Skill Claude CodeCodex
The discipline for adding or changing a check in Murmur's CI gate the right way — put it in scripts/ci.sh (the single source of truth), in the correct order, tool-absent-safe, without slowing the iterate loop, and (for a guardrail hook) with a RED-before-GREEN selftest assertion; then confirm GitHub Actions still just…
Skill Claude CodeCodex
Murmur app-wide performance map + a runnable measurement recipe across the Rust->IPC->Angular seam — FE change-detection anti-patterns, Tauri event-vs-Channel + payload windowing, OOM/RAM-pressure guards, deferred startup, the missing [profile.release], and the profiling toolchain. Use when the user reports…
Skill Claude CodeCodex
Run, understand, and debug Murmur's CI — the local scripts/ci.sh gate and the GitHub Actions macOS PR-gate that wraps it. The map of every gate step (receipt/remote enforcement → control-plane audits/selftests → swiftc → clippy → cargo test → cargo audit → cargo deny → cargo build → ng lint → ng build → E2E), how to…
Skill Claude CodeCodex
Deploy, redeploy, monitor, debug, and manage the murmur-server backend (the zero-knowledge E2EE sharing relay) on Railway. The complete, hard-won flow — project/service IDs, the token model, the GraphQL-API-not-CLI approach, deploy/logs/vars/domain/restore, and every gotcha that bit during the first deploy (env-freeze…
Skill Claude CodeCodex
The seam-decision checklist for Murmur — how a new AI capability, model, provider, tool, connector, or surface should fit the existing seams (the SummarizerProvider trait + capability methods, the ONE egress-consent-redaction-ledger seam, the agentic-loop envelope, the gated tool ACI, routing shadow-cutover…
Skill Claude CodeCodex
Tryb kreatywnego śnienia o Murmurze — Codex nasiąka apką, wędruje po necie, kombinuje i WYMYŚLA co możemy dodać, nie jako suchy research tylko swobodne myślenie generatywne oparte o głębokie zrozumienie apki i o to, co akurat przyjdzie do głowy. Rozchodzi się szeroko (dużo dzikich pomysłów), skupia na iskrach, buduje…
Skill Claude CodeCodex
Author and maintain GitHub Actions workflows for THIS repo (Murmur — Tauri 2 Rust + Angular 22, macOS-first, heavy always-compiled ML build). The best-practice patterns tuned to Murmur — macos-14 runner, Swatinem/rust-cache + npm cache + whisper-model cache, SHA-pinned actions resolved live, least-privilege…
Skill Claude CodeCodex
Promote mature Murmur learnings journal entries into an agent's binding Recurring patterns. Use when the user asks to curate lessons, promote repeated learnings, or names an agent learnings file under .claude/learnings/.
Skill Claude CodeCodex
Record one operator-observed lesson in Murmur's compounding learnings journal. Use when the user asks to record a learning or gives input like " : " for .claude/learnings/ .md.
Skill Claude CodeCodex
Deep on-device model-performance context for Murmur on Apple Silicon Metal — the bandwidth-bound mental model, the quant/KV-cache ladder, whisper flash-attn/audioctx/profile discipline, the four crash/leak war stories, residency/RAM math, and the measurement bar. Use whenever a task is about MODEL-level performance /…
Skill Claude CodeCodex
Cut a signed, notarized macOS release of Murmur (Tauri 2 + Angular 22). The exact, proven step-by-step runbook — preflight gates → version bump (+ Cargo.lock sync) → QueaT commit → PR-merge to the murmur trunk (never direct-push) → rustup targets → stop dev → universal build → Developer-ID sign BY IDENTITY HASH (the…
Skill Claude CodeCodex
Obszerny, ugruntowany research w kontekście naszej apki Murmur/brain2 — co możemy dodać, ulepszyć, jak to zrobić technicznie i jak wypadamy vs konkurencja. Rozbija temat na kąty, odpala równolegle subagentów murmur-researcher (web + kod), syntetyzuje i zapisuje raport do docs/research/. Użyj, gdy użytkownik chce…
Skill Claude CodeCodex
The MAP of Murmur's shipped retrieval + agent-memory stack by file:symbol (hybrid fusion, FTS5/vec0 schema, embedding models, the reranker seam, bitemporal facts, consolidation, the entity graph, the eval harness) plus the MEASURED gaps and the load-bearing invariants. Use for any task touching retrieval quality…
Skill Claude CodeCodex
Ship a Murmur feature through scope, isolated implementation, fresh adversarial and required security review, project gates, a QueaT commit, and a PR to murmur. Use the verifier-only Harness for risky, multi-step, or explicitly requested work; ordinary low-risk fixes keep the normal isolated-worktree route.
Skill Claude CodeCodex
Use before cutting a Murmur release (or whenever the user wants the public-facing copy checked/refreshed) to verify the landing page (landing/index.html) and the GitHub repo description still match what the app actually does now, and update them. Diffs the change surface since the last SHIPPED release…
Skill Claude CodeCodex
Run and iterate Murmur locally (Tauri 2.11 + Angular 22 zoneless). The exact dev-run recipe — MURMURDEVDEK/MURMURDEVKEK to avoid keychain prompts, source /.cargo/env, ng on :1420 + MCP on :8765, the cargo test --lib-not-clippy --all-targets inner loop, owner-aware clean relaunch, and reading the boot/abort log. Use…
Agent Claude Code
Anti-false-positive verifier for Murmur. Use AFTER a change is written, to TRY TO BREAK it — run the real gates (cargo test --lib / ng build / ng lint), live-reproduce in a browser against the zoneless Angular app with a mocked Tauri IPC, and hunt for the failure modes this app has actually shipped (sealed-content…
Agent Claude Code
Use as the cross-cutting AI/systems DESIGN authority to decide WHERE a seam goes across the Rust core, Angular FE, and brain — provider/model abstraction, agentic tool-use loop bounds, tool/ACI design, the egress-consent-redaction-ledger firewall, routing, context assembly, a new ingest source or consumption surface.…
Agent Claude Code
Senior Angular-22-zoneless implementer for Murmur's frontend (src/app). Use to build or change FE features — a screen, a signal store, an IPC-backed view, a directive, styling — under Murmur's zoneless/standalone/signals conventions. It reads sibling components first, writes signals-first code that consumes the Tauri…
Agent Claude Code
Use to diagnose or fix app-wide runtime performance across the Rust->IPC->Angular seam — startup latency, Tauri IPC throughput/heap (event vs Channel, un-windowed transcript payloads), OOM/RAM-pressure guards on DB/transcript/WAV allocations, Angular zoneless change-detection storms, O(n) template method bindings…
Agent Claude Code
Designs and maintains Murmur's CI — the local scripts/ci.sh gate (the single source of truth) and the GitHub Actions macOS PR-gate that wraps it. Use when the user wants to add/change/debug a CI step, stand up or fix a workflow, keep the local gate and GitHub Actions in sync, triage a red pipeline, tune…
Agent Claude Code
READ-ONLY adversarial auditor of Murmur's per-folder lock model, crypto, and content-leak paths. Use as the REQUIRED gate before merging any change that touches content reads, exports, encryption, the keychain, MCP, or the lock commands. Audits — is every content read/export gated? does every seal…
Agent Claude Code
Use to design, tune, or debug Murmur's retrieval and agent-memory stack: hybrid FTS5+vector+entity-graph fusion, chunking/contextual-augmentation, embedding-model choice, reranking, bitemporal fact memory, generative-agents consolidation, the RAG eval harness. Trigger on 'why isn't the brain finding X', 'improve…
Agent Claude Code
On-device model-inference specialist for Murmur on Apple Silicon Metal (whisper.cpp ASR, mistralrs GGUF LLM, candle e5/DeBERTa, parakeet live-ASR). Use to tune, harden, or debug the MODEL layer — quantization / KV-cache choices, whisper flash-attn + audioctx sizing, mistralrs prefix-cache correctness, model residency…