Autonomous Issue Scout loop for Kubernetes OSS contributions.
Over-the-air software update system design and implementation
Produce a complete OTA update system design — partition layout, update flow, rollback conditions, validation checks, fleet management…
Automatically converge from goal to A-grade Seed and execute it
Check session status and measure goal drift
Generate a PM through guided PM-focused interview with automatic question classification.
Guided onboarding wizard for Ouroboros setup
First-touch experience for new Ouroboros users
First-touch experience for new Ouroboros users
Audit first-party B2B outbound cohorts and calculate channel-correct funnel conversion, leakage, fully loaded CAC, first-year gross…
Optimize outbound sales sequences by diagnosing metrics, identifying problems, invoking outbound-sequences skill, and validating…
LOAD BEFORE staging ANY outbound message in any lane — opening a compose window, editing or pasting a draft, clicking compose controls…
Transactional outbox pattern for reliable event publishing.
Outcome KPI definition methodology - synthesizes Who Does What By How Much (Gothelf/Seiden), Running Lean (Maurya), and Measure What…
Apply during planned rewrites and migrations with explicit phase boundaries.
Transform output-based feature lists into outcome-driven Now/Next/Later roadmaps using the "so what?" technique.
Build or extend a course outline in your format, from class notes and casebook.
Internal skill used by writing-outline at exit gate.
Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers…
Prevent placeholders, truncated code, and half-finished agent outputs.
Techniques for getting varied, non-repetitive outputs from repeated LLM calls.