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Tura
Macro execution for fewer coding-agent turns
New 60-task benchmark and reproducible scripts: Tura groups deterministic repository work—environment checks, patches, builds, tests, lint and media inspection—into reusable macros. Macro Direct passed 39/60 tasks in 969 rounds versus Codex CLI Medium at 38/60 in 3,140 rounds. Adding backward reasoning reached 48/60. Open source, with the dataset, logs and methodology published.
Hi Product Hunt — I maintain Tura. This update is about evidence, not just a token-saving claim. We ran the same 60 long-horizon tasks across Macro Direct, Macro + backward reasoning, Codex CLI Medium and High, counting failures, retries, total rounds and observed tokens. The result that surprised me: Direct nearly matched Medium's pass rate (39 vs 38) with 969 vs 3,140 rounds, while backward reasoning raised the pass count to 48 but cost more. Repo and benchmark scripts are public. I'd especially value feedback on whether cost per successful task is the right denominator.
About Tura on Product Hunt
“Macro execution for fewer coding-agent turns”
Tura was submitted on Product Hunt and earned 0 upvotes and 7 comments, placing #151 on the daily leaderboard. New 60-task benchmark and reproducible scripts: Tura groups deterministic repository work—environment checks, patches, builds, tests, lint and media inspection—into reusable macros. Macro Direct passed 39/60 tasks in 969 rounds versus Codex CLI Medium at 38/60 in 3,140 rounds. Adding backward reasoning reached 48/60. Open source, with the dataset, logs and methodology published.
On the analytics side, Tura competes within Developer Tools and Artificial Intelligence — topics that collectively have 990.5k followers on Product Hunt. The dashboard above tracks how Tura performed against the three products that launched closest to it on the same day.
Who hunted Tura?
Tura was hunted by yohji1984. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Tura including community comment highlights and product details, visit the product overview.
yohji1984