synaptiai
Publisher on askill
Guide test-driven development through the Red-Green-Refactor cycle, test quality standards, and test runner discipline. Enforce test-first when tddMode is 'enforce'. Use when implementing features or...
Create pull requests with pre-flight verification, PR body generation, reviewer suggestion, comprehension narrative, and label selection. Handle push and PR creation as Tier 2 operations. Use when pre...
Map each acceptance criterion to a specific verification method, collect evidence during verification, and produce a structured evidence bundle for the verdict judge. Use when verifying implementation...
Guide system design decisions including design-from-functionality, coupling analysis, and C4 model thinking. Use when designing systems, evaluating structural changes, or reviewing architecture decisi...
Address PR review feedback through focused surgical changes with Boy Scout Rule, feedback context recovery, ambiguity handling, pushback criteria, and re-review request patterns. Use when resolving re...
Isolate root causes through structured log analysis, hypothesis testing, and fix validation to prevent symptom-fixing and tunnel vision. Use when any verification step fails, tests break, or debugging...
Create a Perspective Validation Checklist (PVC) report for a change, workflow, schema, or policy. Use when performing socio-technical review, governance review, operational readiness review, or when a...
Request clarification when input is ambiguous. Use when user request has missing parameters, conflicting interpretations, or insufficient constraints for reliable execution.
Produce clear reasoning with assumptions, causal chains, and evidence. Use when clarifying decisions, teaching concepts, justifying recommendations, or documenting rationale.
Determine whether a specific pattern, entity, or condition exists in the given data. Use when searching for patterns, checking existence, validating presence, or finding signals.
Forecast future states or outcomes based on current data and trends. Use when estimating future values, projecting trajectories, forecasting outcomes, or anticipating system behavior.
Create a new artifact (text, code, plan, data) under specified constraints. Use when producing content, writing code, designing solutions, or synthesizing outputs.
Anchor claims to evidence from authoritative sources. Use when validating assertions, establishing provenance, verifying facts, or ensuring claims are supported by evidence.
Split work across subagents with explicit contracts, interfaces, and merge strategies. Use when parallelizing tasks, distributing workload, or orchestrating multi-agent workflows.
Ingest and parse incoming messages, events, or signals into structured form. Use when processing external inputs, handling API responses, parsing webhook payloads, or ingesting sensor data.
Safely undo changes by restoring to a checkpoint. Use when verify fails, errors occur, or explicit undo is requested. Essential for the CAVR pattern recovery.
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