Blog

Thinking on context and AI

48 articles on semantic drift, context engineering, and building reliable agentic AI systems.

Start with AI agent memory and business knowledge

Learn how to connect internal documents, diagnose generic answers, and choose between retrieval and fine-tuning.

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Technical

Harness Engineering for AI Agents: Bridging the Gap

Explore how harness engineering enables robust AI infrastructure and MLOps.

Vedanta BanerjeeSeptember 27, 202611 min read

I'm Evaluating

Context Engineering Best Practices for Enterprise AI

Master advanced context engineering best practices for conversational AI agents.

Debayan PradhanSeptember 27, 20269 min read

I'm Evaluating

Context Engineering vs Prompt Engineering for AI Agents

Explore the differences between context and prompt engineering for enterprise AI

Debayan PradhanSeptember 22, 202611 min read

I'm Evaluating

Context Engineering for Enterprise AI: A Complete Guide

Master context engineering to build reliable, production-ready voice AI agents.

Khushi MhasangeSeptember 14, 202610 min read

Deep Technical

Voice-Specific Architectural Requirements for AI Context Layers

Discover the core voice-specific architectural requirements for AI context layer

Harsh ShahJuly 7, 202610 min read

Deep Technical

AI Context Extraction From Unstructured Data Types: A Complete Guide

Master AI context extraction from unstructured data types to build robust RAG sy

Harsh ShahJune 15, 202610 min read

Deep Technical

AI Agent Memory Compression Techniques for Enterprise

Learn top AI agent memory compression techniques for enterprise scalability.

Harsh ShahJune 15, 202611 min read

Technical

Production-Ready AI Agent Infrastructure Reference Architecture

Build scalable AI agent infrastructure from POC to production deployment.

Harsh ShahMay 23, 202610 min read

I'm Evaluating

The Definitive AI Voice OS Migration Blueprint and ROI Calculation

AI Voice OS migration blueprint and structured ROI calculation for enterprises.

Harsh ShahMay 20, 20269 min read

Technical

How to Implement Context Engineering for Enterprise Voice AI

Enterprise blueprint for scalable voice AI context engineering implementation.

Harsh ShahMay 20, 202610 min read

I'm Evaluating

Best Multilingual AI Voice OS for High Volume Customer Service

Evaluate the best multilingual AI voice OS for high volume customer service.

Harsh ShahMay 19, 202611 min read

I'm Evaluating

Enterprise AI Voice Agent Platforms: Context Handling Mastery

Deep technical comparison of enterprise AI voice agents by context handling.

Harsh ShahMay 19, 202610 min read

I'm Evaluating

Guide: AI Context Engine API for Real-Time Voice Agents

Developer guide to AI context engine APIs for real-time voice agents & schemas.

Harsh ShahMay 18, 202612 min read

You can't debug what you can't see - cover image

Technical

You Can't Debug What You Can't See: Context Tracing for AI Agents with OpenAI Euphony

Building an AI agent is the easy part. Debugging one is where teams give up.

Khushi MhasangeMay 16, 202611 min read

Technical

How to ACTUALLY set up a "company brain"

Everybody wants one. Almost nobody has one.

Anuran RoyMay 15, 20267 min read

Deep Technical

Architecting Enterprise AI Voice OS with Real-Time CRM Data

Blueprint for enterprise AI Voice OS integration with real-time CRM data.

Harsh ShahMay 15, 202612 min read

I'm Evaluating

AI Voice Agent Pricing Model Per Qualified Outcome Explained

Stop overpaying. Learn the per qualified outcome pricing model for AI voice.

Harsh ShahApril 23, 202612 min read

I'm Evaluating

Compare AI voice agent platforms by context handling capabilities

Compare top AI voice agent platforms by their context handling capabilities.

Harsh ShahApril 23, 20269 min read

Deep Technical

AI Context Engine API Documentation for Developers

Comprehensive AI context engine API documentation with endpoints and schemas.

Harsh ShahApril 23, 202613 min read

It's Not Working

AI Voice OS Migration Blueprint and ROI Calculation for Businesses

Step-by-step AI Voice OS migration blueprint and precise ROI calculator guide.

Harsh ShahApril 23, 202610 min read

I'm Evaluating

Enterprise AI Agent Infrastructure: Bridging the Deployment Gap

Architectural blueprint to move AI agents from demo to enterprise deployment.

Harsh ShahApril 23, 20269 min read

I Don't Trust This

What Is An AI Context Layer For Enterprise Voice Agents?

Learn how AI context layers power real-time enterprise voice agents and ROI.

Harsh ShahApril 23, 202611 min read

Technical

Implement Context Engineering for Conversational AI

A developer guide to context engineering architectures for voice and chat AI.

Harsh ShahApril 17, 20269 min read

I Don't Trust This

Multilingual AI Voice OS for High Volume Interactions

Blueprint for deploying multilingual AI voice OS for high volume interactions.

Harsh ShahApril 14, 202612 min read

I'm Evaluating

Architecting Enterprise AI Voice Platforms with Real-Time CRM Data

Guide to enterprise AI voice platforms with real-time CRM data integration.

Harsh ShahApril 2, 202610 min read

I'm Evaluating

Reference Architecture for Production-Ready AI Agent Infrastructure

Build production-ready AI agent infrastructure with this reference architecture.

Harsh ShahApril 2, 202610 min read

I Don't Trust This

Voice AI Failed You in 2024. What Changed.

Three structural shifts — LLM quality, telephony infrastructure, and context ...

Anuran RoyMarch 27, 20265 min read

I Don't Trust This

IVR → Chatbot → Voice AI: Why Each Generation Solved the Wrong Problem

IVR solved routing. Chatbots solved availability. Voice AI solved naturalness...

Anuran RoyMarch 27, 20267 min read

Deep Technical

Context Arithmetic for Voice: A Technical Primer

How the Context Engine computes what your voice agent should know at call tim...

Anuran RoyMarch 27, 20268 min read

It's Not Working

6 Reasons Your Voice AI Sounds Robotic (And Only 1 Is About the Voice)

TTS quality is reason #6. The first five are all about missing context.

Anuran RoyMarch 27, 20265 min read

I'm Evaluating

"Best Voice AI in India" Lists Won't Help You. Ask These 7 Questions Instead.

Every listicle ranks the author's own product at #1. Here are the questions t...

Anuran RoyMarch 27, 20266 min read

I Don't Trust This

"AI Will Replace My Call Center" Is the Wrong Frame. Read This Instead.

AI voice agents eliminate the worst parts of call center work and free human ...

Anuran RoyMarch 27, 20265 min read

It's Not Working

Your NPS Survey Has a 12% Response Rate. Voice Fixes That.

Email surveys get a number. Voice AI gets the reason behind the number — at 3...

Anuran RoyMarch 27, 20265 min read

It's Not Working

You Spent ₹3 Lakh on Voice AI and Got 200 Leads. Where Did the Money Go?

A forensic breakdown of why most voice AI budgets underperform — and how cont...

Anuran RoyMarch 27, 20265 min read

It's Not Working

Your Voice AI ROI Is Negative Because Your Agent Has Amnesia

When your AI agent starts every call from zero, it wastes time re-establishin...

Anuran RoyMarch 27, 20265 min read

It's Not Working

Why Your Voice AI Connection Rates Are Stuck at 15%

Most outbound voice AI campaigns in India connect on 8-15% of dials. The root...

Anuran RoyMarch 27, 20266 min read

It's Not Working

Why Your Retargeting Campaigns Perform the Same as Cold Outreach

If your voice AI agent doesn't use what it learned from the first call, retar...

Anuran RoyMarch 27, 20264 min read

I'm Evaluating

Voice AI for NPS vs. Email vs. SMS: When to Use What

A neutral comparison of NPS collection channels — response rates, cost per re...

Anuran RoyMarch 27, 20266 min read

I'm Evaluating

Voice AI Pricing in India Doesn't Tell You What You'll Actually Pay

Per minute, per credit, per outcome — none of these pricing models capture th...

Anuran RoyMarch 27, 20265 min read

I Don't Trust This

Two EdTech Deployments, 45,000 Calls, One Pattern

JK Shah Classes and Unacademy ran different use cases at different price poin...

Anuran RoyMarch 27, 20266 min read

It's Not Working

Your Feedback Loop Is 3 Weeks Long. Here's How to Close It in 3 Days.

Voice AI compresses the NPS collection cycle from weeks to days — because fee...

Anuran RoyMarch 27, 20266 min read

I'm Evaluating

You Don't Need the "Best" Voice AI. You Need the Right Context Layer.

A 300ms voice agent with good context outperforms a 100ms agent with none — b...

Anuran RoyMarch 27, 20265 min read

Non-technical

Multilingual AI Voice OS for High Volume Customer Interactions

Scale global support with a context-driven multilingual AI voice OS.

Harsh ShahMarch 27, 20269 min read

Non-technical

Alchemyst at 2026 - the year ahead

A raw, unfiltered (maybe random) stream of thoughts on behalf of our team.

Anuran RoyJanuary 20, 20266 min read

Non-technical

The Road to AGI: Broken promises, Hallucinations, Memory, RAG and Context

RAG, Memory and now context engineering. We’ve been doing them wrong all along.

Kapilansh PatilJanuary 20, 202610 min read

Technical

The Pareto Frontier for Context: Alchemyst achieves cost-performance optimality

AI Context has a unit economics problem. Alchemyst fixes that.

Rishit MurarkaJanuary 20, 202613 min read

Non-technical

Introducing the Alchemyst Chrome Extension

Now you can carry AI context across all AI tools, or share it with others?

Khushi MhasangeJanuary 20, 20266 min read

Technical

Context Is Everything: The Science of Embeddings in LLMs

How context embeddings give LLMs true understanding of language.

Rishit MurarkaJanuary 20, 20263 min read