KORP AI — working code snippets
Working code companions to our blog posts. MIT licensed, adapt freely.
- 2026-06-12 — knowledge-base prep toolkit (FAQ CSV→JSONL validator + 1-1-1 rule, Thai-aware chunker no-deps, 60-day freshness audit cron-ready, chat-log coverage gap finder, kb_lint.js CI linter, idempotent Qdrant upsert)
- 2026-06-11 — free-tier chatbot survival kit (LINE OA quota watcher + THB overage, true-cost calculator free vs paid, zero-token Thai FAQ router, LINE/Meta webhook dedupe, Gemini/Groq free-tier fallback router, free-tier limits cheat sheet TH 2026)
- 2026-06-09 — chatbot testing / evaluation toolkit (golden-set runner CSV→score, LLM-as-a-judge scorer + Thai rubric, judge calibration agreement checker, prompt-injection red-team suite TH+EN OWASP LLM Top 10, load/concurrency stress harness, Go/No-Go CI gate)
- 2026-06-08 — AI chatbot security stack / OWASP LLM Top 10 2025 (prompt-injection detector TH+EN, input sanitizer + zero-width strip, PII output redactor Thai-ID/Luhn, cross-user firewall กัน IDOR, tool-call allowlist least-privilege, token-bucket rate-limit guard, red-team injection test suite)
- 2026-06-06 — LLM self-host vs API toolkit (TCO calculator API vs self-host, Thai token efficiency estimator, Ollama/vLLM health probe, hybrid local-first router, PDPA data-residency gate, vLLM concurrency/VRAM sizing)
- 2026-06-04 — back-office integration toolkit (LINE webhook signature verify, read-only stock tool-call + TTL cache, order-status cache + token-bucket rate guard, OAuth token auto-refresh, deterministic price guardrail, PDPA hash-chained access log, multi-carrier tracking normalizer)
- 2026-06-03 — chatbot ROI/KPI toolkit (ROI/payback calculator, containment-rate tracker, cost-per-conversation, CSAT logger, monthly KPI rollup)
- 2026-06-02 — token cost & token-saving toolkit (per-conversation/per-month THB calculator, Thai token estimator + 2–3× Thai token tax, sliding-window history trimmer, RAG top-k limiter, prompt-cache key builder, 0-token deterministic FAQ router)
- 2026-06-01 — anti-hallucination guardrail stack (output guardrail regex-first, no-invent-price prompt, confidence-threshold handoff, citation enforcer, PDPA hash-chained audit logger, hallucination eval harness)
- 2026-05-31 — B2B wholesale / distributor / ยี่ปั๊ว chatbot (Thai tax-ID validator, tier price + price-break resolver, credit-term guardrail, reorder-cadence predictor, e-Tax Invoice payload builder, sales-rep territory router, no-invent-prices prompt fragment)
- 2026-05-27 — car dealer / used car lot chatbot (VIN ISO 3779 validator, odometer rollback detect, loan affordability calc, stock-aware reply guard, PDPA credit cleanup 90d, Google Calendar test-drive scheduler, parallel 6-bank loan pre-qual)
- 2026-05-26 — law firm chatbot (ฎีกา citation validator, per-matter privilege firewall, อายุความ swarm, conflict-of-interest checker, privilege-tagged audit log, Lawyers Council fee quote, court date reminder)
- 2026-05-25 — accounting firm chatbot (e-Tax XML validator, PDPA financial vault, deadline swarm 47 tax types, e-Withholding calc, audit trail ม.30)
- 2026-05-24 — logistics chatbot (multi-carrier tracking, Thai address validator, COD reconciliation, SLA breach pre-alert, driver coord)
- 2026-05-23 — travel agency chatbot (visa guardrail, TAT widget, multi-currency lock, group PDPA consent, itinerary prompt, MFA monitor, refund routing)
- 2026-05-22 — auto service / garage chatbot (intent router, insurance claim, parts RAG, symptom guardrail, PDPA plate mask)
- 2026-05-21 — insurance agent / broker chatbot (OIC guardrail, renewal calendar, PDPA, claim intake)
- 2026-05-20 — dental clinic chatbot (guardrail, recall, SSO benefit, ROI)
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