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Building Speedy: An Autonomous AI Development Agent

Blog post from Speedscale

Post Details
Company
Date Published
Author
Josh Thornton
Word Count
3,330
Company Posts That Month
19
Language
English
Hacker News Points
-
Post removed?
No
Summary

Speedscale describes Speedy, an autonomous development agent built on OpenClaw and powered by Claude that can receive a Jira ticket through Slack, move it into progress, investigate a repository, write tests and implementation code, create and monitor GitLab merge requests, address CI failures and review comments, and escalate when it cannot proceed safely. Its architecture combines workspace files that define identity, tools, operating principles, memory, and heartbeat behavior with modular skills for Jira, Git workflows, GitLab management, and an eight-phase orchestration process. A central design choice is separating the main agent, which coordinates work and preserves high-level context, from sub-agents that perform code exploration, implementation, and review in parallel, while audit files in a thoughts directory record decisions and progress. The team refined the system through practical failures involving inconsistent communication, missing memory updates, unreliable heartbeat checks, comment formatting, dependency configuration, credential auditability, brittle tests, and context overload, responding with explicit scripts, setup checks, bot-comment prefixes, behavioral testing guidance, abort gates, and structured monitoring. The approach has improved backlog throughput and reduced context switching for engineers, but the authors emphasize that it requires adaptation to each team’s tooling and conventions and still needs better observability, durable tracking, smarter escalation criteria, cross-ticket learning, and safe multi-agent coordination.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
OpenClaw 12 1,515 119 48 +222%
AI Agents 4 4,369 971 249 +0%
Multi-agent systems 2 496 137 65 +3%
Observability 1 4,076 672 175 +24%
Real-time 1 6,556 1,437 271 +2%
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