博客
AI implementation notes
Learn Baciu.com 汇集了关于智能体、推理、知识检索、自动化与 AI 系统安全运营的实用内容。
Benchmarks that matter after AI go-live
Track resolution share, reviewer load, exception recovery, unit cost, latency, and quality deltas once the system is live.
2026/5/31 · 8 min read
AI economicsThe economics of production AI programs
Estimate value with baseline volume, cycle time, exception rate, adoption curve, and operating cost instead of generic AI claims.
2026/5/30 · 10 min read
Delivery strategyHandoff patterns from build teams to client operators
Operational ownership transfer should be planned as a product milestone.
2026/5/29 · 8 min read
Delivery strategyOperating cadences for AI adoption teams
Weekly rituals convert experimentation into accountable delivery.
2026/5/28 · 6 min read
GovernanceRelease gates for prompt and model changes
Treat prompt and model updates like code changes with explicit approvals.
2026/5/27 · 7 min read
Platform operationsObservability signals that matter for AI systems
Focus on decision quality and escalation behavior, not token counts alone.
2026/5/26 · 9 min read
Platform operationsModel routing policies for cost and latency control
Route tasks by complexity and risk to balance quality, latency, and budget.
2026/5/25 · 8 min read
Process automationSLA escalation graphs for agentic automation
Model SLA risk explicitly and trigger intervention before breaches happen.
2026/5/24 · 8 min read
Process automationTicket triage architectures for AI support teams
Classify, route, and escalate tickets with predictable queue behavior.
2026/5/23 · 9 min read
Retrieval operationsPermission-aware citation UX patterns
Show evidence safely without leaking restricted content across teams.
2026/5/22 · 7 min read
Retrieval operationsRetrieval freshness SLOs and alerting
Knowledge systems need freshness targets, not just index size metrics.
2026/5/21 · 8 min read
GovernanceEvidence packets for human approval
Approval flows work when reviewers get concise context, not raw transcripts.
2026/5/19 · 6 min read
Reasoning qualityCounterfactual test suites for reasoning workflows
Test scenario variants before launch to detect brittle reasoning logic.
2026/5/17 · 10 min read
Agentic systemsDesigning tool contracts for reliable agent actions
Typed tool interfaces reduce hallucinated actions and make retries safe.
2026/5/15 · 7 min read
Agentic systemsWhy agentic systems need escalation design
Autonomy without escalation policy turns small errors into operational incidents.
2026/5/13 · 8 min read
Delivery strategyHow to scope an AI pilot that survives production
Scope the operating model early: data access, evaluation, escalation, ownership, and release controls.
2026/5/11 · 9 min read