeling for 100+ teams with Amazon Bedrock
When your security team has four engineers and your organization has over 100 digital product teams, threat modeling becomes a bottleneck fast. That was the challenge TUI faced. TUI operates across the travel and tourism industry with airlines, hotel...
Show HN: My compact, bio inspired distributed edge detection algorithm
Hi HN,I've been working on a bio / visual cortex inspired edge detection algorithm. I released a preliminary version a couple of months ago, and I've been improving it since. Benchmark scores currently sit midway between old-school (Ca...
Pay for your users, not their activity: why Ably now prices on monthly active users
Ably now prices on monthly active users (MAUs). One number, and one you already know: how many people used your app this month. Know that and you know what you'll pay, before you've written a line of code and however busy those users turn out to be.I...
Show HN: I built Knemora – An Open-source AI Second brain
Hi HN, my name is Federico. I’m an Italian graphic designer and full stack developer.In recent months, there has been a lot of talk about the "second brain" articles and YouTube videos; everyone is still discussing it, but I see a significa...
Show HN: An experiment in automated long-horizon builds with AMQP 0.9.1
My cofounders and I are in the process of spinning up an AI integration lab, and over the last year we've consumed billions of tokens across multiple American, European, and Chinese models as a force multiplier for building out our products. How...
F3 Lightning: How Meta Accelerates Ads ML Features to Production at Scale
Facebook Feature Framework (F3) is Meta’s framework for authoring, compiling, and serving the machine learning features underlying ads ranking models, where a single request can require more than 20,000 features. We first presented F3 at AI @ S...
How to run a DR readiness engagement
Part 3 of 3 The framework from Part 1 (three business decisions) and Part 2 (progressive validation) works at any pace. You can apply it over months as part of normal operations, or compress it into a structured engagement that moves from undefined t...
Validating your DR commitment: From controlled test to real-world readiness
Part 2 of 3 In Part 1 of this series, you defined three business decisions that shape your disaster recovery (DR) commitment: the recovery boundary, the business-anchored target, and the dependency-reconciled commitment. Those decisions give you a ta...
Three business decisions that define your DR success
Part 1 of 3 A disaster recovery (DR) strategy is only as strong as the business decisions behind it. The architecture and failover mechanisms matter, but they execute against targets that you define. In our experience facilitating enterprise DR exerc...
Automating the full AWS DRS agent lifecycle: Install, heal, and offboard
If you protect a large Amazon Elastic Compute Cloud (Amazon EC2) fleet with AWS Elastic Disaster Recovery (AWS DRS), you manage the AWS Replication Agent across its whole lifecycle. You install it, keep it healthy and registered, and remove it cleanl...
Show HN: KernelCash – Privacy First Budgeting
Hi everyone! I typically do not put my projects out for others to see, so this is new to me, but I have created a privacy first budgeting app called KernelCash Budgets ( https://kernelcash.com ), and wanted to share it here in the event som...
See who has access to your Gmail inbox in 2 minutes.
Run a quick Google Security Checkup and protect your email with three quick and easy steps.
Show HN: ccfleet, a quiet, tmux-native Claude Code dashboard
At work, we're leaning heavily into agentic development. I've always used tmux to manage my work and now I'm using it to organize my 30+ Claude sessions.I wanted a simple read-only dashboard that would identify which of my sessions nee...