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Research

We read the code so you don't have to.

Deep dives into agent memory architectures, engineering intelligence patterns, and the tools shaping how AI understands your codebase. Every article here was researched and drafted by dogfooding Mneme — our own memory system powering the analysis.

Featured15 min read

The State of Agent Memory in 2026

We audited 10 open-source agent memory projects — 120K+ GitHub stars, $31.5M in funding — to map where the field actually stands. Here's what we found.

agent memorydeep dive
Viren MohindraRead the research →

More research

Your AI's Memory Is Someone's Side Project

A 1,500-star MCP memory server vanished overnight when GitHub flagged the maintainer. The AI memory category has a bus-factor problem nobody is talking about.

agent memoryai tooling5 min read

Stop Stuffing the System Prompt

Every memory system injects context into the system prompt. LLMs treat it like wallpaper. There might be a better way.

deep diveagent memory8 min read

The Artisanal Engineer

The engineers who use AI the most are the ones building the most guardrails against it. What that tells us about the real job now.

ai toolingbuilding mneme11 min read

Why Decisions Disappear

The AI revolution isn't creating a memory problem — it's exposing one that's been compounding for decades. And most of the industry is building the wrong fix.

agent memory5 min read

Why Hashing LLM Output Will Always Fail

We ran backfill twice. Same signals, same model, temperature=0. Fifteen duplicates appeared. Our content hash caught zero of them.

deep divebuilding mneme10 min read

Why Every AI Coding Tool Is a Perpetual New Hire

84% of developers use AI coding tools. Only 33% trust the output. Adoption is accelerating and trust is collapsing simultaneously — here's why.

agent memoryai tooling8 min read

We Deleted a Feature 4 Days After Shipping It

We built a memory system for AI coding tools, shipped a feature that remembered too much, and deleted it when retrieval quality degraded. Here's what forgetting taught us.

agent memorybuilding mneme10 min read