Blog

Insights on AI-powered development, autonomous coding agents, and the future of shipping software.

Two clocks side by side — a locked, gated model-release clock and an emerald project clock that ticks every run

Stop waiting for a better model. Build a better system.

GPT-5.6 and Fable 5 shipped this month, then got throttled by the government. Stop betting your output on a better model — own the system around it.

Jun 29, 2026Read more

Title "Accessible by default" with WCAG A, AA, and AAA conformance badges arranged as an ascending ladder

Engineering14 min read

How Trinity builds accessible software by default

Most teams bolt accessibility on at the end. Trinity makes WCAG conformance a setting on the package that builds the code, enforced on every story that lands there. Here is how.

Jun 28, 2026Read more

A queue of AI agents waiting for permits from a single machine-wide compute budget

Engineering7 min read

Run Dozens of AI Agents on One Machine — No Meltdown

Five AI agents per person, per project, each spawning sub-agents — and your machine survives. Inside run_queued, Trinity's throttle for parallel AI builds.

Jun 25, 2026Read more

A failure state machine showing a Running story moving through detection to a recovery gate, then a drafted retry / reshape / remove resolution back into the pipeline

Engineering14 min read

Agent failure recovery: when a run gets stuck

Autonomous runs fail — merge conflicts, hung agents, runaway loops. Trinity treats failure as a first-class state: detect it, measure the blast radius, draft a fix.

Jun 11, 2026Read more

Dark cover reading "Built on Effect." in white with "Typed errors. Supervised agents." in emerald, beside a code panel showing the Effect AgentResult signature

Engineering10 min read

Why Trinity runs on Effect: typed errors, supervised agents

Trinity runs on Effect across its highest-leverage surfaces. Typed errors and supervised agents make the autonomous pipeline fail loudly, never silently.

Jun 10, 2026Read more

Three projects running concurrently, each pinned to its own git host, transport, and identity — GitHub over SSH, GitLab over HTTPS, and self-hosted Forgejo

Engineering10 min read

Parallel multi-host git: one process, every host

Trinity makes git pluralistic — every project runs against its own host, transport, credential, and identity, all in parallel. Here is how it works.

Jun 9, 2026Read more

A Trinity release card showing three repos — web, api, cli — graded at minor, major, and patch version bumps, with lifecycle pills created, staged, released

Engineering10 min read

Inside Trinity's release pipeline: from merge to tag

How Trinity turns merged stories into a shipped release — grading each repo version bump from real code, walking a staging chain, and tagging every repo on its own.

Jun 7, 2026Read more

Trinity's stack before and after — Next.js + React + standalone server on the left, Solid + Vite + Hono on the right, with bundle, launch, and memory deltas underneath

Engineering10 min read

How Solid + Vite + Hono cut Trinity's cold launch 37%

We rewrote Trinity's desktop from Next.js + React to Solid + Vite + Hono. Cold launch is 37% faster, the bundle is 33% smaller, idle memory is 19% lower.

May 3, 2026Read more

Diagram showing the evolution from a simple bash loop to Trinity's collaborative, plan-first release pipeline

Engineering11 min read

The Ralph Wiggum Loop, evolved

The bash loop proved AI agents can ship code — but it could not hold a living plan, let you steer it, or let a team build together. Here is how Trinity evolved the loop into a collaborative, plan-first release pipeline.

Mar 27, 2026Read more