Notes on automating carefully.
Research papers, architectural deep-dives, and production retrospectives on building autonomous AI operations that humans can inspect, verify, and reverse.
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Writing a playbook your auditors will actually like
How to author deterministic plain-language playbooks with source attribution so your next SOX audit feels like routine reading.
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How Parallel Freight closes the books in three days
Parallel Freight eliminated 84 hours of manual ledger reconciliation across 6 billing systems using policy-governed finance agents.
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Rollback, explained: undoing work across five systems at once
Under the hood of Synthora's transaction journal. How we snapshot state, handle idempotency, and revert multi-database writes safely.
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Designing human-in-the-loop: when confidence scores deceive
Why LLM self-confidence metrics are poorly calibrated on out-of-distribution tabular data, and how multi-system verification resolves the gap.
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Benchmarking agent speed vs LLM latency in production
Real-world latency profiles across NetSuite, Salesforce, Slack, and Stripe webhooks. How speculative verification keeps execution under 2 seconds.
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Zero black boxes: compliance readiness in fintech operations
The legal framework for autonomous financial software under emerging EU AI Act and US FTC guidance. How to guarantee explainability.
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