Does your coding agent keep the plan between sessions? We tested 7 setups
We gave Claude Code the same plan in seven setups, ran the same two sessions on each, and checked what the second session knew.
Articles
On planning, feedback and building with AI agents.
Does your coding agent keep the plan between sessions? We tested 7 setups
Building with AI
What an issue tracker for AI agents needs
Building with AI
Bug reporting that doesn't ask users to fill in ten fields
Feedback
Public roadmaps: when they help and when they hurt
Planning
The case against per-seat pricing for small dev teams
Small teams
A simple release plan template for small dev teams
Planning
Using Claude Code to keep your project tracker current with MCP
Building with AI
How to wire GitHub commits and PRs to your planning
Planning
How to set up a public Feedback Portal for your SaaS
Feedback
Project management for indie hackers building SaaS
Small teams
How to use AI assistants to manage project work with MCP
Building with AI
How to validate product ideas before they become expensive
Scope
How to triage user feedback without losing the signal
Feedback
How to organise product work by area, not just priority
Planning
How to build a roadmap without overpromising
Planning
How to stay organised without turning your workflow into a mess
Planning
Why small dev teams need simpler planning tools
Small teams
GitHub isn't a product plan
Planning
Releases vs backlogs: which one actually helps you ship?
Planning
Why vibe coding can actually slow you down
Building with AI
How AI coding tools can make scope creep worse
Building with AI
How to scope an MVP without cutting the wrong things
Scope
How to prevent feature creep when building a SaaS
Scope
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What an issue tracker for AI agents needs
Six things to look for in an issue or task tracker for coding agents, drawn from 1,823 real tool calls, and when a repo tool is the better choice.
Bug reporting that doesn't ask users to fill in ten fields
Ask for one thing, capture the rest automatically, and add the structure yourself during triage.
Public roadmaps: when they help and when they hurt
A public roadmap helps when it shows intent and stays current. It hurts when users read it as a promise or nobody updates it.
The case against per-seat pricing for small dev teams
Per-seat pricing makes small teams think twice about inviting people. Here's when flat pricing is better, and when it isn't.
A simple release plan template for small dev teams
A one-screen release plan you can copy: what you're building, why, what's out, and roughly when.
Using Claude Code to keep your project tracker current with MCP
What it looks like when Claude Code reads and updates your tracker through MCP, how to set it up, and what it doesn't replace.
Recently shipped
View changelog- v1.18.0 Session Handoffs and a New Agent 12 Nov 2026 Your connected agent can leave a session handoff when you finish for the day, and it writes one itself when it stops with work unfinished.
- v1.17.0 Project Health, What's Next and Changelogs 3 Nov 2026 Every project's dashboard has Project Health, which checks your open work for blocked tasks, stalled work, urgent bugs and whether the active release is on pace for its target date.
- v1.16.0 Quick Edit and Chat Connections 26 Oct 2026 Claude chat and ChatGPT can now connect to Frostbyte without a token.
- v1.15.0 Agent Setup and Task Activity 17 Oct 2026 Settings → AI agents now starts by asking which tool you use: Claude Code, the Claude desktop app, Codex, Cursor or another MCP tool.
How to wire GitHub commits and PRs to your planning
Link commits and pull requests to the tasks they deliver, so your plan updates as you merge.
How to set up a public Feedback Portal for your SaaS
Give users one public place to report bugs, request features and vote, then review it all next to your release plan.
Project management for indie hackers building SaaS
What a solo founder needs from a planning tool, and what you can ignore.
How to use AI assistants to manage project work with MCP
What MCP is, what an assistant can do with your project data, and where a conversation is worse than a board.
How to validate product ideas before they become expensive
Get evidence that a problem is real and painful before you commit serious build time.
How to triage user feedback without losing the signal
Put feedback in one place, group it into patterns, and give every pattern a decision.
How to organise product work by area, not just priority
Priority tells you what to do first. Areas tell you which part of the product it belongs to.
How to build a roadmap without overpromising
Show direction without locking yourself into dates you can't keep.
How to stay organised without turning your workflow into a mess
Keep the structure that answers real questions, and remove everything else.
Why small dev teams need simpler planning tools
Enterprise planning tools solve problems small teams don't have, and the overhead comes out of your build time.
GitHub isn't a product plan
GitHub records what happened in the code. It doesn't say what you're building next or why.
Releases vs backlogs: which one actually helps you ship?
A backlog stores ideas. A release ties work to something you're going to ship.
Why vibe coding can actually slow you down
Building on impulse feels fast early on. The cost arrives later, as rework.
How AI coding tools can make scope creep worse
AI lowers the cost of building, and that cost used to stop weak features. Planning has to do that job now.
How to scope an MVP without cutting the wrong things
Write one sentence about the core value, sort every feature against it, and keep the quality bar on what's left.
How to prevent feature creep when building a SaaS
Write down what's out of each release before work starts, and keep ideas separate from commitments.