Radish Blog

What we are building, learning, and shipping

Product notes, engineering write-ups, and the decisions behind the assistant we are putting into the world.

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How to effectively automate lead research in the AI world
productresearchlead-generation

How to effectively automate lead research in the AI world

Why public web Deep Research falls short for sales and investor research - and how Radish closes the gap with grounded, multi-source person and company enrichment.

Adrian Zgorzałek
Adrian Zgorzałek
April 27, 2026
Permissions: How we make sure your assistant does not go rogue?
productsecuritypermissions

Permissions: How we make sure your assistant does not go rogue?

How Radish keeps AI assistants from going rogue — OAuth scopes you control, tool-level Ask/Auto permissions, and a permission layer the agent can't bypass.

Adrian Zgorzałek
Adrian Zgorzałek
April 23, 2026
Why We Built a Package Management System for Skills
productaiskills

Why We Built a Package Management System for Skills

Radish Skills aren’t static prompts; they’re versioned packages with dependencies, constraints, and install/upgrade flows.

Ish Singh
Ish Singh
April 23, 2026
The AI Pendulum: Why the move to the Desktop is a Step Backwards
productstrategycloud

The AI Pendulum: Why the move to the Desktop is a Step Backwards

Why the trend of running AI agents on local servers is a hurdle for true AI democratization and how cloud-native orchestration wins.

Ish Singh
Ish Singh
April 21, 2026
3x cheaper, 2x better: Radish vs Claude Cowork for lead gen
productgo-to-marketbenchmarks

3x cheaper, 2x better: Radish vs Claude Cowork for lead gen

A head-to-head benchmark on a real lead-gen task: finding verified LinkedIn profiles for regional US airline leadership teams—measuring valid links and cost.

Nirman Gupta
Nirman Gupta
April 20, 2026
productailanguage-learning

ChatGPT vs. Radish for Language Learning

ChatGPT can explain a language. Radish can help you actually learn one — with structure, audio, progress tracking, and workflows that continue across the tools you already use.

Ish Singh
Ish Singh
April 13, 2026
Your AI Assistant Is Only as Good as Its Skills
productaiskills

Your AI Assistant Is Only as Good as Its Skills

Most AI tools stop at answering questions. Radish goes further — with Skills that give your agent the ability to do things across the tools you already use.

Adrian Zgorzałek
Adrian Zgorzałek
April 13, 2026
The Last Knowledge System You Will Need is an Agent
productaiknowledge-management

The Last Knowledge System You Will Need is an Agent

Stop organizing your notes. Connect your messy files to a Radish agent and let AI handle search and recall — via Telegram, instantly.

Adrian Zgorzałek
Adrian Zgorzałek
April 9, 2026
Agent Skills Ecosystem Map: A Data-Driven Look at 25M Workers and 50K skills
researchaiskills

Agent Skills Ecosystem Map: A Data-Driven Look at 25M Workers and 50K skills

AI tooling is booming but only for developers. We measured the democratization gap across 25M workers and found most professions locked out of the composable AI ecosystem.

Adrian Zgorzałek
Adrian Zgorzałek
April 2, 2026
Gemini undocumented limits for strongly typed schemas
engineeringgeminiproductionreliability

Gemini undocumented limits for strongly typed schemas

Gemini silently fails when your tool schemas get too complex. We found the undocumented limits and how to work around them

Adrian Zgorzałek
Adrian Zgorzałek
March 11, 2026
A 3-step fix for the persistent MALFORMED_FUNCTION_CALL error in production agents
engineeringgeminiproductionreliability

A 3-step fix for the persistent MALFORMED_FUNCTION_CALL error in production agents

How three layered fixes brought our Gemini MALFORMED_FUNCTION_CALL production error rate down to near zero.

Nirman Gupta
Nirman Gupta
November 30, 2025