Moments from your network
24hStaff Frontend Engineer at Vercel · React & Edge Runtime
18m ·
We just cut our Next.js cold-start times by 61% by moving three data-fetching routes to the edge and caching with stale-while-revalidate.
The part nobody tells you: the win came from deleting code, not adding it. We removed 4 layers of client-side waterfalls and let the platform do the work.
Full benchmark thread below 👇 #NextJS #WebPe…
BENCHMARK
P95 cold start: 1420ms → 554ms
Across 18 regions · 2.4M requests sampled
Director of Talent Acquisition at Stripe
1h ·
Hiring managers: your job description is a product. Treat it like one.
We A/B tested two versions of the same Senior Engineer role. The rewritten version:
• Led with impact instead of a 14-bullet requirements wall • Named the salary band up front • Cut "ninja/rockstar" language entirely
Result: 3.1× more qualified applicants and 42% mo…
What stops you from applying to a role?
10.8K votes · Vote to see live results
Machine Learning Engineer · LLM Evaluation & Safety
2h ·
Hot take after 6 months of evaluating LLM agents in production: the model is rarely the bottleneck. Retrieval quality and eval harness design decide whether your product ships.
Our eval suite caught 71% of regressions before they hit staging. Here is the exact loop we run on every PR. #MachineLearning #LLMOps #AI
Founder & CEO at Northwind Labs
4h ·
Northwind Labs is growing the platform team. We are hiring 14 engineers across infra, applied ML, and design systems — remote-first across EMEA and LATAM.
No whiteboard gauntlet. You will pair with us on a real problem from our backlog and get paid for the exercise. #WeAreHiring #RemoteJobs
Northwind Labs Virtual Hiring Day
Thu, 24 April · 14:00 UTC
Online · 38 countries
2.1K professionals attending
Head of Design at Figma · Community & Education
6h ·
A design system is not a component library. It is a set of decisions with a budget.
If your team cannot answer "when do we not use the system?" you do not have governance — you have a suggestion box.
We wrote down our escape hatches and contribution rules. Adoption went from 54% to 91% in two quarters. #DesignSystems #UX #ProductDesign
“The system earns its authority by being the easiest path, not the only path.”
Sofia Marchetti · Head of Design, Figma
Cloud Security Architect at Microsoft Azure
9h ·
Zero-trust is a migration, not a purchase. We spent 18 months moving 900+ services off flat-network trust.
The unglamorous truth: 60% of the work was identity hygiene and killing shared service accounts. #CloudSecurity #ZeroTrust #Azure
Engineering Manager at Shopify · Checkout Platform
12h ·
After 4 years leading checkout platform at Shopify, I am opening a new chapter: looking for an Engineering Manager role on a product with real scale and a team that ships weekly.
What I bring: 11 years of backend, 4 managing, a bias for boring reliable tech, and a habit of writing the RFC before the code. #OpenToWork #EngineeringManageme…
Senior Data Analyst at Flutterwave · SQL, dbt, Looker
1d ·
Our analytics team replaced 30 ad-hoc dashboards with 6 governed metric trees. Stakeholders complained for three weeks, then stopped asking why the numbers disagreed.
Data trust is a product problem, not a tooling problem. #Analytics #DataEngineering #dbt
CASE STUDY
30 dashboards → 6 metric trees
Definition drift down 88% · Time-to-answer down 64%
Principal Product Manager at Notion · Growth
1d ·
We interviewed 40 product managers about how they run discovery. The highest-performing ones spent 3× more time in customer conversations and 3× less time in roadmap formatting.
Roam is not the deliverable. Understanding is. #ProductManagement #Discovery
UX Researcher at Duolingo · Mixed methods
2d ·
Ran 24 usability sessions on an AI assistant feature last month. The biggest friction was not accuracy — it was users not knowing when to trust the output.
Confidence, provenance, and undo matter more than another point of benchmark accuracy. #UXResearch #AI #Design
“Users do not want a smarter model. They want a model whose mistakes they can recover from.”
Lucas Ferreira · UX Researcher