The take-home coding assignment is dead. Mostly.
AI didn't kill the take-home coding assignment — it exposed what was always wrong with it. Five alternatives that actually predict whether someone can do the job.
By FlowVerify Editorial Team
AI didn't kill the take-home coding assignment — it exposed what was always wrong with it. Five alternatives that actually predict whether someone can do the job.
Most engineering take-homes broke when AI tools arrived. But the format was already measuring the wrong thing. Here's how to redesign the rubric so the assessment holds up.
Legal is not reviewing every npm install — you are. Here is the practical check to run before adding a dependency, and the licence type that catches most SaaS teams off guard.
Three years after the GPT-4 wrapper wave, a handful of AI companies are thriving and most are gone. The split was not random — and the pattern tells you something useful about building on top of LLMs in 2026.
Giving an LLM access to your database is easy. The problem is that your application-layer RBAC is invisible when the model generates SQL. Here's where it goes wrong and how to fix it at the layer that enforces.
Conventional wisdom says hire when the motion is repeatable. But at 30 customers, most founders can't yet articulate what makes their deals close, and hiring into that gap costs far more than the salary.
The Redis licence change created a three-way choice. Most teams are making it based on benchmarks. The real decision factors are licencing risk, ecosystem backing, and cloud-provider alignment.
Seven controls that prevent 90% of real breaches at a 10-person SaaS, ranked in the order that actually matters—not the order that looks good on a compliance questionnaire.
Most rate limiting failures aren't implementation errors. They come from picking an algorithm whose properties don't match the actual traffic shape. Here's a workload-first framework for making the right choice.
The India Stack is five distinct infrastructure layers at very different stages of maturity. An honest builder's guide to Aadhaar, UPI, Account Aggregator, ONDC, and OCEN in 2026 — with real numbers.
An Idempotency-Key header handles one of five layers where duplicates cause harm. Database writes, queue consumers, external API calls, and saga compensation each have failure modes the HTTP key doesn't cover.
AI coding productivity studies swing between '26% faster' and '19% slower on real tasks'. Both are probably correct — for different things. Here's what the research actually measures and what you should track instead.
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