Testing & Quality

Unit/integration tests, fuzzing, reliability, and observability for apps.

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dspy.ai > 3.0.3 > tutorials > output_refinement > best-of-n-and-refine

Output Refinement: BestOfN and Refine

10+ min ago   (237+ words) Both BestOfN and Refine are DSPy modules designed to improve the reliability and quality of predictions by making multiple LM calls with different rollout IDs to bypass caching. Both modules stop when they have reached N attempts or when the…...


mechanize.work > technical-blog > introducing-gba-eval

Introducing GBA Eval

2+ day, 21+ hour ago   (319+ words) Stephen Yang, Ege Erdil, Tamay Besiroglu May 2, 2026 See the benchmark, leaderboard, and emulator outputs at gbaeval.com. For many reasons, we believe that automating software engineering will prove to be one of the most important, and economically valuable, applications of…...


community.deeplearning.ai > t > crud-ungraded-lab-outdated > 895645

CRUD ungraded lab outdated

6+ hour, 36+ min ago   (50+ words) DeepLearning.AI CRUD ungraded lab outdated Outdated code on first cell: Hi! Thank you for bringing this to our attention. This is usually a safe warning to ignore and won’t break anything in the lab. Nonetheless, we can check if…...


theweathernetwork.com > en > attraction > ca > newfoundland-and-labrador > turks-gut-heritage-house > bugs

Bug Report

12+ hour, 4+ min ago   (15+ words) Bug Activity Forecast The Weather Network Turk's Gut Heritage House, NLUpdated on Monday, October 12th...


lemmaandloop.medium.com > lh%C3%B4pital-s-rule-5-worked-examples-plus-the-3-traps-that-catch-everyone-784d5c2ba79b

L’Hôpital’s Rule: 5 Worked Examples (Plus the 3 Traps That Catch Everyone)

2+ hour, 43+ min ago   (203+ words) If you only remember one line from this article, make it this one: All limits here were verified computationally (SymPy) as well as by hand — the verification snippet is at the bottom. ## Example 1: The classic — lim(x→0) sin x / x Direct…...


openrouter.ai > ~perplexity > pplx-decider-27b-latest

Perplexity: Decider 27B Latest

3+ hour, 20+ min ago   (154+ words) Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below. No usage data available yet. This model always redirects…...


medium.com > @theandrewmo > 11-remodeling-while-open-ci-cd-b27c9b448be6

11 — Remodeling While Open (CI/CD)

3+ hour, 10+ min ago   (466+ words) Remember the cameras and ledger we just looked at in the manager’s office? Thanks to that data, management identified a major bottleneck: the pizza ovens in the kitchen are simply too small. They need to rip them out and install…...


medium.com > @kunalmugalkhod007 > your-code-changes-every-week-your-data-doesnt-b71df5afdf6e

Your Code Changes Every Week. Your Data Doesn’t

3+ hour, 8+ min ago   (1020+ words) Designing Data-Intensive Applications, 2nd edition — Chapter 5: Encoding and Evolution, explained with sketches. That is this whole chapter in one incident. Code changes every week. Data lives for years. Somewhere in between, old code and new code have to agree on what…...


runware.ai > docs > serverless > examples

Examples

4+ hour, 7+ min ago   (129+ words) Apps you can deploy as they are, each one the shortest way to learn a thing the others do not teach. Every example here is a working app rather than an excerpt. The code on each page is read from…...