The Deska blog
Blog
Product notes, release highlights and how we build Deska: the one infinite canvas workspace for your editor, terminal, browser, notes and AI agents.
· 11 min read
One Agent Reviewing Another's Work: Strategies for Automated Code Quality
Explore how one agent reviewing another improves code reliability through multi-agent workflows, self-correction, and specialized validation panels.
· 11 min read
Retry Strategies When the Model Returns Garbage
Learn effective retry strategies when the model returns garbage, focusing on structured output, validation loops, and multi-agent debugging for LLM reliability.
· 11 min read
Session Resume Across Agents
Explore how session resume across agents affects developer productivity and how local-first environments like Deska manage persistent context for AI workflows.
· 10 min read
Turning a Vague Bug Report Into a Repro
Learn how to go from a vague bug report into a repro using automated workflows and AI agents within your development environment.
· 11 min read
From Bug Report to Repro Script With an Agent
Learn how to automate bug reproduction using AI agents. Convert bug reports into reliable repro scripts with Deska, Claude Code, and local-first workflows.
· 10 min read
Release Notes From Commits, Minus the Noise
Learn how to generate release notes from commits for your next deployment. Automate clean, readable logs using conventional commits and developer tools.
· 10 min read
Regex You Inherited, Explained by Agent
Learn a comprehension recipe for regex you inherited explained by agent tools, using Deska to visualize and refactor complex legacy patterns safely.
· 11 min read
Refactoring a 3000-Line File With an AI Agent
Learn how to refactor a 3000-line file with an AI agent. Master decomposition strategies and multi-agent workflows for massive legacy codebases.
· 10 min read
Redirect Maps for a Site Migration, Agent-Checked
Learn how to build and validate redirect maps for a site migration using AI agents to ensure SEO stability and link equity during technical transitions.
· 10 min read
Letting an Agent Read the API Docs: Streamlining Integration Workflows
Learn how letting an agent read the API docs can accelerate development by automating endpoint discovery and schema parsing within a unified workspace.
· 10 min read
The README Refresh: An Agent Pass With Taste
Learn how to perform a README refresh using AI coding agents. Improve your documentation with technical taste and the right developer tools.
· 10 min read
When Your Agent Reads Untrusted Content: Safe Handling
Learn best practices for agent reading untrusted content to prevent prompt injection and data exfiltration while using AI coding assistants.
· 11 min read
What Happens When Your Agent Reads a Hostile Repo
Learn the security risks and defensive patterns to adopt when your AI agent reads a hostile repo containing prompt injections or malicious code.
· 10 min read
Adding Rate Limits Before You Need Them
Learn strategies for adding rate limits to your developer tools and AI agents to prevent API cost spikes and infrastructure exhaustion before they happen.
· 10 min read
Race Conditions: Debugging the Unreproducible With AI Help
Learn technical strategies for debugging the unreproducible race condition using stress testing and AI agents to identify concurrency bugs in your code.
· 10 min read
The Last Python 2 Stragglers: Agent-Assisted Ports
Strategies for final Python 2 to 3 stragglers using AI agents and local development environments to modernize legacy code safely.
· 10 min read
Release Notes Prepared While You Sleep
Discover how to automate release notes prepared while you sleep using AI coding agents and local developer tools for a seamless documentation workflow.
· 11 min read
Agents That Write PR Descriptions Reviewers Read
Learn how to use AI agents that write PR descriptions to improve code reviews, documentation flow, and developer velocity without manual overhead.
· 10 min read
Drafting Postmortems With an Agent While Memory Is Fresh
Learn a technical recipe for drafting postmortems with an agent to capture incident context and timeline data before the cognitive load fades away.
· 10 min read
Agent, Editor, Preview: The Core Trio
Explore how the agent, editor, preview trio defines modern development workflows and how a spatial layout improves focus and productivity.