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AI Hallucinations in Software Engineering: GitHits Raises $1.75M to Build the “Google for Code”

Why AI Coding Agents Struggle With Open-Source Dependencies and How GitHits Uses Context Engineering to Fix LLM Hallucinations

byStewart Rogers
June 16, 2026
in News, Artificial Intelligence
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AI coding agents possess a glaring flaw. They are spectacular at navigating your local repository, yet they fall off a cliff the moment they hit the edge of your codebase. Modern software relies on a massive, tangled web of frameworks, libraries, and SDKs. When an agent cannot inspect these dependencies, it resorts to hallucination. It fabricates plausible-looking syntax that crashes spectacularly at runtime, trapping developers in infuriating retry loops and vaporizing token budgets.

GitHits wants to end this guessing game. The startup launched the beta version of its version-aware open-source code index today, armed with $1.75 million in pre-seed funding.

The funding round was led by Finnish venture capital firm Vendep Capital, with participation from Estonian VC Trind. High-profile angel investors also backed the round, including Silo AI founder Peter Sarlin, Edge Impulse founder Zach Shelby, and LlamaIndex co-founder Jerry Liu.

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Code Search Built for Machines

Instead of competing with foundational AI models or developer tools like Claude Code and Cursor, GitHits acts as an infrastructure layer. The platform indexes public open-source code to provide deterministic context for AI agents.

The concept addresses a distinct gap left by general-purpose AI search engines. For instance, US-based Exa recently secured a $250 million Series C valuation to build a broad search engine for AI. GitHits, by contrast, focuses entirely on deep code intelligence. Its tooling allows agents to pull working examples of open-source implementations and scrutinize software components for underlying vulnerabilities.

“OpenAI, Anthropic, and Google have left a gap in the market,” says CTO Olli-Pekka Heinisuo. “GitHits doesn’t compete with Codex, Claude Code, or Cursor, but complements them by bringing open-source code as context for agents to end retry loops and reduce token consumption.”

From Mars to the Command Line

The genesis of GitHits stems from Heinisuo’s tenure at AI consulting firm Softlandia. Frustrated by repeatedly teaching colleagues manual workarounds for tracking open-source quirks, he realized the workflow could be automated using an AI-native index.

Heinisuo brings significant open-source credibility to the project. He previously developed opencv-python, a package boasting over 100 million downloads that NASA utilized for its Ingenuity helicopter missions on Mars.

Recognizing the potential, colleague Jaakko Timonen joined Heinisuo to orchestrate a spin-out from Softlandia Venture Studio. Formed in October 2025, GitHits Inc. acquired the product rights from Softlandia, with the studio reinvesting back into the newly minted entity.

“Our vision is to index all public open-source code. With this funding, we are launching the beta version of the product today, and the first commercial version later this year,” says CEO Jaakko Timonen.

The distributed six-person team spans Finland, the United States, Argentina, and Pakistan. The leadership group features a mix of enterprise and startup experience. Chief Executive Officer Jaakko Timonen previously founded the consumer complaint resolution platform NoNoNo.com. Chief Technology Officer Olli-Pekka Heinisuo is an open-source veteran and Softlandia co-founder. Chief Architect Juha Litola previously led an engineering team at Finnish unicorn Smartly, while Chief Product Officer Nathan Burg has guided AI teams at four previous startups.

The pedigree of this technical team proved to be the primary catalyst for early institutional backing.

“We’d been watching GitHits since it was just an idea, and what convinced us was the team that formed around it,” says Timo Felin, Partner at Vendep Capital. “Olli-Pekka is a quiet legend in open source and has lived inside this problem for years.”

The Roadmap

The startup plans to ingest and index every public open-source repository in existence. The fresh injection of capital will fund ongoing development through the launch of a commercial version scheduled for release later this year.

Developers looking to test the infrastructure can access the free beta version of the GitHits CLI tool, which went live today on Product Hunt.

This article originally appeared on Hackernoon and is republished with permission.

Tags: AIAI agentsCodingGitHitshallucinations

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