@pranavkrishnadanda

Danda Pranav Krishna

@pranavkrishnadandaJoined September 2025

Adaptive LLM agents · Memory-based continual learning · Open source

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Danda Pranav Krishna's blogs

Pranav Krishna Dandapranavkrishna.hashnode.dev2 posts

Adaptive LLM Agentsagentfly.hashnode.dev1 post

Why Developers Forget Decisionswhy-developers-forget-decisions.hashnode.dev1 post

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DPDanda Pranav Krishnapranavkrishna.hashnode.devJul 25 · 4 min read

Building a Thinking-First Multi-Agent Room (Not Another Fake Agent Demo)

Most multi-agent demos feel the same. They start with a fixed cast: Builder Critic Reviewer Then they run a fixed pipeline, often with web search on every request, and call that “orchestration.”

DPDanda Pranav Krishnapranavkrishna.hashnode.devMay 19 · 8 min read

I Gave an AI Agent Access to a Production Database. Here's What Actually Happened.

Subtitle: A real account of using Model Context Protocol in production — the architecture, the failures, and what I'd do differently. The Setup Last year I was working on a system that needed to do so

DPDanda Pranav Krishnawhy-developers-forget-decisions.hashnode.devJan 24 · 2 min read

Why Developers Forget Decisions — And Why AI Won’t Fix It

Every developer knows this moment: You remember that a decision was made.You remember it was important.You just don’t remember where it happened — Slack, Zoom, Teams,Gmeet, or a random document. You scroll.You search.You reconstruct history. This is ...

DPDanda Pranav Krishnaagentfly.hashnode.devSep 3, 2025 · 2 min read

Adaptive LLM Agents That Learn Without Fine-Tuning

The Problem With Today’s AI Agents Large Language Models (LLMs) are powerful, but they suffer from a critical limitation: they don’t truly learn from experience. Every interaction is isolated — no memory of past attempts, no cumulative wisdom. Fine-t...

Danda Pranav Krishna

About

Available for

Danda Pranav Krishna's blogs

Recently published

Building a Thinking-First Multi-Agent Room (Not Another Fake Agent Demo)

I Gave an AI Agent Access to a Production Database. Here's What Actually Happened.

Why Developers Forget Decisions — And Why AI Won’t Fix It

Adaptive LLM Agents That Learn Without Fine-Tuning

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Danda Pranav Krishna

About

Available for

Danda Pranav Krishna's blogs

Recently published

Building a Thinking-First Multi-Agent Room (Not Another Fake Agent Demo)

I Gave an AI Agent Access to a Production Database. Here's What Actually Happened.

Why Developers Forget Decisions — And Why AI Won’t Fix It

Adaptive LLM Agents That Learn Without Fine-Tuning