Blog
Writing about local-first AI workflows.
Use this surface for launch stories, workflow essays, release framing, and search-driven editorial content.
FeaturedThe 'where did I leave off' problem your AI tools should solve for you
Every morning you stare at five chat sessions across three projects and try to remember which one had the unfinished migration. Daily Briefing is the page that does that for you — automatically, cross-project, every morning.
Product2026-05-245 min read
Read articleProductWhy your AI still forgets — and how Onevium's memory finally fixed it
Cursor has rules, Claude Code has CLAUDE.md, every tool claims to have memory. So why does your AI keep asking the same questions? Onevium 1.1.6 ships a three-layer memory system that actually shows up in every reply — and lets you see exactly what it remembered.
2026-05-247 min read
Open articleProductChannels redesigned, and a real browser that actually feels like one
v1.1.2 finishes two threads we have been pulling on for months: the multi-platform Channels bridge becomes a calm, inline-editable surface, and the in-app Browser graduates from a preview pane to a full browsing surface with a persistent profile.
2026-05-035 min read
Open articleProductA v0 alternative that gives your AI a real browser, not a sandbox
v0, Lovable, and Bolt preview a generated UI inside their own sandbox. Onevium gives your AI agent a real browser pinned to your real codebase — and that changes the loop.
2026-04-286 min read
Open articleEngineeringWhy self-evaluating agents outperform prompt loops by 10 points
Anthropic's Managed Agents introduced the harness pattern — a self-evaluating orchestration layer that closes the reliability gap between demo agents and production agents.
2026-04-106 min read
Open articleEngineeringStop doing ten tasks in one thread — delegate to subagents
Subagents split exploration, review, and implementation into parallel isolated contexts. Here is when delegation beats a single long session.
2026-04-105 min read
Open articleEngineeringClaude Managed Agents: what it means for local agent workflows
Anthropic just launched Managed Agents — cloud-hosted, sandboxed agent infrastructure. Here is what that changes for teams already running agents locally.
2026-04-097 min read
Open articleEngineeringWhy your AI coding agent forgets everything between sessions
Persistent memory is the missing layer in agentic IDEs. Here is how context engineering turns a stateless agent into one that actually knows your project.
2026-04-086 min read
Open articleEngineeringThree trust levels for autonomous coding agents
Binary permission models break in practice. A tiered approach — default, auto, and full access — gives agents room to work without giving up control.
2026-04-075 min read
Open articleProductAutomate recurring tasks with scheduled runs
Set up cron-based AI tasks that run on their own — daily standups, weekly reports, production health checks — without manual prompting.
2026-03-305 min read
Open articleProductKick off coding tasks from team chat
Turn Feishu, DingTalk, or Discord threads into scoped AI tasks — without leaving the conversation.
2026-03-296 min read
Open articleProductControl your browser with natural language
Navigate pages, fill forms, extract data, and monitor dashboards — all by describing what you want in plain English.
2026-03-285 min read
Open articleEngineeringReview pull requests from your desktop
Catch regressions, flag missing tests, and enforce team conventions — with an AI reviewer that knows your codebase.
2026-03-275 min read
Open articleEngineeringOnboard to any codebase in minutes
Trace request flows, map module ownership, and find the right files fast — without reading every line yourself.
2026-03-264 min read
Open articleDesignBuild and iterate on front-end designs
Turn mockups and visual references into working UI, then verify the result in a real browser — all from one conversation.
2026-03-255 min read
Open articleProductLocal AI workflows need a real operating surface
Why terminal-native agents become more useful when you add visibility, automation, and deployment surfaces around them.
2026-03-206 min read
Open articleDesignDesigning browser-first agent experiences
A practical framing for products whose strongest value comes from acting across live web surfaces instead of only generating text.
2026-03-164 min read
Open articleEngineeringShipping team bots without losing control
How isolated sessions, approval modes, and role-based bots make channel deployment practical instead of chaotic.
2026-03-115 min read
Open article