173 patterns from real production sites
Every security gap, SEO miss, and performance issue we've learned across the network. Each pattern has a trigger, a proven fix, and a confidence score. Free to browse.
opt_project_standard
Coklu proje VPS'te /opt/<snake_case>/ standardini kullan: code/, logs/, locks/, .env (chmod 600). /root/ veya /home altinda proje koyma.
flock_concurrency_protection
Cron icin flock -n /opt/<project>/locks/<job>.lock zorunlu. Uzun calismakta olan cron tekrar tetiklenince paralel calismayi engeller. -n nonblocking exit 1.
logrotate_required_before_cron
/etc/logrotate.d/<project>: daily, rotate 14, compress, size 50M. Log rotation kurulmadan cron yasak disk dolar.
turkish_ascii_google_maps
Google Maps Turkce REQUEST_DENIED ASCII transliteration cozum
context_isolation_per_category
Main agent only routes. Each sub-agent loads only its category patterns (max 8 in context). No compaction, stable quality.
Next.js 16 Turbopack cannot bundle packages doing fs.readdirSync + dynamic require() (e.g. iyzipay)
Add the package to next.config.ts serverExternalPackages array
subagent_3tier_routing_works
Keyword (free) + alias (free) + LLM fallback cascade gives 100 percent routing accuracy. 87 percent queries solved free-tier. 0.0007 USD end-to-end.
speed_to_lead
Leadlerin %80i ilk cevap verene gider otomatik yanit kritik
anomaly_4_check
bounce_rate daily_limit zero_leads zero_replies kontrolleri
Node pg client connecting to Supabase pooler fails with cert chain error
Pass ssl: { rejectUnauthorized: false } in pg.Client options — Supabase pooler cert chain not in Node default trust store
compose_project_name_override
Docker compose dizin adini container prefix yapar. /opt/site_1/code dizininden compose => code-backend-1. .env'e COMPOSE_PROJECT_NAME=site_2 ekle => site_3-backend-1.
cron_section_header_multi_project
Coklu proje crontab icin section header gerekli. # PROJECT: <name>, # DIR: /opt/<name>, # LOGS: /opt/<name>/logs/. Hangi cron hangi projeye ait belli olur.
vtt_pipeline_scaled
VTT temizleme pipeline 17 video icin sorunsuz calisti. Kategorilere ayrilmis klasor yapisi (transkriptler/personal_assistant/) etkili.
react_loop_universal
Reason -> Act -> Observe dongusu tum modern agent sistemlerin temeli. LangGraph ile uygulamak en pratigi.
beta_bernoulli_pattern_confidence
Counter yerine Beta posterior. 4 success/6 fail = 0.42 (Beta) vs 0.10 (counter)
rag_to_tool_fallback
Agent bilmiyorsa once vektor DB sor, bulamazsa web search tool tetikle, sonucu DB ye kaydet.
index_routing_in_claude_md
Ana claude.md dosyasi 150 satiri gecmemeli. Icerik klasoru icindekiler gibi kurgulanmali. Token tasarrufu %80.
isotonic_calibration_per_signal
Her signal icin ayri isotonic regression. Embedding model degisince cutoff degisir
Need to update aggregate stats (rating_avg, total_reviews) on child table changes
AFTER INSERT/UPDATE/DELETE trigger marked SECURITY DEFINER; compute fresh aggregate and update parent
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