Build a football-data agent that turns transfer-market noise into scout-ready alerts
A constrained pipeline turns raw transfer updates into scout-ready alerts: allowlist sources, dedupe events, and sign off before publishing.
A constrained pipeline turns raw transfer updates into scout-ready alerts: allowlist sources, dedupe events, and sign off before publishing.
Build a read-only Binance inflow monitor with sandboxed inference, a risk-flag schema, a kill switch, and an audit log.
An agent is production-ready only when its permissions, spend, approvals, logs, rollback, and incident response are explicit and enforceable.
A vendor's loss stack shows why autonomy claims fail when projects, churn, and slow cash dominate.
A production agent goal loop ships when success is a testable contract, not a model claim: define gates, retries, and audit trails before the run.
Agent swarms fail when identity, egress, and blast radius are missing, so operators need a minimum control set for tool-enabled agents.
Generation quality is not the risk. The risk is an agent pulling a competitor price, calling it yours, and shipping it before a human sees the source.
Treat the new prebuilt sales skills as a stage-based execution layer, and build custom only when the CRM cannot enforce the action.
High agent PR volume is manageable when a fork has a hard compatibility suite, a divergence ledger, and explicit human review gates.
Treat agents as non-human principals: issue scoped, short-lived credentials, record delegation chains, and revoke by identity before expiry.
Start with 232 tools and 44 skills: check tool exposure, encode the skill, and verify output against the criteria you set.
Treat the 37 prebuilt sales skills as a pattern library, then audit each one for stage, owner, trigger, data, rule, and KPI.
Control task framing, tool contracts, memory hygiene, and evals before release; the harness is the production control surface.
Production AI workers need their own identities, task-scoped tokens, and revocable audit trails instead of borrowed human logins.
A five-step session checklist for work tools and skills: inventory, classify, scope, verify, hand off.
Before launch, verify context, tool contracts, permissions, memory, evals, traces, and escalation; after launch, review traces and update the failing control.
A Skyways Air Services price-alert agent should fetch the NSE quote, verify it against a second feed, and alert only when the verified price crosses an operator-set threshold.