Towards AI

“Towards AI” is a platform that delves into various aspects of artificial intelligence and machine learning. The content covers topics such as data augmentation for machine learning, Python programming scripts, and the use of Python in web3, blockchain, and smart contracts. Additionally, it explores the challenges and solutions in building AI applications with features like short-term memory and persistent conversation history. The platform also discusses the importance of understanding and utilizing enterprise-grade tools like Spark, EMR on EKS, and Airflow 3 for creating secure and efficient knowledge bases for AI applications.

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Why Claude Code Changed My Workflow?

Towards AI

I used to write code. Now I mostly write plans and review. That sounds like a slogan, but it’s the most honest way I can describe what happened to my day-to-day as an engineer. For a while, Claude Cod...

Open-Source AI vs. Proprietary AI

Towards AI

The Real Battle Isn’t About Intelligence created by GEMINI Every few months, a new leaderboard resets the conversation. A model tops MMLU-Pro, or edges out a rival on a coding benchmark, and the head...

The Interpretability Debt Nobody’s Budgeting For

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In 12 days, the EU AI Act makes explainability mandatory. Most enterprises still can’t tell you why their AI said no. created by Gemini Twelve days from now, on August 2, 2026, the EU AI Act’s high-r...

The Complete Technical Guide to Running LLMs Locally in 2026

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Hardware math, quantization tradeoffs, five inference engines benchmarked, and two real case studies where the numbers met reality on my… Continue reading on Towards AI

I Built a Multi-Agent AI Data Analyst on Google Cloud That Turns Natural Language into Business…

Towards AI

I Built a Multi-Agent AI Data Analyst on Google Cloud That Turns Natural Language into Business Intelligence “What was our highest revenue product category last quarter?” It sounds like a simple busi...

Gemini 3.6 Flash Hit 83% on Computer Use — a Cheap Flash Model Shouldn't Beat GPT-5.6 and Grok

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A model that costs $7.50 per million output tokens just posted the highest computer-use score in the industry. Not the highest cheap score. The highest score, period. On July 21, Google shipped Gemini...

One Malicious Payload Hijacked Claude Code AND Codex Unchanged — The 'Friendly Fire' Exploit Has No…

Towards AI

A security researcher wrote a single attack payload against Claude Sonnet 4.6. Then, without changing one byte, the same payload took over Claude Sonnet 5, Claude Opus 4.8, and OpenAI’s Codex running ...

Trust Propagation Is Becoming the Hardest Problem in AI Systems

Towards AI

Source: Author-generated image created with OpenAI image generation model DALL·E. Introduction Enterprise AI systems are evolving into distributed operational environments rather than collections of i...

SGLang: the AI Tool You’ve Never Heard of Just killed Hugging Face’s Own Inference Engine

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SGLang started as a UC Berkeley research paper in 2023. By 2026 it was running on 400,000+ GPUs, generating trillions of tokens a day, and… Continue reading on Towards AI

The Next AI Breakthrough May Not Be a Bigger Model

Towards AI

In 2019, a researcher named François Chollet built a benchmark called ARC-AGI. The puzzles were simple enough that a child could solve them. They were mostly colored grids where you had to find the pa...

Why RAG Systems Fail in Production?

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Most failures in production are independent of the model’s architecture or output. If we blame the model for all the issues, it will… Continue reading on Towards AI

The Inkling Model: What OpenAI’s Former CTO Has Been Cooking

Towards AI

Mira Murati spent six years as OpenAI’s CTO, and for one strange weekend in November 2023 she was its interim CEO, appointed by the board the night it fired Sam Altman, then present in the room five d...