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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I Scanned 283 GitHub Repos. The #1 Repo Was a Trap.
Three ratios, a 72-line script you can run tonight, and the ten projects that cleared the bar on September 11, 2026 Continue reading on Towards AI
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The Daily Claude Code Habits that Make the Biggest Difference
A practical operating system for turning an AI coding session into a repeatable, reviewable engineering loop. Continue reading on Towards AI
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What Is Helm? The App Store for Kubernetes (Kubernetes Package Manager)
You’ve written Deployments, Services, ConfigMaps, and Secrets by hand. Helm is what happens when you stop doing that every single time. Familiar, low-intimidation framing that immediately tells a beg...
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The Front Door Was Locked. Supposedly.
The sandbox blocked direct access while permitted services quietly supplied storage, coordination, and egress. Continue reading on Towards AI
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Can NVIDIA NIM Power a Local Agentic Application?
Testing NVIDIA NIM for agentic AI with a Dockerized multi-agent RAG system on an RTX 3090 Continue reading on Towards AI
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The Agents Wrote “We Should Not.” Then They Did.
What this summer’s frontier AI incidents, early Buddhism, and the new slowdown debate reveal about the distance between articulating a boundary and being governed by one. By Akimitsu Takeuchi On May ...
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Before You Move to Local Models, Measure These 6 Builder Tradeoffs
A lower API bill is not a decision framework. Continue reading on Towards AI
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From Chains to Graphs: An Intro to LangGraph
Generated using ChatGPT What is LangGraph? LangGraph is a framework for building agentic workflows and LLM applications. Now you might argue that LangChain already lets you build AI applications and w...
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The Breakpoint Protocol: The $5 Million Greenfield Illusion
Why 18-month code rewrites bankrupt startups, and how to build a zero-downtime Strangler Fig Proxy in Python. Continue reading on Towards AI
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Knowledge Graphs vs Vector Databases: The 2026 Verdict for AI Engineers
What each technology actually does, where they break, and the hybrid pattern most production AI systems now use. Continue reading on Towards AI
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The Easiest AI Question You’ll Get Is Written in SQL
Candidates prepare for the AI question the way you’d study for an exam. Continue reading on Towards AI
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When Can Old LLM Reasoning Traces Still Be Reused?
A first-principles look at GRPO, off-policy evaluation, policy drift, and why historical AI data eventually loses value Continue reading on Towards AI
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