calyx
We implement Calyx as an organizational reasoning layer for AI-assisted software teams.
Not chat logging. Not transcript extraction.
We help teams capture, distill, and reuse decision-quality thinking so the "why" behind shipped work becomes durable and reviewable.
Calyx captures the decision knowledge AI-enabled teams leave on the table
Most teams adopting AI ship faster but lose decision context: tradeoffs, rejected options, and binding assumptions disappear into sessions. We implement Calyx so that reasoning compounds instead of dissipating.
Our approach is Cursor-first and Git-native:
capture signals from day-to-day engineering flow
distill them into reasoning logs and ADRs
enforce evidence requirements for high-impact changes
run lightweight governance to catch drift before rework
What this gives clients
clearer decision provenance on major changes
faster answers to "why did we do this?"
lower architectural drift across teams and projects
reusable knowledge that survives personnel and tool changes
How we work
install and verify capture/quality plumbing in the repo
set policy mode (learn -> guided -> guardrail) based on team maturity
add weekly report-first governance (not heavy process)
keep knowledge boundaries explicit: project, org, and promotable patterns
Boundaries
Calyx is stewardship, not extraction:
no mandate to store raw transcript exhaust
no surveillance-style behavioral scoring by default
sanitization before cross-project/org reuse
Get Calyx on GitHub
Stop losing the “why” behind shipped work. Calyx turns session output into durable decision memory your team can reuse.