Most general-purpose coding agents (Cursor, Claude Code, etc.) are powerful, but in real jobs not rekated to necessarily to code (researches, creating content, etc.) they can feel random: different structure each run, unclear execution state, weak traceability. That’s exactly why Cognetivy was built: Website: https://cognetivy.com/ Repo: https://github.com/meitarbe/cognetivy We just crossed 2,000+ npm downloads, and shipped a major upgrade focused on one core thing which is making agent execution more deterministic and structured. What that means in practice? • Clear workflow DAGs (instead of free-form drift) • Deterministic next-step/run-state guidance • Better handling of parallel steps • Schema-backed collections for structured outputs • Built-in traceability fields (citations, derived_from, reasoning) • Validation guardrails (including cycle prevention) • Faster setup via templates + auto schema generation Cognetivy is our way of adding that execution backbone on top of general-purpose agents. I’d love to hear where determinism still breaks for you and also Im looking to partner if someone interested to collaborate. submitted by /u/LeadingFarmer3923
Originally posted by u/LeadingFarmer3923 on r/ClaudeCode