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Σημειώσεις υλοποίησης AI

Το Learn Baciu.com συγκεντρώνει πρακτικό περιεχόμενο για agents, συλλογιστική, ανάκτηση γνώσης, αυτοματοποίηση και ασφαλή λειτουργία συστημάτων AI.

Delivery strategy

How to scope an AI pilot that survives production

Scope the operating model early: data access, evaluation, escalation, ownership, and release controls.

11/5/2026 · 9 ελάχιστη ανάγνωση

Agentic systems

Why agentic systems need escalation design

Autonomy without escalation policy turns small errors into operational incidents.

13/5/2026 · 8 ελάχιστη ανάγνωση

Agentic systems

Designing tool contracts for reliable agent actions

Typed tool interfaces reduce hallucinated actions and make retries safe.

15/5/2026 · 7 ελάχιστη ανάγνωση

Reasoning quality

Counterfactual test suites for reasoning workflows

Test scenario variants before launch to detect brittle reasoning logic.

17/5/2026 · 10 ελάχιστη ανάγνωση

Governance

Evidence packets for human approval

Approval flows work when reviewers get concise context, not raw transcripts.

19/5/2026 · 6 ελάχιστη ανάγνωση

Retrieval operations

Retrieval freshness SLOs and alerting

Knowledge systems need freshness targets, not just index size metrics.

21/5/2026 · 8 ελάχιστη ανάγνωση

Retrieval operations

Permission-aware citation UX patterns

Show evidence safely without leaking restricted content across teams.

22/5/2026 · 7 ελάχιστη ανάγνωση

Process automation

Ticket triage architectures for AI support teams

Classify, route, and escalate tickets with predictable queue behavior.

23/5/2026 · 9 ελάχιστη ανάγνωση

Process automation

SLA escalation graphs for agentic automation

Model SLA risk explicitly and trigger intervention before breaches happen.

24/5/2026 · 8 ελάχιστη ανάγνωση

Platform operations

Model routing policies for cost and latency control

Route tasks by complexity and risk to balance quality, latency, and budget.

25/5/2026 · 8 ελάχιστη ανάγνωση

Platform operations

Observability signals that matter for AI systems

Focus on decision quality and escalation behavior, not token counts alone.

26/5/2026 · 9 ελάχιστη ανάγνωση

Governance

Release gates for prompt and model changes

Treat prompt and model updates like code changes with explicit approvals.

27/5/2026 · 7 ελάχιστη ανάγνωση

Delivery strategy

Operating cadences for AI adoption teams

Weekly rituals convert experimentation into accountable delivery.

28/5/2026 · 6 ελάχιστη ανάγνωση

Delivery strategy

Handoff patterns from build teams to client operators

Operational ownership transfer should be planned as a product milestone.

29/5/2026 · 8 ελάχιστη ανάγνωση

AI economics

The economics of production AI programs

Estimate value with baseline volume, cycle time, exception rate, adoption curve, and operating cost instead of generic AI claims.

30/5/2026 · 10 ελάχιστη ανάγνωση

AI economics

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.

31/5/2026 · 8 ελάχιστη ανάγνωση