SSundarapandy12h ago 路 3 min readTool Calling vs Function Calling: Examining the API Contract DifferencesModern AI applications are evolving beyond simple prompt-and-response interactions. Language models can now retrieve information, query databases, invoke external APIs, and execute application operatiai-tech-insights.hashnode.dev
PPh03n1x2d ago 路 9 min readUnderstanding LLM Authz Architectures: Part 1You see the word "prompt injection" everywhere and mitigation to that is to use "better authorization". While the sentence makes sense, how does one actually implement authorization ? For a bot that mmeenakshisl.hashnode.dev
AAI Visibility Census2d ago 路 7 min readDo AI crawlers read llms.txt? What three days of server logs showOriginally published by the AI Visibility Census at aivisibilitycensus.com/do-ai-crawlers-read-llms-txt. Data free to reuse under CC BY 4.0. Short answer: some do. In the first three days of our brandaivisibilitycensus.hashnode.dev
VVikram Kumar Shukla3d ago 路 4 min readIndia just added three homegrown AI models to its roster. The interesting part is where they are meant to run.On 3 November 2026, the IndiaAI Mission added three homegrown models to its roster at an event in New Delhi. MeitY Secretary S Krishnan attended, along with officials from the ministry and the missionvikramkumarshukla.hashnode.dev
NNash Hasan4d ago 路 8 min readNeuro-Symbolic Logic Verification Eliminates Probabilistic Drift in Institutional Compliance DecisionsNeuro-symbolic AI compliance is an enterprise governance framework that eliminates generative artificial intelligence hallucinations in regulatory rule enforcement by decoupling linguistic parsing froblog.edtechniti.com
DDataNorthAI4d ago 路 4 min readHow tokenization works in LLMsIf you follow AI topics, you鈥檝e probably come across tokenization. Depending on the context, it can mean data security, blockchain assets or text analysis. Here, we鈥檒l focus on tokenization in Large Ldatanorth.hashnode.dev
AAdam JaberOct 30 路 9 min readWhy AI Coding Assistants Suggest Deprecated APIs (and How to Stop It)Same seven code models. Same eight Python libraries. Same 145 deprecated APIs. In one setup, the models reached for the deprecated API in 70 to 90 percent of the relevant completions. In the other, 9 simplyexplained.hashnode.dev
NNash HasanOct 30 路 7 min readOpen-Weight AI Models Weaponize Public Software Patches in Forty-Eight Hours, Upending Campus Cyber Risk and Compliance SchedulesHow did Epoch AI demonstrate that open-weight models can weaponize software patches against enterprise systems? Epoch AI demonstrated that open-weight artificial intelligence models can autonomously rblog.edtechniti.com
NNash HasanOct 28 路 6 min readStop Overpaying for Frontier Intelligence: How Dynamic Routing Optimizes Campus AI Inference CostsDynamic Pareto routing reduces campus AI inference costs by up to 82% by measuring query entropy in real time and delegating transactional higher education workflows to lightweight models while reserv1blog.edtechniti.com
JJonathan D AndradeOct 27 路 4 min read馃殌 Cutting LLM Token Costs with JDA-ZIP Protocol: A Lightweight Compression ApproachTL;DR: Large context windows and repetitive prompts lead to massive token consumption, high API costs, transmission latency, and RAM overhead on edge devices. JDA-ZIP Protocol is an open-source (GPLv3httpsgithubcomjdavid465jda-zip-protocol.hashnode.dev
