Cycode's new agentic code scanning decides per commit whether to send your diff to a frontier model…
cycode's new agentic code scanning decides per commit whether to send your diff to a frontier model or to deterministic rules. lior levy said nobody got into appsec to become a model economist. that line is the entire 2026 dev-tools pitch in nine words — the team shipping the agent is no longer the team paying for the agent.
your ci bill this quarter is not a security problem, it is a routing problem and the routing is now someone else's product.
Context
Cycode's press release of 1 September 2026 says Agentic Code Scanning runs deterministic and agentic analysis as one system that decides which engine runs where, and quotes co-founder and CEO Lior Levy: Nobody got into application security to become a model economist. It reports tests on ten repositories across six languages pinned to exact commits, six real apps at published CVEs and four deliberately vulnerable apps. Cycode's blog, updated 1 September 2026, describes tiers from always-on deterministic SAST to agentic scanning, and claims two authorization CVEs found with an affordable open-weights model.
The results are vendor-reported. The exact phrase per commit, deciding whether to send a diff to a frontier model, was not found; the sources describe deciding what runs where, so per commit is the note's paraphrase. The release is dated 1 September, so it was not new on 7 September. That the CI bill is a routing problem and the routing is someone else's product is the author's opinion.
Related work
- The token dilemma (Cycode, 10 Jun 2026) ↗Snippet only.
Watch next
- Cycode's benchmark method and the open-weights model it names.
Sources
Provenance
The note above is reproduced unedited from the original post, first published on Threads on 7 September 2026 at 11:04 IST. Sources are the papers and datasets the note draws on.
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