Three pains every sales and BD team hits weekly. Each one is what your reps actually complain about, not what a feature page would call them.
Senior engineers spend ten to fifteen hours a week on review queues and on-call triage instead of shipping the roadmap.
Security audits and SOC 2 windows stall for weeks because nobody has time to map controls, threat-model the diff, or pull evidence from CI logs.
A 2 a.m. incident burns a sprint of context because the post-mortem is written from memory three days later and the next on-call repeats the same mistake.
Every pipeline below is a shape you wire on the canvas using the crew and tools further down. Not a feature we ship for you, a pattern you configure.
On PR open, route Rust and Python files to RustPythonEngineer, React files to FrontendEngineer, and contracts to SmartContractExpert. Each persona drafts inline comments grounded in Static context, and the HITL gate blocks posting until a maintainer approves.
Run the ten-item OWASP checklist across the diff and the last 90 days of merges. SecurityAuditor cites CWE numbers and writes the attack scenario, then the rag_retrieve tool pulls matching evidence from CI logs into one audit packet.
PerformanceExpert applies the USE method to each service, HFTQuantDev ranks fixes by expected gain and effort, and Cross-run memory carries last week's hotspot list so resolved items drop off and regressions surface at the top.
Given a one-line problem statement, TechLead drafts the RFC with context, options, tradeoffs, and a recommendation. The rag_retrieve tool pulls precedent from past ADRs in the knowledge store so the proposal matches house style.
BackendEngineer maps every caller of the old API, RustPythonEngineer drafts the codemod, TechLead slices the work into ticketed phases. Scoped repo tools stay read-only, so the migration plan is written before a single file is touched.
When the incident channel resolves, DevOpsEngineer pulls logs and timeline, TechLead drafts the five-whys and action items, and replay lets the on-call walk every agent step back to a tool call. The Notion write is HITL gated.
Real personas from the tech_team crew. Each ships with a tuned system prompt and a default tool allowlist. Swap models per persona on the canvas.
Synthesizes findings from every specialist into a sprint plan with named owners, day-level deadlines, and measurable success criteria.
Reviews Rust and Python code for unwrap risk, hot-loop allocations, FFI overhead, and tokio blocking calls that would crash a 24/7 service.
Audits REST and WebSocket integrations, retry logic, decimal precision, and reconciliation coverage so state never drifts silently.
Runs the ten-item OWASP checklist against the diff, flags CWE numbers, and writes the step-by-step attack path before recommending a fix.
Applies the USE method to every component, estimates p50, p95, p99, and ranks the three highest-ROI hotspots with expected gain and measurement method.
Profiles the signal-to-order path against a documented latency budget and proposes ranked optimizations with effort and verification steps.
Scores the SRE posture across CI/CD, secrets, observability, DR, and alerts, naming the runbook gaps that would extend the next outage.
Reviews React components for stale closures, missing memoization, WebSocket leaks, and bundle bloat against fixed performance budgets.
Audits trader-facing screens for data-ink ratio, fast-scan effectiveness, keyboard coverage, and WCAG AA contrast.
Audits onchain interactions across EVM, Cosmos, Solana, NEAR, and Sui, scoring reentrancy, oracle, MEV, and bridge risk in audit-firm format.
Every tool below is a real shared tool from the Melaya bundle. Allowlist per agent; HITL-gate the writes; revoke any of them in one click.
Read-only access to the repo so RustPythonEngineer and FrontendEngineer can pull the diff, blame a line, and grep for patterns. No writes, so nothing ships without a separate HITL-gated step.
Pull merge requests, project metadata, and file contents from GitLab so the review crew works against the real diff. Read-only by design; comments and approvals route through a separate HITL gate.
Same review surface for teams on Codeberg or self-hosted Gitea. Reads only. The agent drafts the review, an engineer posts it.
Resolve dependency metadata, last-publish date, and download counts so SecurityAuditor can flag stale or abandoned packages in the diff. Read-only fetches against public registries.
Read cluster state, pull pod logs, and stage manifest changes for DevOpsEngineer's runbooks. k8s_apply and aws_cli writes are HITL gated by default so no rollout happens without an SRE approving.
File the action items TechLead produced as Jira or Linear tickets with owners and deadlines, and drop the post-mortem into Notion. Every create call is HITL gated so titles and assignees are reviewed before the ticket exists.
Build the per-workflow knowledge store from ADRs, past post-mortems, coding standards, and security playbooks. Feeds all three knowledge layers for every persona on the crew.
Push the synthesized review summary or incident timeline to the on-call channel. Sends are HITL gated so the wording is approved before the room sees it.
Every pipeline ships with three layers of knowledge access. Mix and match per agent on the canvas. No shared vector space with another tenant, no surprise reads, no opaque retrieval.
includeContextPer-pipeline documents appended to specific agents' input on every run. The ICP brief, playbook, pricing sheet, or won-deal email corpus. Whatever needs to be there before the agent thinks. You pick which personas get which docs.
rag_retrieveA scoped tool granted per-agent. When the agent decides it needs more depth, it queries the workflow's vector store on demand. Same knowledge base as Static context, accessed only when the model asks for it.
pipeline_memoryPipeline-level state that carries from one run to the next. Yesterday's research is in scope for today's follow-up. The crew remembers what it already prospected, what got approved, what was sent. The audit log is the second-order knowledge base.
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