Operations that build themselves.
Answer to you.
One prompt assembles the team, the dashboards, the schedules, and the approvals — forging new agents when none fit. You hold the keys for the entire lifecycle.
Autonomy you can steer.
Every operation has six beats. Every beat is yours.
No surprise sends. No runaway costs. No agent doing something you didn't sign off on.
Install what fits. Forge what doesn't.
When the harness reads your outcome, it does three things in parallel — finds the data sources you need, picks the agents from your library and the marketplace, and forges new agents on the spot when nothing fits. The plan lands in your queue before a single line of work runs.
Every forged agent is named, prompted, scoped, and given a brief. Every installed one carries its marketplace pedigree. You see the full team — and the data sources behind it — before you approve.
monitoring_agent
Watches your metrics, fires alerts.
stripe_metric_watcher
Custom — watches MRR + churn deltas.
report_generator
Drafts every digest in your voice.
churn_root_cause
Custom — correlates churn to events.
Every decision, traceable.
While the operation runs, the Glass Box DAG renders every step — the agent picked, the model selected, the tool called, the data read, the artifact produced. Observe → Reason → Act → Verify, four phases per run, narrated line by line.
Click any node to see the full reasoning, the prompt, the tokens spent, the wall-clock time. Replay any run, on any version, forever.
Run · churn-digest · v3
Discovered Stripe events, mapped 4 fields.
Selected line chart with cohort overlay.
Generated config, attached to dashboard.
Ran eval suite. All checks passed.
Five levers. Always yours.
Every running operation surfaces the same five controls. Available on every agent, every swarm, every schedule.
Pause
Halt any agent, any swarm, any schedule. Resume when ready.
Edit
Change the prompt, swap the model, retune the tools. The next run picks up the edit.
Fork
Spin a variant off any agent or operation. Keep both. A/B them.
Approve
Every action that crosses an org boundary waits for you. Reasoning attached.
Retire
Operations end on your call. The audit trail stays.
Multiple minds. One thread.
Mention two or more agents in the command bar and they round-robin on the question. Debate, disagree, converge. You see every position and the final synthesis.
Useful for the hard calls — pricing decisions, architecture trade-offs, legal red-flag reviews. No single agent has the last word.
@advisory_product @advisory_engineering @advisory_finance
advisory_product
Ship the freemium tier. Acquisition lever is too strong to ignore.
advisory_engineering
Freemium doubles our infra cost. We need usage caps.
advisory_finance
Caps at the 80th percentile. Margin stays above 65%.
general
Synthesis: ship freemium with caps. Reconsider at 10k users.
Agents that remember.
Four layers of memory. Every conversation, every document, every workflow your agents touch — searchable, inspectable, yours.
Working
Per-user preferences, agent stats, recent query patterns. Loaded into every conversation.
Episodic & Semantic
Every conversation distilled into reusable rules and lessons. Vector-indexed and recalled when relevant.
Procedural & RAG Vault
Learned workflows and your private knowledge base. Search any document your org has ever ingested.
Say "always use UTC timestamps" once. It becomes an organization rule — injected into every future conversation, for every team member, permanently. Inspect, edit, or delete any memory at any time.
Every agent graded.
Every agent in the catalog — installed or forged — runs through a five-layer eval suite before it ships. LLM-as-judge graders score every artifact against a rubric. Every change re-runs the suite. Every regression is blocked at the merge.
No black boxes. No trust me.
Spin one up.
Describe the outcome. Keep the controls.