Guides, articles and release notes.

Everything we've written about running, extending and understanding Niki — from your first verified branch to per-agent provider tuning.

the library

Architecture deep-dives and design reasoning — why four agents, and why independence is enforceable.

Every release, generated from GitHub Releases — what shipped, what changed, what got fixed.

Step-by-step walkthroughs — first verified branch, provider mixing, sandbox setup.

Real task descriptions that run well through the pipeline, with what each agent produces.

How Niki audits its own claims — the seeded-defect harness and disclosure manifests.

The full reference: pipeline, sandboxing, providers, CLI, configuration.

The 0.7.0 release ships plan-first workflows, oracle-integrity testing, hard-enforced spend caps, and a stable JSON contract for automation.

Confirmation bias, context drift and the babysitting tax are structural failures of single-agent loops. Independence is the fix.