Author(s): Rajesh Pandhare Originally published on Towards AI. The Month Claude Code Became a Fleet and Got Brakes What 22 July releases (v2.1.198 → v2.1.220) tell you about where AI-assisted development is going, and the five limits you should tune today. Buried …

Author(s): Dave R – Microsoft Azure & AI MVP☁️ Originally published on Towards AI. How an open source SDK turns a set of TypeScript classes into a database, an API, authentication, and hosting, all running as governed services inside Microsoft Fabric. This …

Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. DeepSeek V4-Flash vs GLM-5.2: The 1.7-Point Win Collapses When You Swap the Harness DeepSeek’s own chart says 82.7 on Terminal-Bench 2.1. Artificial Analysis measured 79. That 3.7-point gap is 2.2x …

Author(s): Jamieparker Originally published on Towards AI. MCP vs Agent Skills: What the 2026 Spec Change Finally Settled for Me MCP 2026–07–28 Spec I spent a week thinking about this wrong. When Anthropic’s Agent Skills started showing up in the same conversations …

Author(s): Udaykiran Estari Originally published on Towards AI. The 11-day rewrite that sparked an industry debate holds a much deeper lesson: test suite readiness as a hard gate. Bun ported 535,000 lines of Zig into a million lines of Rust in 11 …

Author(s): Mukul Ietlucknow Originally published on Towards AI. Vanilla RAG vs PageIndex vs Graph RAG: Which One Does Your Problem Actually Need? I built a RAG system over six episodes of a company podcast. Small corpus, clean transcripts, a good embedding model, …

Author(s): Aniket Sanyal Originally published on Towards AI. Multi-Agent LLMs, MACE, and the Hidden Collaboration Problem A new AI research paper shows that agentic AI systems can look collaborative while quietly failing at one of the most basic team skills: learning who …

Author(s): Hardik Parmar Originally published on Towards AI. How Team DevMesh went from a proposal doc to a top finish at the Snapdragon Multiverse Hackathon in Bangalore, and everything that broke along the way. India has nearly six million developers, a lot …

Author(s): Hey Mr Amit Originally published on Towards AI. 25 GitHub Repositories That Made Me a Better Software Engineer in 2026 I have starred over 900 repositories on GitHub. The author explains how GitHub open-source code outperforms courses for building real engineering …

Author(s): Jun Nishimura Originally published on Towards AI. How a hierarchical architecture shrinks the growing KV cache — explained mostly in pictures. This is Part 1 of 3. Here we explain the PHOTON architecture (Ichikawa et al., 2025). Part 2 retrofits it …

Author(s): Chew Loong Nian – AI ENGINEER Originally published on Towards AI. Temperature 0 vs 1.0: Greedy Decoding Collapsed 14% of Llama’s 128K Calls Temperature 0 is the most copy-pasted line in production LLM code. It is also, on long context, the …

Author(s): Udaykiran Estari Originally published on Towards AI. The Hidden Feature That Powers Your AI Agents You’ve been doing it wrong. Every time you git stash to switch branches, every junk commit you've made to "save" your changes, every time you've lost …

Author(s): Kushal Banda Originally published on Towards AI. The cost that compounds before you type Every Claude Code session carries overhead before you’ve written a single prompt. Your CLAUDE.md loads on every turn. MCP servers inject tool schemas. Registered skills sit in …

Author(s): Raj kumar Originally published on Towards AI. How Data Visualization Reveals Patterns, Validates Assumptions, and Builds Trust in Analytical Decisions In Part 1, we built the foundations of the data pipeline. We loaded a real dataset, structured it using Pandas, selected …

Author(s): KUNJ SHAH Originally published on Towards AI. Imagine your team ships a backend service without a single unit test. No integration tests. No regression tests. No monitoring. Just a late night, a tired engineer, and this: git push origin main Would …