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I am pretty sure my solution is correct, it is passing both locally in pycharm and remotely when running the notebook cells, yet when I “submit” the assigment, it takes a very long time to complete and always fails with 33/99. Obviously, I cannot post my complete solution here but what can I do? As
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A real-world journey through Agentic AI, cloud infrastructure, and the messy details no tutorial covers. We talk a lot about AI's potential to transform hiring. But potential without responsibility is just hype. Unconscious bias in recruitment is a well-documented problem - and it starts long before
Sprint 6 is closed. The goal was to introduce reusable procedural engineering knowledge — versioned Project Skills that offload deterministic workflows from LLM prompts into inspectable project code. See ADR-0006. Every item on the roadmap is checked off: Project Skill format — JSON schema with inpu
LiteLLM is the glue a lot of us reach for when an app has to talk to more than one So I built fast-litellm: a drop-in Rust acceleration layer that swaps the hot I am going to lead with the numbers, including the ones that did not go my way. Component Result Connection pool 3.2x faster (lock-free Das
Most webhook tutorials stop at app.post('/webhook', ...), log the payload, and call it a day. That works for a demo. It does not work for production. The business logic in a Stripe or GitHub webhook is usually the easy part. The annoying part is everything around it: verifying signatures managing se
Every Claude Code power user has a story: the force-pushed main, the "helpfully" rewritten .env, the API key committed at 2am. The fix has been sitting in the docs the whole time — hooks: shell scripts that run on every tool call, outside the model, so they hold even when the model has a bad day. Al
Observability Practices in Action: Instrumenting a Node.js API with Metrics, Logs, and Traces It's 3 AM. An alert fires. Checkout latency spiked, and orders are failing intermittently. You SSH into a server, grep through log files, and hope you find something before your coffee gets cold — or before
Open a Japanese sentence in a narrow column and watch where the browser breaks it. It will happily split 特定商取引法 into 特定商取引 / 法, or push a 。 to the start of the next line. Japanese has no spaces, so the default line-breaker treats almost every character boundary as fair game. To a Japanese reader tha
On Day 31 of MLH's 100DaysofSolana, I built a Token-2022 mint with a transfer fee extension. The instructions included one sentence that I didn't think much about at the time: "Extensions must be configured when the mint is first created; you cannot add them later." At the time, I treated it like an
This article was originally published at https://saastools.corenk.com/articles/saas-customer-retention-metrics You closed November at $17,390 MRR. The dashboard looked stable. But by the time December invoices processed, $2,087 had quietly exited through the back door — 12 customers who didn't renew
Prompt caching turns context order into runtime architecture. Moving a timestamp, session id, memory write, or even tool schema to the front of an agent’s prompt can single-handedly destroy the cache economics of every long-running task. This still causes trouble even though the model does answer th
In spring 2023 I had a spontaneous lung collapse. I spent a week in a hospital bed with a tube in my chest and about two months recovering afterward. At some point during the recovery I opened Coursera and started the Google IT Support certificate. Not because I had a plan. Because I finally had tim
Your team ships a documentation chatbot. It retrieves chunks, stuffs them into a prompt, and generates an answer. Demo day goes great. Then a customer asks "what's the rate limit for the batch API?" and the bot confidently answers "10,000 requests per minute" — citing a doc about a completely differ
As enterprise generative AI transitions from simple, conversational chatbots to autonomous multi-agent workflows, developers face a critical bottleneck: scale. In a production environment, an enterprise agent often needs to navigate hundreds of heterogeneous data structures, dynamic business rules,
Privacy-focused artificial intelligence company Venice.ai Inc. today revealed that it has raised $65 million in new funding that values the startup at $1 billion. Venice pitches itself as a private and unrestricted alternative to mainstream chatbots such as ChatGPT. It was founded in 2024 by Erik Vo
The company has grown rapidly by acquiring and revamping last-generation tech brands like AOL, Eventbrite, Evernote, Meetup, and Vimeo.
Discovering the hidden depths of customization in Zorin OS, one longtime Windows user finds a new world of possibilities.
Turns out I use the app more when I don't need to open it.
Apple is introducing a new MCP server for Safari that lets coding agents inspect websites directly in the browser, giving them access to page content, console logs, network requests, screenshots, and more. Here are the details.
