Anthropic's managed-agent harness solves one hard problem: continuity. Progress logs, feature lists, git checkpoints, and startup scripts give each new session a map of what happened. But continuity is not governance. As agents work across more sessions, the question changes from "did the agent remember?" to "did the agent stay within its architectural constraints?"
AI coding assistants have made generation cheap. They haven't made review cheap. The result is a compounding bottleneck that most engineering teams are only beginning to feel — and that no amount of hiring will resolve.
For most of software engineering history, writing code was the bottleneck. Senior engineers reviewed what juniors wrote, and the review burden...
The industry has moved from prompt engineering to harness engineering: execution systems that coordinate models, tools, memory, and retries across long-running agent loops. Harnesses solve how agents act. They do not solve whether the actions stay within architectural boundaries. As autonomous workflows scale, the missing layer is governance infrastructure.
CodeRabbit helps review AI-generated code. Mneme helps govern what the AI generates in the first place. These are not competing tools. They are different layers of the same problem.
Most teams using AI coding assistants have invested in the review layer. Tools like CodeRabbit, PR comment bots, and AI-assisted linters sit at the end of the pipeline, inspecting ...
I’ve always been frustrated with online word counters.
You copy text, paste it into a random website, and hope it doesn’t store your content or track you. For writers, editors, and students who work with sensitive drafts, that’s a real problem.
So I built Instant Word Counter — a Chrome extension that counts words, characters, and reading time instantly,...
The evolution of AI coding assistants has rapidly shifted from single-prompt chat interactions to autonomous, multi-agent systems. At the forefront of this movement is OpenCode, a terminal-native AI engine built to read, write, test, and debug code directly within your local environment.
While standard AI tools handle simple, isolated edits, solving complex software ti...