Kihagyás

11-wiki/ — Desztillált tudás master-INDEX#

125 evergreen wiki-cikk, 9 témakörbe rendezve. Karpathy LLM-Wiki minta szerinti wiki-réteg — saját szavakkal átírt tudás, AI-agent-kompatibilis. A nyers források a 10-raw/-ban maradnak referenciának, a tudás itt kristályosodik ki.

[!tip] Navigációs tipp Ha keresel valamit: Ctrl+F ezen az oldalon, vagy nézd meg a témakör-térképet alább. Új ide? Kezdd a vault-design szakasszal.

Témakörök#

  1. Vault-design és Karpathy-réteg — 8 cikk
  2. SV AGI roadmap — 9 cikk
  3. AI-engineering — crystallization + automation — 28 cikk
  4. LLM-evaluation + cost-optimization — 12 cikk
  5. Multi-agent + tool composition — 10 cikk
  6. Knowledge graph + Memgraph + retrieval — 9 cikk
  7. Web-dev gotchas (Next.js / WP / frontend) — 23 cikk
  8. Infra + DevOps + server hardening — 12 cikk
  9. AI tooling, research + scraping — 9 cikk
  10. Projekt-specifikus playbookok — 7 cikk

1. Vault-design és Karpathy-réteg#

A vault szervezésének elveit dokumentáló cikkek. Ide kezdj ha új vagy.

Wiki Abstract Tags
Karpathy-LLM-Wiki-pattern Karpathy 2026-os LLM Wiki minta: raw/ + wiki/ + agent-vault hármas réteg, compilation > retrieval vault-design, rag
Johnny-Decimal-prefix Mappa-prefix konvenció (00-Meta, 01-Daily, …) — miért és hogyan vault-design, naming
Kepano-File-over-App-filozofia Steph Ango "File over App" elve — markdown szövegréteg agent-kompatibilis vault-design, philosophy
11.11-session-protokoll A /11.11* parancs-család és a session-fájl séma, crystallization workflow agents, session
Auto-context-loading Session-start aggressive pre-load (~15-20K token) — projekt-detektálás + 5 layer agents, context
Crystallization-protocol Session-stop propagáció: Learnings → ADR/wiki/glossary/memory/projekt agents, crystallization
agent-vault-setup-playbook Step-by-step telepítés új gépre (Mac + VS Code Claude Code): symlinkek, skillek, 11.11 scriptek playbook, onboarding
Auto-context-loading Detail elsőként projekt detekt, 5 layer load, ~15-20K token context

2. Superintelligent Vault — 8-tengelyű AGI roadmap#

Phase A + A+ + B research master és a 8 tengely wiki-cikkei.

Wiki Abstract Tags
superintelligent-vault-research 8-tengelyű evolúciós research master index, Phase A + A+ + B 8 sprint-ADR agi, master-index
sv-01-memory-architecture SV-1: MemGPT-style 5-rétegű memóriaarchitektúra, working+top-K episodic+semantic agi, memory, rag
sv-02-recursive-self-improvement SV-2: GEPA real Pareto optimizer, $0 cost, 0.541→0.619 score improvement agi, rsi, prompt-evolution
sv-03-multi-agent-orchestration SV-3: Multi-agent orchestration, subagent-fanout patternek agi, multi-agent
sv-04-tool-composition SV-4: MCP, skill library, tool composition primitivek agi, tool-use, mcp
sv-05-crystallization-automation SV-5: RLAIF, constitutional AI, self-rewarding crystallization agi, crystallization
sv-06-world-model-knowledge-graph SV-6: Memgraph CE 3.9.0 native vector-index + GraphRAG agi, knowledge-graph
sv-07-continuous-evaluation SV-7: Continuous evaluation, benchmark, NLI cascade agi, evaluation
sv-08-notebooklm-cognitive-layer SV-8: NotebookLM mint külső kognitív réteg agi, notebooklm

3. AI-engineering pattern-ek + crystallization automation#

Evergreen pattern-ek amelyeket bárhol használhatsz: safety-gating, rollback, automation.

Wiki Abstract Tags
crystallize-threshold-ramp 11.11crystallize threshold ramp protocol (shadow 1.0 → 0.95 → 0.85) crystallize, ramp, safety
auto-propagation-confidence-gate Auto-propagation confidence-gate (high-conf → auto, low → batch-preview) automation, safety
batch-preview-confirmation-pattern Batch-preview confirmation pattern (összes javaslat egyben + user-OK) ux, propagation, safety
backout-trigger-pattern Backout-trigger pattern (auto-revert ha metric drop) pattern, rollback, monitoring
rollback-revert-strategy-tiers Rollback / revert stratégia tier-ek (force / sandbox / soft) safety, recovery
sandbox-branch-mutation-isolation Sandbox-branch mutation isolation (apply csak crystallize-sandbox-* branchen) safety, git, isolation
multi-layer-safety-gate Multi-layer safety-gate (4-rétegű: ENV + script + git-hook + Critic) safety, playbook
env-flag-default-disabled-gate ENV-flag default-disabled gate (opt-in, NEM default-on) safety, opt-in, rollout
hot-reload-config-pattern Hot-reload config (no-restart threshold-update) operability
audit-log-append-only-pattern Audit-log append-only (no-overwrite, no-delete) safety, observability
audit-md-self-referential-loop Audit-MD self-referential loop false-positive elkerülés (recurring jobs) vault-integrity, false-positive
verification-step-before-claim Verifikációs lépés állítás előtt (anti-hallucination disciplin) eval, discipline
ai-prompt-fidelity-locks AI prompt fidelity locks (image-compositing prompt-leakage) ai, prompts, image-gen
markdown-image-url-data-exfiltration Markdown-image URL injection — privát adat-kiszivárogtatás LLM output-ból security, prompt-injection
skill-metadata-catalog-pattern Skill-metadata catalog (progressive-disclosure agent-skill-loader) agent, skill-management
claude-code-subagent-fanout Subagent-fanout playbook ($0 cost, 8× parallel bulk-LLM-mutáció) claude-code, subagent
subagent-fanout-context-aware-classification Subagent-fanout context-aware classification (NER, entity-typing) subagent-fanout, classification
clean-context-subagent-handoff Clean-context subagent handoff — multi-agent context-isolation primitív multi-agent, context-mgmt
claude-code-session-id-per-chat-isolation CLAUDE_CODE_SESSION_ID per-chat isolation pattern claude-code, concurrency
cli-session-id-env-var-matrix CLI session-ID env-var matrix (Claude / Codex / Gemini) 11.11, env-vars
session-close-ritual-pattern Session-close ritual (Summary + Learnings + Next + propagation) session-management
session-end-auto-crystallization-hook Session-end auto-crystallization hook (MemGPT-style sleep-time compute) crystallization, sv-1
async-memory-consolidation-letta Async memory consolidation (Letta sleep-time compute pattern) memory, agent, letta
memory-md-overflow-management MEMORY.md overflow (24.4KB limit, tematikus szekciók, detail topic-fájlokba) memory, vault-hygiene
skill-project-success-pattern Skill-projekt successful pattern (sprint, productivity, meta) project-management
skill-project-stuck-anti-pattern Skill-projekt stuck anti-pattern (debugging) anti-pattern
sprint-day-0-skeleton-first Sprint Day 0 skeleton-first (scaffold 1 committal, funkcionális kód 0) sprint-playbook
vendor-feature-verify-before-workaround Vendor feature verify before workaround (Memgraph 280× speedup find) engineering, lesson

4. LLM-evaluation és cost-optimization#

G-Eval, NLI, LLM-as-judge, smart-trigger, reranker — minden ami "evaluation + cost".

Wiki Abstract Tags
g-eval-bias-mitigation-pattern G-Eval v0.3 bias-mitigation (self-enhancement bias mitigation, 30-sample paired kalibráció) llm-eval, bias
llm-as-judge-evaluation-pattern LLM-as-judge pattern (G-Eval, critique-shadowing, quality-gate) evaluation, llm
nli-hallucination-check-pattern NLI-alapú hallucination check (Learnings ↔ session-trace) eval, rag
nli-eval-input-completeness-trap NLI eval input-completeness trap (incomplete = false-fail) llm-eval, data-quality
dont-hallucinate-abstain-pattern „Don't Hallucinate, Abstain" — Multi-LLM Collaboration abstain pattern rag, hallucination
layered-eval-cascading-pattern Layered eval-cascading (cheap filter → expensive judge) llm-eval, cost-opt
smart-trigger-cost-pattern Smart-trigger cost pattern (cheap predicate ⇒ skip expensive call) cost-opt, llm-pipeline
reranker-cost-optimization-not-size Reranker cost optimization — NEM size, hanem trigger-rate (bge-reranker-base) reranker, cost
hybrid-bm25-semantic-rrf-pattern Hybrid BM25 + semantic RRF pattern (+8ms latency, +recall) retrieval, search
top-k-cross-source-corroboration Top-K cross-source corroboration ranking (multiple-sources → boost score) retrieval, ranking
llm-daemon-warm-pattern LLM-daemon warm pattern (cold-boot eliminated, 12s→0.64s) performance, infra
gemini-2-5-flash-thinking-budget Gemini 2.5 Flash thinking-budget — rövid task → token-elfogyás gemini, llm

5. Multi-agent orchestration + tool composition#

Multi-agent koordináció, MCP, tool-composition, harness mintázatok.

Wiki Abstract Tags
multi-agent-pointer-ownership-lock Multi-agent pointer ownership lock pattern (concurrent write-safety) orchestration, concurrency
dfsdt-backtracking-tool-composition DFSDT backtracking multi-step tool-composition (agent reasoning) multi-agent, tool-composition
filesystem-as-state-pattern Filesystem-as-state pattern (Anthropic SSOT, durability) agent-architecture, anthropic
claude-code-harness-blocks Claude Code harness — runtime block patterns (bypassPermissions, systemd) harness, claude-code, security
vscode-extension-slash-command-naming VSCode Claude Code extension — slash-command naming UX claude-code, ux
external-skill-cherry-pick External skill cherry-pick — symlink-pattern (8 Tier-S ECC skill) claude-code, skills
bmad-cross-machine-artifact-verification BMad cross-machine artifact verification (event ≠ disk-state) bmad, session-protocol
mfl-voice-jarvis-mother-research MFL-Voice — Jarvis × Mother voice-agent deep research master voice-agent, tts
web-speech-api-continuous-stt Web Speech API — continuous STT + echo-loop prevention voice, stt, browser
obsidian-color-coding Obsidian projekt-szín-kódolás (plugin-mentes CSS playbook) obsidian, ui, css

6. Knowledge graph + Memgraph + retrieval#

Memgraph CE feature-limit, vector-index, graph-extraction, retrieval-tuning.

Wiki Abstract Tags
memgraph-ce-feature-limits Memgraph CE feature-limits + workarounds (CE image, named volume, port-remap) memgraph, graph-db
memgraph-mage-vector-scale-tradeoff Memgraph MAGE vector-search scale trade-off (3.9.0 native 280× speedup) scale, memgraph, vector
memgraph-multi-labeling-edge-case-typedness-measurement Memgraph multi-labeling — tipizáltság-mérőszám edge-case (double-counting) graph-metrics, labels
mgclient-autocommit-silent-rollback mgclient autocommit silent-rollback pitfall (driver-default) memgraph, python
two-tier-graph-extraction Two-tier graph extraction (LLM Memgraph 8997 + graphify tree-sitter 5846, komplementer) knowledge-graph, extraction
vault-net-ingest vault-net-ingest — external knowledge intake (URL + GitHub repo → 10-raw) external-knowledge, github
hungarian-fuzzy-search Magyar fuzzy search (accent-map + Levenshtein + per-token score) search, hungarian
orphan-pdf-auto-resume-pattern Orphan-fájl auto-resume pattern (FastAPI self-healing, background tasks) fastapi, resilience
dbnet-paddleocr-small-callouts DBNet (PaddleOCR) vs Tesseract LSTM kis callout-detektálásra ocr, paddleocr

7. Web-dev gotchas (Next.js / WordPress / frontend)#

23 cikk a web-dev quirk-ek és playbookok területéről.

Next.js / React frontend#

Wiki Abstract Tags
nextjs-api-proxy-bridge Next.js API proxy bridge (2 Node-service közti adatcsere, no CORS, env-auth) nextjs, api
nextjs-server-component-in-client-tree Next.js — server async komponens NEM lehet "use client" wrapper alá nextjs, react
nextjs-search-params-force-dynamic Next.js 16 — useSearchParams() build-error static prerender-en nextjs, turbopack
nextjs-turbopack-gotchas Next.js Turbopack gotchas (incremental cache, FS-state) nextjs, performance
nextjs-pwa-shell-minimum Next.js PWA-shell minimum (manifest + apple-touch + appleWebApp metadata) nextjs, pwa
gray-matter-date-coerce gray-matter Date object coerce gotcha (YAML date → JS Date crash JSX-ben) frontmatter, react
url-param-plus-decode-quirk URL-paraméter + → space silent fallback (filter-érték csendben elveszik) url, gotcha
cross-subdomain-cookie-session-bridge Cross-subdomain cookie session bridge (issuer+verifier payload-format) auth, cookies, nextjs
demo-fallback-readonly-guard Demo-fallback session = read-only mirror (session.isDemo guard) safety
svg-img-overlay-aspect-ratio SVG-overlay <img> fölött — aspect-ratio CSS layout bug css, react, layout
chromium-img-svg-parent-fill-bug Chromium <img src="*.svg"> parent-fill cascade bug svg, browser-bug
svg-asset-vs-vector-tradeoff SVG asset-source decision (kódolt vs vectorized vs Stock) svg, asset, decision
puppeteer-pdf-system-chrome Puppeteer PDF render — system Chrome + token-only auth pdf, puppeteer

WordPress + Elementor + Bricks + WPML#

Wiki Abstract Tags
wp-elementor-template-conflicts WordPress Elementor template-konfliktusok (10 pattern playbook) wordpress, elementor
wp-acf-flexible-to-elementor-migration ACF Flexible Content → Elementor Pro migration playbook acf, elementor
wpml-acf-elementor-multilingual-mirror WPML ACF→Elementor multilingual mirror (3-lépéses HU→EN tükör) wpml, multilingual
elementor-repeater-media-condition-gotcha Elementor repeater MEDIA control + condition gotcha elementor, wp
wp-elementor-bricks-json-escape-trap WP Elementor + Bricks JSON Unicode-escape trap wordpress, json
wp-cli-bricks-postmeta-pattern WP-CLI Bricks postmeta build pattern (post meta delete + add --format=json) wp-cli, bricks
wp-notion-elementor-import-pattern Notion → WP-Elementor import pattern wordpress, notion, import
wp-schema-org-mu-plugin-pattern Schema.org bővítés WordPress-ben mu-plugin-nel wordpress, seo, schema
wp-yoast-llms-txt-customization Yoast llms.txt szabály-tisztítás (mu-plugin minta) wordpress, yoast, ai
hellopack-wordpress-plugin-suite HelloPack — WordPress prémium plugin-suite wordpress, plugin

8. Infra + DevOps + server hardening#

Linux infra, SSH, UFW, VNC, Hostinger, Memgraph deploy patternek.

Wiki Abstract Tags
apt-upgrade-vs-install-new-packages apt-get upgrade ≠ új csomag-telepítés (kernel-update gotcha) apt, linux, kernel
openssh-config-d-load-order OpenSSH sshd_config.d load order — FIRST occurrence wins ssh, security
ssh-timeout-remote-process-survives timeout N ssh ... 'long-cmd' — SSH-session kill ≠ remote process kill ssh, devops
ufw-limit-rate-limit-pattern UFW limit — public-but-protected rate-limit policy ufw, firewall
vnc-stack-systemd-reboot-survival VNC stack reboot-survival — Xvfb + openbox + x11vnc + noVNC systemd-chain vnc, systemd
hostinger-litespeed-cache-purge-protokoll Hostinger LiteSpeed cache-purge protokoll (7-napos image edge-cache) wordpress, hostinger
hostinger-updraftplus-staging-migration Hostinger UpdraftPlus staging-migráció — 4 buktató wordpress, hostinger
wp-cli-shared-db-export-fallback wp db export Hostinger shared-en silent fail → mysqldump direkt wordpress, backup
auto-disable-min-volume-guard Auto-disable watchdog — min-volume guard pattern (false-positive elkerülés) monitoring, watchdog
prisma-seed-admin-edit-protected Prisma seed admin-edit-védett upsert + külön data-update flow prisma, db
prisma-compound-unique-null-quirk Prisma compound unique key — null-component quirk prisma, db
excel-redmark-3way-diff-workflow Excel-csere katalógus-frissítés flow (openpyxl piros-font + 3-way diff) excel, workflow

9. AI tooling, research + scraping#

NotebookLM, nano-banana, Gemini TTS, CloakBrowser, SEO research patternek.

Wiki Abstract Tags
notebooklm-cli-gotchas NotebookLM CLI gotchas (10 quirks: --json empty-ID, marker fallback) notebooklm, cli
notebooklm-headless-login-fifo NotebookLM headless login (FIFO-stdin pattern) automation, notebooklm
notebooklm-seo-competitor-research-pattern NotebookLM SEO competitor research (17×7 source-kérdés, ~60-90 perc) seo, notebooklm
nano-banana-cli-gotchas nano-banana CLI gotchas (6 quirks: -r vs -i, flatten, max aspect, Pro cost) nano-banana, cli
nano-banana-ultra-wide-stitch nano-banana ultra-wide stitching (max 21:9, 5.25:1 3-panel +append) image-gen, workflow
gemini-3-1-flash-tts-pipeline Gemini 3.1 Flash TTS Preview — HU pipeline (PCM L16 24kHz → MP3) gemini, tts
cloakbrowser-fingerprint-bypass CloakBrowser stealth Chromium — fingerprint bypass playbook scraping, playwright
lighthouse-agentic-browsing Lighthouse "Agentic Browsing" score (llms.txt + <main> + JSON-LD) seo, lighthouse
destructive-action-hard-confirm-ux Destructive action hard-confirm UX pattern (custom modal, Mégse-autofocus) ux, safety

10. Projekt-specifikus playbookok#

Egy-egy projekt köré csoportosított playbookok.

Wiki Abstract Tags
foxxi-design-system Foxxi design system playbook foxxi, wp, css
shopify-yoast-dupla-og Shopify default + Yoast dupla OG description tag konfliktus shopify, seo
shopify-robots-agent-policy Shopify built-in agent-policy a robots.txt-ben (2025-26) shopify, ai-agent
petanque-cluster-mapesz-cherry-pick Petanque-cluster MAPESZ-örökség cherry-pick mátrix (4-dimenziós) mapesz, boulium
touch-kiosk-idle-timeout Touch-kiosk idle timeout — min 3 perc (date-picker tolerancia) ux, kiosk
digital-signage-player-gotchas Digital signage player debugging gotchas (5 pattern) digital-signage

Frissen landed (utolsó 2 nap: 2026-05-17 → 18)#

49 új wiki került be a B-1..B-7 sprint super-session sorozatban (3 super-session, 14× subagent-fanout, $0 cost). Tematikusan:

  • SV crystallization layer: crystallize-threshold-ramp, auto-propagation-confidence-gate, batch-preview-confirmation-pattern, backout-trigger-pattern, rollback-revert-strategy-tiers, sandbox-branch-mutation-isolation, multi-layer-safety-gate, env-flag-default-disabled-gate, hot-reload-config-pattern, audit-log-append-only-pattern, audit-md-self-referential-loop, session-close-ritual-pattern, session-end-auto-crystallization-hook, async-memory-consolidation-letta
  • LLM evaluation: g-eval-bias-mitigation-pattern, llm-as-judge-evaluation-pattern, nli-hallucination-check-pattern, nli-eval-input-completeness-trap, dont-hallucinate-abstain-pattern, layered-eval-cascading-pattern, smart-trigger-cost-pattern, reranker-cost-optimization-not-size, hybrid-bm25-semantic-rrf-pattern, top-k-cross-source-corroboration, verification-step-before-claim
  • Multi-agent + tool-composition: multi-agent-pointer-ownership-lock, dfsdt-backtracking-tool-composition, filesystem-as-state-pattern, clean-context-subagent-handoff, claude-code-session-id-per-chat-isolation, cli-session-id-env-var-matrix, vscode-extension-slash-command-naming, subagent-fanout-context-aware-classification, skill-metadata-catalog-pattern
  • Knowledge-graph: memgraph-ce-feature-limits, memgraph-mage-vector-scale-tradeoff, memgraph-multi-labeling-edge-case-typedness-measurement, mgclient-autocommit-silent-rollback, two-tier-graph-extraction, vault-net-ingest
  • Engineering discipline: vendor-feature-verify-before-workaround, llm-daemon-warm-pattern, markdown-image-url-data-exfiltration, skill-project-success-pattern, skill-project-stuck-anti-pattern
  • Web-dev gotchas: nextjs-turbopack-gotchas, wp-elementor-bricks-json-escape-trap
TABLE WITHOUT ID file.link AS Wiki, file.mtime AS Updated
FROM "11-wiki"
WHERE file.mtime >= date(today) - dur(7 days) AND file.name != "Index"
SORT file.mtime DESC
LIMIT 20

A következő 19 wiki-nek nincs inbound-wikilinkje a vault-on belül. Vagy frissen-landed és még nem propagált a 02-Projects / 05-Memory rétegekbe, vagy érdemes inbound-linket javasolni hozzá:

  • async-memory-consolidation-letta — frissen-landed (SV-1 cluster)
  • audit-md-self-referential-loop — frissen-landed (vault-hygiene)
  • backout-trigger-pattern — frissen-landed (safety cluster)
  • batch-preview-confirmation-pattern — frissen-landed (ux/safety cluster)
  • clean-context-subagent-handoff — frissen-landed (multi-agent cluster)
  • dfsdt-backtracking-tool-composition — frissen-landed (tool-composition)
  • elementor-repeater-media-condition-gotcha — régebbi, érdemes a Foxxi/WP projektből linkelni
  • filesystem-as-state-pattern — frissen-landed (anthropic SSOT)
  • llm-as-judge-evaluation-pattern — frissen-landed (eval cluster)
  • markdown-image-url-data-exfiltration — frissen-landed (security)
  • memgraph-mage-vector-scale-tradeoff — frissen-landed (knowledge-graph)
  • memgraph-multi-labeling-edge-case-typedness-measurement — frissen-landed (B-7 metric)
  • multi-agent-pointer-ownership-lock — frissen-landed (orchestration)
  • nextjs-turbopack-gotchas — frissen-landed (web-dev)
  • petanque-cluster-mapesz-cherry-pick — projekt-link a 02-Projects/mapesz-ből hiányzik
  • session-close-ritual-pattern — frissen-landed (11.11 protokoll)
  • session-end-auto-crystallization-hook — frissen-landed (SV-5)
  • vscode-extension-slash-command-naming — frissen-landed (UX)
  • wp-elementor-bricks-json-escape-trap — projekt-link hiányzik (WP-related)

Akció: propagation-batch a következő session-ben → propagate this Master-Index hivatkozásai az inbound-link-számot azonnal megemelik (most már mind hivatkozott innen). Re-audit ajánlott a következő vault-cleanup után.

Mi kerül ide#

  • Koncepciók saját szavakkal (pl. "Karpathy LLM Wiki pattern", "Johnny-Decimal")
  • Playbookok — "hogyan csináljunk X-et" (pl. "SSH deploy-key GitHub-hoz")
  • Összehasonlítások — "Dataview vs Bases", "PARA vs Zettelkasten"
  • Mini-howtók — rövid, lépésről lépésre receptek
  • Glosszárium — egy-egy fogalom definíciója

Fájl-konvenció#

  • Fájlnév: <téma-címe>.md — nincs dátum prefix (evergreen)
  • Kötőjelek szóköz helyett (pl. Karpathy-LLM-Wiki-pattern.md)
  • Frontmatter: 
    ---
name: Téma címe
type: wiki
tags: ["#type/reference", "<téma-spec-tag>"]
created: 2026-04-23
updated: 2026-04-23
source:
  - "[[10-raw/2026-04-23 — cikk]]"
  - "https://stephango.com/vault"
---

Mi nem kerül ide#

Írási elv (Kepano stílus)#

  • Rövid — 1-2 bekezdés gyakran elég
  • Evergreen — akkor is érvényes legyen 6 hónap múlva
  • Saját szavakkal — ha csak copy-paste, akkor maradjon raw-ban
  • Linkeld a forrást — raw/ fájlra vagy URL-re
  • Wikilinkeld a rokon koncepciókat — így nő a graph-nézet értéke

Kapcsolódó#