company
Venture-backed software delivery platform company offering CI/CD, security, feature-flag, and cloud cost-management tools for DevOps teams.
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Autoheal raised a $7.9 million seed round for a platform that scores a company's AI agents and repairs the weak ones. Its customer evidence so far covers incident investigation, so teams buying it for vulnerability fixes are buying on the pitch alone.
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Harness previewed a Software Factory that holds AI agents to written specifications, plus a Vibe Mode that applies the same development policies to citizen-developer code. The token saving is described as potential.
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The numbers on idle non-production cloud spend reach a dev.to post second hand, and the one audited saving among them, nearly 95 percent, came from switching environments to scale-to-zero. The 27 percent share needs more work before it transfers.
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Workload Identity Federation swaps a downloadable JSON key for three objects that all have to exist before anything works. An InfoQ practitioner reports 120-plus GCP projects on it in six months, and names the gate teams leave open.
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The pitch rests on a claim about your repository rather than about Harness's software, and with a free tier and click-through migration, the expensive part of testing it is the wiring you would have to move.
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The new Code Repository and AI Code Review are built for thousands of simultaneous pull requests, and the design concedes that the slow part of shipping agent-written code was always waiting for a human to look at it.
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New agents scan, triage and open the pull request, leaving a developer to approve. The virtual patching alongside them is the tell: fixes average 50 days, exploits can land in six hours.
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The set runs from AI SAST to virtual patching. Harness has published no customer results, so the case rests on owning the pipeline rather than on detection quality.
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