sourabhJainR
@sourabhJainR
Public Skills
Agency Runtime v8 — AI Coding Orchestrator Integration
by sourabhJainR
The bridge never executes commands and never grants permissions. Tool calls, credentials, network access, mutation ordering, and external side effects remain host responsibilities.
research
by sourabhJainR
Conduct bounded engineering research using repository evidence, external sources when available, explicit unknowns and a reusable evidence package.
resolving-merge-conflicts
by sourabhJainR
Resolve an in-progress git merge or rebase conflict using repository evidence, preserving intent and verifying the resulting state.
prototype
by sourabhJainR
Build a small disposable experiment to answer a concrete engineering question without silently becoming production architecture.
interactive-documentation
by sourabhJainR
Turn repository-backed architecture, workflow, sequence, data-flow, and lifecycle evidence into a self-contained interactive HTML document with search, focus, relationship tracing, theme switching, and export-friendly views.
agency-specialist-orchestrator
by sourabhJainR
Route work through specialist agents using evidence, explicit deliverables, bounded execution and independent quality review.
retro
by sourabhJainR
Retrospect on an engineering session and turn observed failure patterns into bounded, verifiable improvements to the AUREN environment.
ai-coding-orchestrator
by sourabhJainR
Repository-aware AI coding workflow for research, implementation, review, verification, visual documentation, and safe rollout.
ai-coding-orchestrator
by sourabhJainR
Repository-aware AI coding workflow for research, implementation, review, verification, visual documentation, and safe rollout.
ai-coding-orchestrator
by sourabhJainR
Repository-aware AI coding workflow for research, implementation, review, verification, visual documentation, and safe rollout.
improve-codebase-architecture
by sourabhJainR
Survey recent or high-friction areas for deepening opportunities, render evidence-backed visual documentation, and route a selected candidate through the existing engineering flow.
engineering-router
by sourabhJainR
Route engineering work to the smallest appropriate repository-native skill flow.
to-tickets
by sourabhJainR
Decompose a spec into small, independently verifiable tracer-bullet work units with explicit blocking relationships.
to-spec
by sourabhJainR
Turn an agreed engineering conversation into a durable implementation spec tied to repository evidence and acceptance checks.
implement
by sourabhJainR
Implement an approved spec or ticket with vertical slices, repository-native verification, and review gates.
grill-with-docs
by sourabhJainR
Resolve ambiguous engineering intent through focused questions while leaving a durable, repository-native decision trail.
domain-modeling
by sourabhJainR
Keep domain terms precise, resolve overloaded concepts, and record durable vocabulary decisions.
codebase-design
by sourabhJainR
Design maintainable module shapes using depth, locality, seams, interfaces, and adapters without adding speculative layers.
diagnosing-bugs
by sourabhJainR
Diagnose difficult bugs with a tight failing feedback loop, minimal fix, regression test, and provenance-backed verification.
code-review
by sourabhJainR
Review a change against repository standards and its originating requirements as separate axes.
tdd
by sourabhJainR
Test-first development for new behavior and bug fixes at stable public seams.
Agency Runtime v12 — graph-aware retrieval
by sourabhJainR
v11 deterministic retrieval/answer metrics remain compatible. Graph expansion improves the evidence set but does not bypass faithfulness, regression, release or provenance gates.
agency-runtime-v11
by sourabhJainR
Ragas-inspired, evidence-first codebase retrieval and evaluation for efficient coding.
agency-runtime-v10
by sourabhJainR
Benchmark-driven feedback and adaptive planning layered on Agency Runtime v9.