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© 2026 ATEF ATAYA. All rights reserved.

Blog

Thoughts, tutorials, and insights about AI, technology, and the future.

May 9, 2026
Medium

The AI Agent Accountability Gap Nobody Is Talking About

Every week, another enterprise announces they are deploying AI agents into production. Autonomous systems that read internal documentation, write code, call APIs, manage databases, and coordinate with...

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May 8, 2026
Medium

We Drafted an Open Standard for AI Agent Identity Before NIST Mandates It

The 12-month window is open. Here is the specification.Agent Identity TokenIn February 2026, NIST released a concept paper calling for industry-led standards on AI agent identity and authorization. Th...

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May 5, 2026
Medium

I Stopped Explaining My Codebase to AI. It Just Knows Now.

And what happened when I tested it on two years of real production code.Good. I have enough context. Now writing the Medium article using Chase Hughes’ influence framework — open loops, social proof,...

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May 2, 2026
Medium

I Built an AI Agent in 3 Minutes. Then I Closed My Laptop. It Kept Working.

Most AI tools forget you the moment you close the tab. I tested four — Manus, OpenClaw, n8n, and CREAO — and only one survived the night.I Built an AI Agent in 3 Minutes. Then I Closed My Laptop. It K...

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April 30, 2026
Medium

Sourcegraph Cody vs Depwire CLI: Two Very Different Answers to the Same Question

Depwire-cliBoth tools exist to answer the same question: “What does my AI coding assistant actually know about my codebase?”The answers they give — and how they arrive at them — could not be more diff...

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April 22, 2026
Medium

Depwire Is Not RAG: Why Deterministic Beats Probabilistic for AI Code Intelligence

depwire vs RAG/EmbeddingsThere is a category confusion happening in the AI developer tools space. Every tool that helps an AI understand your codebase gets labeled the same way: “context injection,” “...

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April 21, 2026
Medium

I Ran 5 AI Agents on One Codebase. One Caught a Bug, the Others Missed.

Here’s something that should make you uncomfortable.I ran a 5-agent code-review pipeline on a real Next.js and Prisma codebase. Four agents approved the pull request. One flagged it.The one that flagg...

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April 21, 2026
Medium

I Ran a Graph-Aware Security Scanner on a Popular Open Source Repo. Here’s What It Found.

Graph-Aware Security ScannerMost security scanners are pattern matchers. They scan files, find strings that look like vulnerabilities, and hand you a list. The list is often long. The list is rarely p...

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April 19, 2026
Medium

Before You Delete That File, Ask Depwire What Breaks

AI coding assistants are fast. That’s also the problem.You’re refactoring a TypeScript monorepo. You ask Claude or Cursor to delete src/utils/encode.ts — it's been sitting there, seemingly unused....

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April 16, 2026
Medium

Depwire vs Aider vs Cursor vs Sourcegraph Cody: Which AI Coding Tool Actually Knows Your Codebase?

In 2026, there are more AI coding tools than ever. But they’re not all solving the same problem.Aider — terminal pair programmer. The repo map summarizes your codebase. Fast, zero-config, great for fe...

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December 21, 2025
Medium

Building Multi-Agent Transcription Comparison System Using AutoGen

Recently, there has been a lot of research about combining automatic speech recognition (ASR) applications with pre-trained LLMs in…Continue reading on AI Advances »

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August 5, 2024
Medium

Building AI Tools that supercharge your LLMs

Large Language Models still struggle with mathematics, as predicting tokens is not the same as deductive mathematics. GPT-4o uses custom…Continue reading on AI Advances »

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July 21, 2024
Medium

AI’s New Eyes: Claude’s Vision Unleashed

Anthropic is an AI safety and research company founded in 2021 by former OpenAI and Google leaders with a profound mission to develop…Continue reading on AI Advances »

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June 24, 2024
Medium

How to build smarter AI Apps with LangChain (ResponseSchema, RotuerChain, & TransformChain)

Working with Large Language Models is about more than getting answers from the LLM; it is about getting the correct answer in the format…Continue reading on AI Advances »

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June 12, 2024
Medium

Building a ChatGPT Clone from Scratch (ChatBot)

In this article, we’ll build a ChatGPT clone from scratch.Continue reading on AI Advances »

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May 31, 2024
Medium

Why OpenAI GPT 4o is a Game-Changer

Imagine an advanced AI that understands and generates text, audio, and video. The GPT-40, where O stands for Omni, reflects its capability…Continue reading on AI Advances »

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May 25, 2024
Medium

Unlock the Power of AI: Master Multimodal Prompts with Gemini 1.5 Pro

In this article, I will walk you through the new features of Gemini 1.5 Pro API.Continue reading on AI Advances »

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May 17, 2024
Medium

Unleash the Power of LangChain Chains: Build Smart, Multi-Step AI Applications

Large Language Models can be used for various tasks but are often limited in what they can do independently. For simple tasks or…Continue reading on AI Advances »

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April 30, 2024
Medium

Recommendation System using OpenAI, SciPy, and Atlas

Continue reading on AI Advances »

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March 20, 2024
Medium

Write Killer Prompts: Master Prompt Engineering for Amazing AI Results

Prompt engineering, or prompt design, is crafting instructions for LLMs to get desired responses. It’s essential for ensuring accurate…Continue reading on AI Advances »

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