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Insights, tutorials, and career tips from the engineering community
Learn what AI tokens are, how tokenization works, input vs output tokens, context windows, LLM token limits, API costs, and practical token optimization techniques.
Learn what Top-P Sampling is, how Nucleus Sampling works, token probability, Top-P vs Temperature, Top-K sampling, and practical LLM API examples for developers.
Learn what AI model temperature is, how it controls token sampling, low vs high temperature, Top-P comparison, practical examples, and how developers configure LLM APIs.
A decision framework for fifty Toolliyo paths: match background, job market, and timeline to .NET, React, Azure, MERN, or full-stack .NET plus React in 2025.
A week-by-week recovery plan for software engineers: sustainable pace, boundary scripts, manager conversations, and when AI tools help versus hurt your energy.
Portfolio projects that stand out for remote .NET roles: what recruiters scan in 90 seconds, GitHub hygiene, deploy links, and three project archetypes that beat tutorial clones.
AI mock interviews help .NET developers practice coding and system design—but scripted ChatGPT loops can hurt real interviews. Learn structured prompts, limits, and when to use human mentors on Toolliyo.
Stop rehearsing alone in silence: structured mock loops, feedback habits, rubrics for coding and system design, and how to use Toolliyo mentors without wasting sessions.
Beat the bots and impress humans: formatting rules, impact bullets, keyword strategy without stuffing, and what senior recruiters delete in ten seconds.
Senior interview answers that sound like experience, not flashcards: closures, event loop, prototypes, async pitfalls, and how to say "I do not know" without torpedoing the loop.
A practical roadmap for .NET interviews in 2025: C# fundamentals, ASP.NET Core, SQL, system design basics, and how to answer behavioral questions without sounding rehearsed.
How to choose .NET OSS projects, land meaningful PRs, and turn contributions into interviews—without burning weekends on abandoned repos.
Freelance .NET developer playbook for India in 2025: hourly vs fixed pricing, GST and TDS, contract clauses that prevent scope creep, and realistic rates by experience band.
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