ืžื“ืจื™ืš ื”ืขืฉืจื” ยท Part VII ื–ืžืŸ ืงืจื™ืื” ยท 24 ื“ืงื•ืช ืจืžื” ยท ื‘ื™ื ื•ื ื™-ืžืชืงื“ื ืขื•ื“ื›ืŸ ยท 30.04.2026
ยท ื—ืœืง ื–ืณ ื‘ืกื“ืจื” ยท BONUS ยท

ื—ืžืฉ ื™ื›ื•ืœื•ืช ืฉ- ืžืฉื ื•ืช ื”ื›ืœ.

1M context ื‘-Opus 4.7 ื”ื•ืฆื™ื ืืช /clear ืžื”ืžืฉื—ืง.
ToolSearch ืคืชืจ ืืช ื”ื‘ืขื™ื” ืฉืœ 200+ MCP tools.
run_in_background, sandbox, ื•-system-reminders ืฉื™ื ื• ืื™ืš harness ืžืชืงืฉืจ ืื™ืชืš.
ืฉืฉ ืกื“ื ืื•ืช ืœื—ืžืฉ ื™ื›ื•ืœื•ืช โ€” ื•ืœืžื” ืืชื” ืœื ืฆืจื™ืš ืœืขื‘ื•ื“ ื‘-2026 ื›ืžื• ื‘-2025.

ื’ืœื•ืœ ืœื”ืžืฉืš
Claude Code ืฉืœ 2026 ื–ื” ืœื Claude Code ืฉืœ 2025 ืขื ืžื•ื“ืœ ื™ื•ืชืจ ื—ื–ืง. ื–ื• ืืจื›ื™ื˜ืงื˜ื•ืจื” ืื—ืจืช โ€” context ืื—ืจ, ื›ืœื™ื ืื—ืจื™ื, ื•ืชืงืฉื•ืจืช ืื—ืจืช. ยท The 2026 Architecture Shift ยท BDNHOST ยท
01

ืžื™ืœื™ื•ืŸ ื˜ื•ืงื ื™ื, ื•-ืื™ืš ื–ื” ืžืฉื ื” ืืช ื”ื–ืจื™ืžื”

ื‘-2025, ื—ื™ื™ื ื• ืขื 200K ื˜ื•ืงื ื™ื. ืกืฉืŸ ืืจื•ืš ื”ืชื—ื™ืœ ืœืžื•ืช ืื—ืจื™ 3-4 ืฉืขื•ืช, ื•ืฆืจื™ืš ื”ื™ื” /clear ืื• /compact ื›ืœ ืฉืขื” ื›ื“ื™ ืœื ืœื”ื’ื™ืข ืœืงื™ืจ. ื‘-2026, Opus 4.7 ื‘-Claude Code ืคืชื•ื— ืขื 1,000,000 ื˜ื•ืงื ื™ื โ€” ืคื™ ื—ืžืฉ. ื”ืฉื™ื ื•ื™ ื”ื–ื” ืœื ืจืง ื›ืžื•ืชื™. ื”ื•ื ืžืฉื ื” ืืช ืื™ืš ืืชื” ืขื•ื‘ื“.

ืžื” ื–ื” ืื•ืžืจ ื‘ืคื•ืขืœ

ื‘-1M context ืืชื” ื™ื›ื•ืœ ืœื˜ืขื•ืŸ: (1) repo ืฉืœื ื‘ื™ื ื•ื ื™ (50K ืฉื•ืจื•ืช ืงื•ื“) ื‘ืœื™ ืœื‘ื—ื•ืจ ืงื‘ืฆื™ื. (2) ื”ืงืฉืจ ืืจื•ืš-ื˜ื•ื•ื— โ€” ืฉื™ื—ื” ืฉืœ 6-8 ืฉืขื•ืช ืขื‘ื•ื“ื” ืจืฆื•ืคื” ื‘ืœื™ ืื™ื‘ื•ื“ ื”ืงืฉืจ. (3) docs ืžืงื™ืคื™ื ื‘ืงืจื™ืื” ืื—ืช โ€” RFC, ืกืคืจ, ืชื™ืขื•ื“ ืคืจื•ื™ืงื˜ ืฉืœื. (4) ื˜ืจื ืกืงืจื™ืคื˜ื™ื ืืจื•ื›ื™ื โ€” ืฉืขืชื™ื™ื ืฉืœ ืคื’ื™ืฉื” ืขื 30K ืžื™ืœื™ื.

ืžื” ื”ืฉืชื ื” ื‘ื–ืจื™ืžื”

ื”ื›ืœืœ ื”ื™ืฉืŸ ื”ื™ื”: "ื›ืœ ืžืฉื™ืžื” โ€” ืกืฉืŸ ื—ื“ืฉ". ื‘ืขื™ื“ืŸ 1M, ื–ื” ื›ื‘ืจ ืœื ื ื›ื•ืŸ. ืืคืฉืจ ืœืขื‘ื•ื“ ืขืœ feature ืฉืœื, ืœืขื‘ื•ืจ ื‘ื™ืŸ branches, ืœืขืฉื•ืช review ืฉืœ PR ืื—ืจ ื•ืœื—ื–ื•ืจ โ€” ื‘ืœื™ ืœืื‘ื“ ืืช ื”ืจืืฉ. /clear ืฉืžื•ืจ ืขื›ืฉื™ื• ืจืง ืœ-context-switch ืžื”ื•ืชื™ (ืคืจื•ื™ืงื˜ ืื—ืจ, ื ื•ืฉื ืื—ืจ ืœื—ืœื•ื˜ื™ืŸ).

ืื‘ืœ ื™ืฉ ืชืคื™ืกื” ืฉื’ื•ื™ื” ื ืคื•ืฆื”: "1M context ืื•ืžืจ ืฉืื ื™ ืœื ืฆืจื™ืš prompt caching". ืฉื’ื•ื™ ืœื—ืœื•ื˜ื™ืŸ. ื”-cache ืขื•ื“ ื™ื•ืชืจ ืงืจื™ื˜ื™ ื‘ืขื™ื“ืŸ 1M โ€” ื›ื™ ืงืจื™ืื” ืจืืฉื•ื ื” ืฉืœ 800K ื˜ื•ืงื ื™ื cold ืขื•ืœื” ืคื™ 5 ืž-200K. ืขื cache hit โ€” ืื•ืชื• ืขืœื•ืช. ื‘ืœืขื“ื™ื• โ€” ืฉื•ืจืฃ ืืช ื”ืชืงืฆื™ื‘.

ื”ืžื•ื“ืœื™ื ื•ื”ืžื’ื‘ืœื•ืช ื‘-Claude Code 2026 ืœื ื›ืœ ื”ืžื•ื“ืœื™ื ืชื•ืžื›ื™ื ื‘-1M context. ื”ื ื” ื”ื˜ื‘ืœื” ื”ืืžื™ืชื™ืช:

ื”ืžืขื‘ืจ ื‘ื™ืŸ ืžื•ื“ืœื™ื: /model ื‘ืชื•ืš ื”ืกืฉืŸ.

ื”ืคืœื ืฉืœ prompt caching

Anthropic ืชื•ืžื›ืช ื‘-prompt caching ืขื TTL ืฉืœ 5 ื“ืงื•ืช (ื ื™ืชืŸ ืœื”ืืจื™ืš ืœ-1 ืฉืขื” ื‘-SDK). ื”ืžื ื’ื ื•ืŸ: ื‘ืงืจื™ืื” ื”ืจืืฉื•ื ื” โ€” ืžืœื ืชืฉืœื•ื. ื‘ืงืจื™ืื•ืช ืขื•ืงื‘ื•ืช ื‘ืื•ืชื• prefix โ€” 10% ืžื”ืขืœื•ืช. ื”ื—ื™ืกื›ื•ืŸ: 80-90% ืขืœ ืžืฉื™ืžื•ืช ื—ื•ื–ืจื•ืช.

ื‘-Claude Code ื–ื” ืื•ื˜ื•ืžื˜ื™ โ€” ืืชื” ืœื ืฆืจื™ืš ืœืขืฉื•ืช ื›ืœื•ื. ื”-CLI ืฉื•ืœื— ืืช ื”-prefix ืฉืœ ื”-CLAUDE.md + tool definitions ืขื cache_control, ื•ืžื›ืืŸ ื•ื”ืœืื” ื›ืœ ืงืจื™ืื” ืžืฉืชืžืฉืช ื‘-cache. ื”ืกืชื›ืœ ื‘-/cost โ€” ืชืจืื” ืฉื•ืจืช "cache hits" ืฉื’ื“ืœื” ืœืื•ืจืš ื”ืกืฉืŸ.

ื”ื™ื–ื”ืจ ืžื”ืžืœื›ื•ื“ืช: ื›ืœ ืคืขื ืฉืืชื” ืžืฉื ื” ืืช ~/.claude/CLAUDE.md ืื• ืžื•ืกื™ืฃ MCP server ื—ื“ืฉ โ€” ื”-cache ื ืžื—ืง. ืœื›ืŸ: ืขื“ื™ืฃ ืœืฉืžื•ืจ CLAUDE.md ื™ืฆื™ื‘ ื•ืœื”ืฉืชืžืฉ ื‘-/memory ืขื‘ื•ืจ ืขื“ื›ื•ื ื™ื ืชื›ื•ืคื™ื.

# ืœืื—ืจ 4 ืฉืขื•ืช ืขื‘ื•ื“ื” ืจืฆื•ืคื”:
$ /cost
Tokens used: 487,213 / 1,000,000 (48%)
Cache hits: 312,450 (64% ื—ื™ืกื›ื•ืŸ)
Estimated cost: $4.12 (ืœืขื•ืžืช $11.30 ื‘ืœื™ cache)
02

200+ MCP tools ื‘ืœื™ ืœื”ืชืคื•ืฆืฅ

ื‘ืขื™ื“ืŸ 2025, ื—ื™ื‘ืจืช 4-5 MCP servers ืœ-Claude Code, ื•ื›ื‘ืจ ื”ืชื—ืœืช ืœืจืื•ืช ืื™ื˜ื™ื•ืช. ื›ืœ schema ืฉืœ ื›ืœื™ ืชื•ืคืก ืžืื•ืช ืขื“ ืืœืคื™ ื˜ื•ืงื ื™ื, ื•ื˜ืขื™ื ื” ืฉืœ ืขืฉืจื•ืช ื›ืœื™ื ืฉื•ืจืคืช context ืœืคื ื™ ืฉื”ืชื—ืœืช ืœืขื‘ื•ื“. 2026 ื”ื‘ื™ื ืคืชืจื•ืŸ ืืœื’ื ื˜ื™: Deferred Tools.

ืื™ืš ื–ื” ืขื•ื‘ื“ ืžืื—ื•ืจื™ ื”ืงืœืขื™ื

ื‘ืชื—ื™ืœืช ื”ืกืฉืŸ, Claude Code ืœื ื˜ื•ืขืŸ ืืช ื”-schema ื”ืžืœื ืฉืœ ื›ืœ ื”ื›ืœื™ื. ื”ื•ื ืจืง ืฉื•ืœื— list ืฉืœ ืฉืžื•ืช ื‘-<system-reminder>:

The following deferred tools are now available via ToolSearch:
mcp__asana__create_task
mcp__asana__search_tasks
mcp__canva__generate-design
mcp__vercel__deploy_to_vercel
... (200+ more)

ื›ืฉ-Claude ืžื—ืœื™ื˜ ืฉื”ื•ื ืฆืจื™ืš ื›ืœื™ ืกืคืฆื™ืคื™, ื”ื•ื ืงื•ืจื ืœ-ToolSearch ืขื ืฉื ืื• keywords. ืจืง ืื– ื”-schema ื”ืžืœื ืฉืœ ื”ื›ืœื™ื ืฉื ื‘ื—ืจื• ื ื˜ืขืŸ ืœืงื•ื ื˜ืงืกื˜. ื›ืœ ืžื” ืฉืœื ื ื“ืจืฉ โ€” ืœื ืชื•ืคืก ืžืงื•ื.

ืฉื ื™ ืžืฆื‘ื™ ืฉื™ืžื•ืฉ

(1) ื‘ื—ื™ืจื” ื™ืฉื™ืจื” โ€” ืื ืืชื” ื™ื•ื“ืข ืื™ื–ื” ื›ืœื™ ืืชื” ืฆืจื™ืš:

ToolSearch(query: "select:WebFetch,Edit,Grep", max_results: 3)
→ ื˜ื•ืขืŸ ื‘ื“ื™ื•ืง ืืช 3 ื”ื›ืœื™ื ื”ืœืœื•

(2) ื—ื™ืคื•ืฉ ืžื™ืœื•ืช ืžืคืชื— โ€” ืื ืืชื” ืœื ื‘ื˜ื•ื—:

ToolSearch(query: "asana task create", max_results: 5)
→ ืžื—ื–ื™ืจ ืืช 5 ื”ื›ืœื™ื ื”ื›ื™ ืจืœื•ื•ื ื˜ื™ื™ื ืž-Asana MCP

ื”ืžื ื’ื ื•ืŸ ืžืชื‘ืกืก ืขืœ fuzzy matching ืฉืœ names + descriptions. ืื ืชื›ืชื•ื‘ "send email" ื™ื—ื–ืจื• ืœืš ื›ืœื™ Gmail; "deploy" ื™ื—ื–ื™ืจ Vercel + GitHub Actions; "video" โ€” Hyperframes + ffmpeg.

ืœืžื” ื–ื” ืžืฉื ื” ืœ-skill developers ืื ืืชื” ื‘ื•ื ื” skill ืฉืฆืจื™ืš MCP server ืžืกื•ื™ื โ€” ืืœ ืชื ื™ื— ืฉื”ื•ื ื˜ืขื•ืŸ. ื‘ืžืงื•ื ื–ื”, ื”ื•ืกืฃ ืœ-SKILL.md ื”ื•ืจืื”: "Before invoking, run ToolSearch with query 'select:mcp__<server>__<tool>'". ื–ื• ื”ื“ืจืš ื”ื™ื—ื™ื“ื” ืœื”ื‘ื˜ื™ื— ืฉื”-schema ื–ืžื™ืŸ ื›ืฉ-Claude ืฆืจื™ืš ืื•ืชื•. ื“ื•ื’ืžื” ื‘-skill academy4u-blog: ื”ื•ื ืงื•ืจื ืœ-ToolSearch ืœื˜ืขื•ืŸ ืืช ื›ืœื™ ื”-Base44 ืœืคื ื™ ืฉื”ื•ื ืžืฉืชืžืฉ ื‘ื”ื.

ื”ืฉื•ื•ืื”: ืœืคื ื™ ื•ืื—ืจื™

ื‘ื™ื•ื ืขื‘ื•ื“ื” ืจื’ื™ืœ, ืขื 12 MCP servers ืžื—ื•ื‘ืจื™ื (Asana, Canva, Vercel, Cloudflare, Gmail, Calendar, Drive, Tavily, Magic, ื•ืขื•ื“) โ€” ืกืš ื”ื›ืœื™ื ื™ื›ื•ืœ ืœื”ื’ื™ืข ืœ-250+. ื‘-2025, ื–ื” ื”ื™ื” ื“ื•ืจืฉ ~80,000 ื˜ื•ืงื ื™ื ืจืง ืœื˜ืขื™ื ื” ืจืืฉื•ื ื™ืช ืฉืœ ื”ื›ืœื™ื. ื‘-2026 ืขื Deferred Tools โ€” ~5,000 ื˜ื•ืงื ื™ื ื‘ืœื‘ื“ (ืจืง ืฉืžื•ืช). ื—ื™ืกื›ื•ืŸ ืฉืœ 75K ืœืคื ื™ ืฉื”ืชื—ืœืช ืœืขื‘ื•ื“.

03

run_in_background ื•-Monitor

ืœืคื ื™ 2026, ืคืงื•ื“ืช npm install ืื• build ืืจื•ืš ื”ื™ื• ืžืงืคื™ืื™ื ืืช Claude. ื”ื•ื ื”ื™ื” ืžืžืชื™ืŸ ืœ-stdout, ืžืงื‘ืœ ื”ื›ืœ ื‘ืกื•ืฃ, ื•ืžืžืฉื™ืš. ื‘-2026, ื™ืฉ ืœื›ืœ ืงืจื™ืื” ืœ-Bash ื•-Agent ืคืจืžื˜ืจ ื—ื“ืฉ: run_in_background:true. ื”ืคืงื•ื“ื” ืจืฆื” ื‘ืจืงืข, Claude ืžืžืฉื™ืš ืœืขื‘ื•ื“, ื•ืžืงื‘ืœ notification ืื•ื˜ื•ืžื˜ื™ ื›ืฉื”ื™ื ืžืกืชื™ื™ืžืช.

ื”ื“ืคื•ืก ื”ื‘ืกื™ืกื™

Bash(
  command: "npm run build",
  description: "Build production bundle",
  run_in_background: true
)
// Claude ืžืžืฉื™ืš ืžื™ื“ ืœืขื‘ื•ื“ ืขืœ ืžืฉื™ืžื” ืื—ืจืช
// ื›ืฉื”-build ื ื’ืžืจ โ†’ notification: "Bash completed: exit 0"

ืžืชื™ ืœื”ืฉืชืžืฉ

(1) Long-running builds โ€” Webpack, Next.js production build, Docker build. ื‘ืžืงื•ื ืœื”ืžืชื™ืŸ 5 ื“ืงื•ืช, Claude ืžืชื—ื™ืœ ืœื›ืชื•ื‘ ื˜ืกื˜ื™ื ื‘ื–ืžืŸ ืฉ-build ืจืฅ.

(2) Watch mode โ€” npm run dev, tsc --watch, jest --watch. ืจืฅ ื‘ืจืงืข ืœืื•ืจืš ื”ืกืฉืŸ, Claude ืžืงื‘ืœ ืขื“ื›ื•ื ื™ื ืขืœ ืฉื’ื™ืื•ืช compile ื‘ื–ืžืŸ ืืžืช.

(3) Research agents โ€” Agent(subagent_type: "general-purpose", run_in_background: true). ืกื•ื›ืŸ ืขื•ืกืง ื‘ืžื—ืงืจ ืขืžื•ืง ื‘ืžืงื‘ื™ืœ ืœืขื‘ื•ื“ื” ื”ืจืืฉื™ืช. ื›ืฉื”ื•ื ืžืกื™ื™ื โ€” ืชื•ืฆืื” ืžืฆื•ืจืคืช.

(4) Parallel work streams โ€” ืฉืœื•ืฉื” agents ื‘ืจืงืข ื‘ืžืงื‘ื™ืœ, ื›ืœ ืื—ื“ ืขืœ feature ืื—ืจ. notifications ืžื’ื™ืขื•ืช ื‘ืงืฆื‘ ืฉืœื”ืŸ.

ื”ื›ืœื™ Monitor โ€” ืœืขืงื•ื‘ ื‘ื–ืžืŸ ืืžืช

ืคืงื•ื“ื” ืจืฆื” ื‘ืจืงืข โ€” ื•ืœืคืขืžื™ื ืืชื” ืจื•ืฆื” ืœืขืงื•ื‘ ืื—ืจ ื”-stdout ืฉืœื” ื‘-real-time. ื‘ืฉื‘ื™ืœ ื–ื” ื™ืฉ Monitor: ื›ืœื™ ืฉืžื—ื–ื™ืจ notifications ืขืœ ื›ืœ ืฉื•ืจืช stdout ื—ื“ืฉื”. ื‘ืžื™ื•ื—ื“ ืฉื™ืžื•ืฉื™ ืœืขืงื•ื‘ ืื—ืจ dev server ืื• logs ืจืฆื™ื.

// 1. ื”ืคืขืœ dev server ื‘ืจืงืข
Bash(command: "npm run dev", run_in_background: true)

// 2. ืขืงื•ื‘ ืื—ืจื™ ื”-output ืขื“ ืฉื”ื•ื ready
Monitor(
  shell_id: "<returned-id>",
  until: "Local:.*localhost:3000"
)
// โ†’ Claude ืžืงื‘ืœ notification ื‘ืจื’ืข ืฉื”-server ืžื•ื›ืŸ

ืื ื˜ื™-pattern: polling

ื”ืžืœื›ื•ื“ืช ื”ื›ื™ ื ืคื•ืฆื”: while true; do sleep 5; check_status; done. ืืœ ืชืขืฉื” ืืช ื–ื”. ื‘ืžืงื•ื, ื”ืฉืชืžืฉ ื‘-run_in_background + Monitor ืขื until condition. ื”-harness ื™ื“ืข ืžืชื™ ืœื”ืขื™ืจ ืื•ืชืš, ื•ื”-cache ืœื ื™ื™ืฉืจืฃ ื‘ืคืขื ื”-12 ืฉืืชื” ื‘ื•ื“ืง.

ื“ืคื•ืก ืžืงืฆื”-ืœืงืฆื” ื”ืžืฉื™ืžื”: ืœืคืจื•ืก ืœืคืจื•ื“ืงืฉืŸ ื•ืœื•ื•ื“ื ืฉื”ื•ื ืขื•ืœื”.
// 1. ื”ืคืขืœ deploy ื‘ืจืงืข
Bash(command: "vercel deploy --prod", run_in_background: true)

// 2. ื‘ื–ืžืŸ ืฉื–ื” ืจืฅ โ€” ื‘ื ื” PR description
Bash(command: "git log main..HEAD --oneline")

// 3. ืขืงื•ื‘ ืื—ืจื™ ื”-deploy ืขื“ ืฉื”ื•ื ื—ื™
Monitor(shell_id: "<deploy-id>", until: "Production: https://")

// 4. ื‘ื“ื•ืง ืฉื”ืืชืจ ื—ื™
WebFetch(url: "<production-url>", prompt: "verify homepage loads")
4 ืฉืœื‘ื™ื, ืื‘ืœ Claude ืขื•ื‘ื“ ื‘ืžืงื‘ื™ืœ ื•ืœื ื˜ื•ืจ. ื”ื–ืžืŸ ืฉื ื—ืกืš: 60-70%.
04

Bash ื‘ืกื‘ื™ื‘ื” ืžื‘ื•ื“ื“ืช

ื‘-2025, ื›ืœ ืคืงื•ื“ืช Bash ื“ืจืฉื” ืื™ืฉื•ืจ ืžืฉืชืžืฉ. ื–ื” ื”ื™ื” ื‘ื˜ื•ื— ืื‘ืœ ืื™ื˜ื™ โ€” ืื™ืฉื•ืจ ืขืœ ls, ืื™ืฉื•ืจ ืขืœ git status, ืื™ืฉื•ืจ ืขืœ npm test. ื‘-2026, ื ื›ื ืก ืžื ื’ื ื•ืŸ sandbox: ืคืงื•ื“ื•ืช "ื‘ื˜ื•ื—ื•ืช" ืจืฆื•ืช ืื•ื˜ื•ืžื˜ื™ืช ื‘ืกื‘ื™ื‘ื” ืžื‘ื•ื“ื“ืช ื‘ืœื™ ื’ื™ืฉื” ืœืจืฉืช ื•ื‘ืœื™ ื›ืชื™ื‘ื” ืœืžืงื•ืžื•ืช ืจื’ื™ืฉื™ื.

ืžื” sandbox ืขื•ืฉื” ื‘ืคื•ืขืœ

ืขืœ Linux/macOS, sandbox ืžืฉืชืžืฉ ื‘-seccomp + namespaces. ืขืœ Windows โ€” ื‘ื™ื“ื•ื“ ื“ืจืš AppContainer ืื• JobObjects. ื‘ื›ืœ ืžืงืจื”: ื”-process ืœื ื™ื›ื•ืœ ืœืคืชื•ื— ื—ื™ื‘ื•ืจื™ ืจืฉืช ื—ื“ืฉื™ื, ืœื ื™ื›ื•ืœ ืœื›ืชื•ื‘ ืžื—ื•ืฅ ืœืชื™ืงื™ื•ืช ืžื•ืจืฉื•ืช (cwd + /tmp), ื•ืœื ื™ื›ื•ืœ ืœื”ืจื™ืฅ ืคืงื•ื“ื•ืช ื”ืจืกื ื™ื•ืช (rm -rf / ื™ื™ื—ืกื).

ืกื•ื’ื™ ื”ืคืขื•ืœื•ืช

ื”ืคืจืžื˜ืจ dangerouslyDisableSandbox

ืœืคืขืžื™ื ืคืขื•ืœื” ื ืจืื™ืช ืงืจื™ืื” ืื‘ืœ ืœืžืขืฉื” ื“ื•ืจืฉืช ืจืฉืช โ€” ืœืžืฉืœ npm test ืฉืžื•ืจื™ื“ dependencies ื‘ืคืขื ื”ืจืืฉื•ื ื”. ื‘ืžืงืจื™ื ื›ืืœื”, ืืชื” ื™ื›ื•ืœ ืœื”ืขื‘ื™ืจ dangerouslyDisableSandbox: true. ื”ืฉื ื”ืืจื•ืš ื•ื”ืžื‘ืขื™ืช ื”ื•ื ื‘ื›ื•ื•ื ื” โ€” ื”ื•ื ื ื•ืขื“ ืœื”ื–ื›ื™ืจ ืœืš ืฉืืชื” ืžื‘ื˜ืœ ื”ื’ื ื”.

Bash(
  command: "npm install",
  description: "Install dependencies (needs network)",
  dangerouslyDisableSandbox: true  // explicit opt-out
)

ื”ื’ื“ืจื” ื‘-settings.json

ืืคืฉืจ ืœื”ื’ื“ื™ืจ ื‘ืจื™ืจืช ืžื—ื“ืœ ื‘-~/.claude/settings.json:

{
  "permissions": {
    "sandbox": {
      "default": "auto",          // "auto" | "always" | "never"
      "allowedHostsForNetwork": [
        "registry.npmjs.org",
        "github.com",
        "api.anthropic.com"
      ],
      "allowedWritePaths": ["/tmp", "$CWD"]
    }
  }
}

"auto" ื”ื•ื ื‘ืจื™ืจืช ื”ืžื—ื“ืœ ื”ืžื•ืžืœืฆืช. "always" = ืชืžื™ื“ sandbox, ืืคื™ืœื• ืœ-network ops (ืชืืœืฅ ืื•ืชืš ืœืืฉืจ ื™ื“ื ื™ืช). "never" = ืœืœื sandbox (ืœื ืžื•ืžืœืฅ ืืœื ืื ืืชื” ื‘-Docker/VM ื™ื™ืขื•ื“ื™).

ืคืงื•ื“ื” /sandbox ื‘ืชื•ืš ื”ืกืฉืŸ

ื ื™ืชืŸ ืœืฉื ื•ืช ืืช ื”-mode ื‘ืชื•ืš ืกืฉืŸ ืกืคืฆื™ืคื™ ื‘ืœื™ ืœืขืจื•ืš JSON: /sandbox auto | /sandbox always | /sandbox never. ืฉื™ืžื•ืฉื™ ื›ืฉืืชื” ืจื•ืฆื” ื–ืžื ื™ืช ืœื”ืจื™ืฅ ื”ืจื‘ื” ืคืงื•ื“ื•ืช network ื‘ืœื™ ืื™ืฉื•ืจื™ื.

05

ืื™ืš harness ืžื“ื‘ืจ ืขื Claude

ืžื›ืœ ื”ื™ื›ื•ืœื•ืช ื‘ืคืจืง ื”ื–ื”, ื–ื• ื”ื›ื™ "ื ืกืชืจืช" โ€” ื•ื‘ื›ืœ ื–ืืช ืื•ืœื™ ื”ื—ืฉื•ื‘ื” ื‘ื™ื•ืชืจ ืœ-skill developers ื•-agent builders. ื‘-Claude Code 2026, ื”-harness (ื”-CLI) ืžื–ืจื™ืง ืœืชื•ืš ื”ืงื•ื ื˜ืงืกื˜ ืฉืœ Claude ืžื™ื“ืข "ืžื”ืžืขืจื›ืช" ื‘ืืžืฆืขื•ืช ืชื’ื™ื•ืช XML ืžื™ื•ื—ื“ื•ืช. ื”ื‘ื ืช ื”ืžื ื’ื ื•ืŸ ื”ื–ื” ื”ื™ื ื”ื”ื‘ื“ืœ ื‘ื™ืŸ skill ืฉืขื•ื‘ื“ ืœ-skill ืฉืžืชืคื•ืฆืฅ.

<system-reminder> โ€” ื”ื–ื›ืจื•ืช ืื•ื˜ื•ืžื˜ื™ื•ืช

ื–ื• ืชื’ื™ืช ืฉื”-harness ืžื–ืจื™ืง ื›ืฉื”ื•ื ืจื•ืฆื” ืœื”ืขื‘ื™ืจ ืœ-Claude ืžื™ื“ืข ืฉืœื ื‘ื ืžื”ืžืฉืชืžืฉ. ืฉื™ืžื•ืฉื™ื ื ืคื•ืฆื™ื:

ื—ืฉื•ื‘ ืœื”ื‘ื™ืŸ: ื”-system-reminder ืื™ื ื• ื”ื•ื“ืขื” ืฉืœ ื”ืžืฉืชืžืฉ. ืืกื•ืจ ืœื”ื’ื™ื‘ ืขืœื™ื” ื™ืฉื™ืจื•ืช ("ืืœ ืชื–ื›ื™ืจ ืืช ื”ื”ื–ื›ืจื”"). ื”ื™ื ื”ื•ืจืื” ืœืชื•ื“ืขื” ื”ืคื ื™ืžื™ืช ืฉืœ Claude.

<ide_selection> โ€” ืžื” ื”ืžืฉืชืžืฉ ืกื™ืžืŸ ื‘-IDE

ื›ืฉืขื•ื‘ื“ื™ื ื‘-VS Code/JetBrains ืขื Claude Code extension, ื”-IDE ืžื–ื”ื” ืืช ื”ืงื•ื“ ืฉื”ืžืฉืชืžืฉ ืกื™ืžืŸ ื•ืฉื•ืœื— ืื•ืชื• ืœ-Claude ื‘ืชื’ื™ืช ืžื™ื•ื—ื“ืช:

<ide_selection>
  file: src/components/Header.tsx
  lines: 42-58
  text: "..."
</ide_selection>

ื–ื” ืœืžื” ื›ืฉืืชื” ืžืกืžืŸ ืงื•ื“ ื‘-IDE ื•ืฉื•ืœื— ืฉืืœื” ื›ืœืœื™ืช ("ืžื” ื–ื” ืขื•ืฉื”?") โ€” Claude ื™ื•ื“ืข ื‘ื“ื™ื•ืง ื‘ืžื” ืืชื” ืžืชื›ื•ื•ืŸ. ื”-extension ืžืขื‘ื™ืจ ืืช ื”ื”ืงืฉืจ ืื•ื˜ื•ืžื˜ื™ืช.

ืื™ืš ืžื ืฆืœื™ื ืืช ื–ื” ื‘-skills

ื”ืžืคืชื— ืœื›ืชื™ื‘ืช skill ื˜ื•ื‘ ื”ื•ื SessionStart hook ืฉืžื–ืจื™ืง ืงื•ื ื˜ืงืกื˜ ื‘ืื•ืชื” ืชื‘ื ื™ืช. ื“ื•ื’ืžื” โ€” skill ืœื ื™ื˜ื•ืจ ืฉืจืช:

# ~/.claude/hooks/server-status.sh (SessionStart)
#!/bin/bash
LOAD=$(uptime | awk '{print $10}' | tr -d ',')
DISK=$(df / | awk 'NR==2 {print $5}')
cat <<EOF
<system-reminder>
Server status at session start:
- Load average: $LOAD
- Disk usage: $DISK
- Uptime: $(uptime -p)
If load > 5 or disk > 90%, prioritize ops tasks before development.
</system-reminder>
EOF

ื”-output ืฉืœ ื”ืกืงืจื™ืคื˜ ืžื•ื–ืจืง ืื•ื˜ื•ืžื˜ื™ืช ืœืงื•ื ื˜ืงืกื˜ ืฉืœ Claude ื‘ืชื—ื™ืœืช ื”ืกืฉืŸ. ื”ื•ื ื™ืจืื” ืืช ื”ืžื™ื“ืข, ื•ืื ืชื‘ืงืฉ "ืชืขื‘ื•ื“ ืขืœ feature X" ื›ืฉื”-load ื”ื•ื 12 โ€” ื”ื•ื ื™ืขืฆื•ืจ ื•ื™ืืžืจ "ืงื•ื“ื ื ืชืคื ื” ืœืขื•ืžืก".

ื—ื•ืงื™ ื”ื–ื”ื‘

  1. ืืœ ืชื–ื™ื™ืฃ system-reminder ื‘ื”ื•ื“ืขื” ืจื’ื™ืœื” โ€” Claude ื™ื–ื”ื” ื•ื™ืชืขืœื
  2. ืฉืžื•ืจ ืขืœ ืงืฆืจืฆืจ โ€” system-reminders ืžืชื•ืขื“ืคื™ื, ืœื ืžื–ื ื™ื—ื™ื. ืืœ ืชื–ืจื™ืง 5K ื˜ื•ืงื ื™ื
  3. ืชืŸ ื”ื•ืจืื•ืช ืคืขื•ืœื” ื‘ืจื•ืจื•ืช โ€” ืœื ืจืง ืžื™ื“ืข
  4. ืืœ ืชื›ืชื•ื‘ ืื•ืชื ื‘-MEMORY.md โ€” ื”ื ื–ืžืŸ-ืจื™ืฆื”, ืœื ืงื‘ื•ืขื™ื
ื“ื•ื’ืžื” ืืžื™ืชื™ืช ืž-claude-code-guide ื”ืกื•ื›ืŸ claude-code-guide (built-in ืž-2026) ืžืฉืชืžืฉ ื‘ื“ืคื•ืก ื”ื–ื”: ื›ืฉื”ืžืฉืชืžืฉ ืฉื•ืืœ "ื”ืื Claude Code ืชื•ืžืš ื‘-X?", ื”ืกื•ื›ืŸ ืงื•ื“ื ืงื•ืจื ืœืชื™ืขื•ื“ ื”ืจืฉืžื™ ื“ืจืš WebFetch, ื•ืื– ืžื–ืจื™ืง ืœืชืฉื•ื‘ื” <system-reminder> ืฉืžื›ื•ื•ืŸ ืืช ื”-Claude ื”ืจืืฉื™ ืœื—ื–ื•ืจ ืขื ืชื™ืขื•ื“ ืžืฆื•ื˜ื˜ ื‘ืžืงื•ื ืœื ื—ืฉ. ื–ื” ื”ื•ืคืš ืืช ื”ืชืฉื•ื‘ื•ืช ืž-95% ืœื“ื™ื•ืง ืฉืœ 99.5%.
06

ื—ืžืฉ ื”ื™ื›ื•ืœื•ืช, ื‘ืžืฉื•ืœื‘

ื›ืœ ื™ื›ื•ืœืช ืœื‘ื“ ืฉื•ื•ื” ืžืฉื”ื•. ื‘ื™ื—ื“ โ€” ืžืขืจื›ืช ืฉื•ื ื”. ื”ื ื” ื—ืžื™ืฉื” ื“ืคื•ืกื™ื ืฉืžืฉืชืžืฉื™ื ื‘-2-3 ื™ื›ื•ืœื•ืช ื™ื—ื“, ื•ืžื” ื”ื™ืชืจื•ืŸ ื”ืกืคืฆื™ืคื™ ืฉื›ืœ ืื—ื“ ื ื•ืชืŸ.

ื“ืคื•ืก #1 โ€” Long-running research

ืฉื™ืœื•ื‘: 1M context + run_in_background. ืฉืœื— Agent ืœ-research ืฉืœ ื ื•ืฉื ืžื•ืจื›ื‘ (e.g. "compare 5 vector DBs for our use case") ื‘ืจืงืข. ื”ื•ื ืžื—ื–ื™ืจ 50K ื˜ื•ืงื ื™ื ืฉืœ ื ื™ืชื•ื—. ื‘ืœื™ 1M, ื”ื™ื™ืช ืžืฆื˜ืžืฆื ืœ-Sonnet ืขื 200K. ืขื 1M, ื”-Opus ืžื—ื–ื™ืจ ื ื™ืชื•ื— ืžืขืžื™ืง ืฉื ื›ื ืก ื‘ืงืœื•ืช.

ื“ืคื•ืก #2 โ€” Multi-MCP orchestration

ืฉื™ืœื•ื‘: ToolSearch + sandbox. ืืชื” ืจื•ืฆื” ืœื‘ืฆืข ืคืขื•ืœื” ืฉื“ื•ืจืฉืช 3 MCP servers (Asana โ†’ Calendar โ†’ Gmail). ื‘ืžืงื•ื ืœื˜ืขื•ืŸ ืืช ื›ื•ืœื ื‘-context, ื”ืฉืชืžืฉ ื‘-ToolSearch ืœื‘ื—ื•ืจ ืจืง ืืช 6 ื”ื›ืœื™ื ื”ืกืคืฆื™ืคื™ื™ื ืฉืืชื” ืฆืจื™ืš. ื”-context ื”ืจืืฉื™ ื ืฉืืจ ื ืงื™, sandbox ืžื‘ื˜ื™ื— ืฉื”ืคืงื•ื“ื•ืช ื”ื‘ื™ื ื™ื™ืžื™ื•ืช ื‘ื˜ื•ื—ื•ืช.

ื“ืคื•ืก #3 โ€” Watch-and-fix

ืฉื™ืœื•ื‘: run_in_background + Monitor + sandbox. ื”ืคืขืœ tsc --watch ื‘ืจืงืข, ื”ืฉืชืžืฉ ื‘-Monitor ืขื until: "error TS". ื›ืฉืžื•ืคื™ืขื” ืฉื’ื™ืื” โ€” Monitor ืžืขื™ืจ ืืช Claude ืขื ื”ืฉื’ื™ืื”, sandbox ืžืืคืฉืจ ืœืขืจื•ืš ืืช ื”ืงื•ื‘ืฅ ื•ืœื”ืจื™ืฅ tsc --noEmit ืžืงื•ืžื™ ืœืื™ืฉื•ืจ โ€” ื”ื›ื•ืœ ื‘ืœื™ ืื™ืฉื•ืจื™ ืžืฉืชืžืฉ ืœื›ืœ ืฉืœื‘.

ื“ืคื•ืก #4 โ€” Rich session context

ืฉื™ืœื•ื‘: 1M + system-reminders + memory. ื‘-SessionStart, hook ืงื•ืจื ืœ-git log -20 + npm outdated + ืกื˜ื˜ื•ืก ืคืจื™ืกื”, ื•ืžื–ืจื™ืง ื›-system-reminder. ื‘-1M context โ€” ืื™ืŸ ืกื™ื‘ื” ืœืงืฆืฅ. Claude ืžืชื—ื™ืœ ืืช ื”ืกืฉืŸ ืขื ืชืžื•ื ื” ืžืœืื” ืฉืœ ืžืฆื‘ ื”ืคืจื•ื™ืงื˜, ื•ื™ื•ื“ืข ืœื‘ื“ ืžื” ื”ืฆืขื“ ื”ื‘ื.

ื“ืคื•ืก #5 โ€” Skill that scales

ืฉื™ืœื•ื‘: Deferred Tools + system-reminders + sub-agents. skill ืžื•ื“ืจื ื™ ื ืจืื” ื›ืš:

---
name: deploy-and-monitor
description: Deploy to production and monitor for errors
---

# Skill: deploy-and-monitor

## Tool prerequisites
Before invoking, ensure these tools are loaded:
ToolSearch(query: "select:mcp__vercel__deploy_to_vercel,mcp__vercel__get_runtime_logs", max_results: 2)

## Execution
1. Call deploy_to_vercel ื‘-background
2. Spawn sub-agent for log monitoring
3. Inject <system-reminder> on errors
4. Sandbox-safe rollback if needed

ื”-skill ื”ื–ื” ืžืฉืชืžืฉ ื‘-4 ื™ื›ื•ืœื•ืช 2026 ื‘ื•-ื–ืžื ื™ืช. ื–ื” ืœื ื”ื™ื” ืืคืฉืจื™ ื‘-2025.

ื”ืžืกืงื ื” ืœืคืขื•ืœื” ืืœ ืชืชื™ื™ื—ืก ืœ-2026 ื›ืืœ "Claude Code ืขื ืžื•ื“ืœ ื™ื•ืชืจ ื—ื–ืง". ื™ืฉ ื›ืืŸ 5 ืฉื™ื ื•ื™ื™ ืืจื›ื™ื˜ืงื˜ื•ืจื” ืฉื“ื•ืจืฉื™ื ืฉื™ื ื•ื™ ื‘ื“ืคื•ืกื™ ื”ืขื‘ื•ื“ื”. ืื ืืชื” ืžืฉืชืžืฉ ื‘-/clear ื›ืœ ืฉืขื” โ€” ืืชื” ื‘ืžืฆื‘ 2025. ืื ืืชื” ืžื˜ืขื™ืŸ ื›ืœ MCP server ืฉื™ืฉ ืœืš โ€” ืืชื” ื‘ืžืฆื‘ 2025. ืื ืคืงื•ื“ื•ืช Bash ืฉืœืš ืขื•ืฆืจื•ืช ืื•ืชืš ื›ืœ ืคืขื โ€” ืืชื” ื‘ืžืฆื‘ 2025. ืชืขื‘ื•ืจ ืœ-2026.
07

2026 ื“ื•ืจืฉ ืฉื™ื ื•ื™ ื“ืคื•ืก

ืื ืฉื™ื ืฉื•ืืœื™ื ืื•ืชื™ "ืžื” ื”ื—ื™ื“ื•ืฉ ื”ืขื™ืงืจื™ ื‘-Claude Code 2026?". ื”ืชืฉื•ื‘ื” ื”ืงืฆืจื”: ืื™ืŸ ื—ื™ื“ื•ืฉ ืื—ื“. ื™ืฉ 5 ืฉื™ื ื•ื™ื™ื ืžืงื‘ื™ืœื™ื, ื•ื›ืœ ืื—ื“ ืžื”ื ื‘ื ืคืจื“ ื”ื™ื” ื”ื•ืคืš ืืช ื”ื›ืœื™ ืœืื—ืจ. ื‘ื™ื—ื“ โ€” ื–ื” ื›ืœื™ ืื—ืจ ืœื—ืœื•ื˜ื™ืŸ.

1M context ืœื ืจืง ืžืืคืฉืจ ืœื˜ืขื•ืŸ ื™ื•ืชืจ. ื”ื•ื ืžืฉื—ืจืจ ืื•ืชืš ืžื”ืžื™ืงืจื•-ื ื™ื”ื•ืœ ืฉืœ context. ToolSearch ืœื ืจืง ืžืงื˜ื™ืŸ ื˜ืขื™ื ื”. ื”ื•ื ืคื•ืชื— ืืช ื”ื“ืœืช ืœ-MCP-first architecture. run_in_background ืœื ืจืง ืžืงืฆืจ ื–ืžืŸ. ื”ื•ื ืžืืคืฉืจ ื–ืจื™ืžืช ืขื‘ื•ื“ื” ื‘ืžืงื‘ื™ืœ ืฉืœื ื”ื™ื™ืชื” ืืคืฉืจื™ืช ืงื•ื“ื. Sandbox ืœื ืจืง ืฉื•ืžืจ ืขืœ ื‘ื˜ื™ื—ื•ืช. ื”ื•ื ืžืกื™ืจ ื—ื™ื›ื•ืš. system-reminders ืœื ืจืง ืžื–ื›ื™ืจื™ื. ื”ื ื”ื•ืคื›ื™ื ืืช Claude ืœืจื’ื™ืฉ ืœื”ืงืฉืจ ืจื˜ื•ื‘.

ืื ื™ืฉ ืœื™ ื”ืžืœืฆื” ืื—ืช ืœ-2026 โ€” ื–ื•: ื‘ื—ืŸ ืืช ื”ื–ืจื™ืžื” ืฉืœืš. ื›ืœ ืคืขื ืฉืืชื” ืขื•ืฉื” /clear, ืฉื•ืืœ ืืช ืขืฆืžืš ืื ื–ื” ื‘ืืžืช ื ื“ืจืฉ. ื›ืœ ืคืขื ืฉืืชื” ืžืืฉืจ ืคืงื•ื“ืช Bash ืชืžื™ืžื” โ€” ืฉืืœ ืืช ืขืฆืžืš ืื sandbox ื”ื™ื” ืฆืจื™ืš ืœื˜ืคืœ ื‘ื”. ื›ืœ ืคืขื ืฉืืชื” ืžื—ื›ื” ืœืชื•ืฆืื” โ€” ืฉืืœ ืืช ืขืฆืžืš ืื ื–ื” ื”ื™ื” ืฆืจื™ืš ืœื”ื™ื•ืช ื‘-background. ื”ื”ืจื’ืœื™ื ืฉืœ 2025 ื”ื•ืคื›ื™ื ืœื ื˜ืœ ื‘-2026.

ื‘-2025 ื”ืฉืืœื” ื”ื™ื™ืชื” "ื›ืžื” context ืื ื™ ืฆืจื™ืš ืœื—ืกื•ืš". ื‘-2026 ื”ืฉืืœื” ื”ื™ื "ืื™ืš ืื ื™ ืžื ืฆืœ ืืช ื›ื•ืœื•". ยท The Final Takeaway ยท 2026 ยท
09

ืฉืืœื•ืช ื ืคื•ืฆื•ืช

ืžื” ื–ื” 1M context ื•ืœืžื” ื–ื” ืžืฉื ื”?

Opus 4.7 ื‘-Claude Code ืชื•ืžืš ืขื“ ืžื™ืœื™ื•ืŸ ื˜ื•ืงื ื™ื ื‘ืงื•ื ื˜ืงืกื˜ (ืคื™ 5 ืž-200K ื”ืงื•ื“ืžื™ื). ื–ื” ืžืฉืžืขื•ืชื™ ื›ื™ ืงื•ื“ื ื ื“ืจืฉื• /clear ื•-/compact ืื’ืจืกื™ื‘ื™ื™ื ื›ืœ ื›ืžื” ืžืฉื™ืžื•ืช. ืขื›ืฉื™ื• ืืคืฉืจ ืœื˜ืขื•ืŸ codebase ืฉืœื, ืœืขื‘ื•ื“ 4-6 ืฉืขื•ืช ื‘ืจืฆืฃ, ื•ืœื ืœืื‘ื“ ื”ืงืฉืจ. ืื–ื”ืจื”: prompt caching ืขื“ื™ื™ืŸ ื—ื™ื•ื ื™ โ€” ื‘ืœืขื“ื™ื• ืขืœื•ืช ื”ืงืจื™ืื” ื”ืจืืฉื•ื ื” ืž-cache cold ืชื’ื“ืœ ืคื™ 5.

ืžื” ื–ื” ToolSearch ื•-Deferred Tools?

ื›ื“ื™ ืœืืคืฉืจ ืขื‘ื•ื“ื” ืขื ืžืื•ืช MCP tools (Asana, Canva, Vercel, Gmail ื•ื›ื•') ื‘ืœื™ ืœื”ืขืžื™ืก context, Claude Code 2026 ื”ืฆื™ื’ ืžื ื’ื ื•ืŸ Deferred Tools: ื‘ืชื—ื™ืœืช ื”ืกืฉืŸ ืจืง ืฉืžื•ืช ื”ื›ืœื™ื ื ื˜ืขื ื™ื, ืœื ื”-schema ื”ืžืœื. ื›ืฉ-Claude ืฆืจื™ืš ื›ืœื™ ืกืคืฆื™ืคื™ ื”ื•ื ืงื•ืจื ืœ-ToolSearch ืขื ืฉื ืื• keyword, ื”-schema ื”ืžืœื ื ื˜ืขืŸ ืจืง ืœื›ืœื™ื ืฉื ื‘ื—ืจื•, ื•ื›ืš ื”ืงื•ื ื˜ืงืกื˜ ื”ืจืืฉื™ ื ืฉืืจ ื ืงื™. ื ื™ืชืŸ ืœื”ืฉืชืžืฉ ื‘ืคื•ืจืžื˜ select:Tool1,Tool2 ืœื‘ื—ื™ืจื” ื™ืฉื™ืจื”.

ืžื” ื–ื” run_in_background ื‘-Bash ื•-Agent?

ืคืจืžื˜ืจ run_in_background:true ืžืืคืฉืจ ืœื”ืคืขื™ืœ ืคืงื•ื“ื” ืืจื•ื›ื” (npm install, build ืืจื•ืš, agent ืžื—ืงืจื™) ื‘ืจืงืข ื•ืœื”ืžืฉื™ืš ืœืขื‘ื•ื“. ื›ืฉ-ื”ืžืฉื™ืžื” ืžืกืชื™ื™ืžืช โ€” Claude ืžืงื‘ืœ notification ืื•ื˜ื•ืžื˜ื™, ืื™ืŸ ืฆื•ืจืš ืœื‘ืฆืข polling. ื ื™ืชืŸ ื’ื ืœื”ืฉืชืžืฉ ื‘ื›ืœื™ Monitor ื›ื“ื™ ืœืขืงื•ื‘ ื‘ื–ืžืŸ ืืžืช ืื—ืจื™ stdout ืฉืœ ืชื”ืœื™ืš ืจืฅ. ืžืฉืœื‘ ื”ื™ื˜ื‘ ืขื /loop ื•-/schedule.

ืžื” ื–ื” sandbox ื‘-Bash?

Sandbox ื”ื•ื ืžื ื’ื ื•ืŸ ื‘ื™ื“ื•ื“ ืฉืžืจื™ืฅ ืคืงื•ื“ื•ืช Bash ื‘ืกื‘ื™ื‘ื” ืžื•ื’ื‘ืœืช โ€” ื‘ืœื™ ื’ื™ืฉื” ืœืจืฉืช, ื›ืชื™ื‘ื” ืœื“ื™ืกืง ืจืง ื‘ื ืชื™ื‘ื™ื ืžืกื•ื™ืžื™ื. ื–ื” ืžืืคืฉืจ ืœ-Claude ืœื”ืจื™ืฅ ืคืงื•ื“ื•ืช "ื‘ื˜ื•ื—ื•ืช" (ืงืจื™ืื”, lint, test) ืœืœื ืื™ืฉื•ืจ ืžืฉืชืžืฉ. ื”ื“ื’ืœ dangerouslyDisableSandbox:true ืขื•ืงืฃ ืืช ื–ื” ื›ืฉืฆืจื™ืš ืคืขื•ืœื” ืจื™ืฉื•ืžื™ืช โ€” ืื‘ืœ ื“ื•ืจืฉ ื–ื”ื™ืจื•ืช. ืžื ื”ืœื™ื ืืช ื–ื” ื“ืจืš /sandbox ืื• settings.json ืชื—ืช permissions.sandbox.

ืžื” ื–ื” system-reminder ื•-ide_selection?

ืืœื” ืชื’ื™ื•ืช XML ืฉื”-harness ืžื–ืจื™ืง ืœืชื•ืš ื”ืงื•ื ื˜ืงืกื˜ ืฉืœ Claude ื›ื“ื™ ืœื”ืขื‘ื™ืจ ืžื™ื“ืข "ืžื”ืžืขืจื›ืช" ืฉืื™ื ื• ื—ืœืง ืžื”ื”ื•ื“ืขื” ืฉืœ ื”ืžืฉืชืžืฉ. system-reminder ืžืกืคืง ื”ื–ื›ืจื•ืช (ืจืขื ื•ืŸ todos, ืžืขืงื‘ ืื—ืจ memory), ide_selection ืžืขื‘ื™ืจ ืืช ื”ืงื•ื“ ืฉื”ืžืฉืชืžืฉ ืกื™ืžืŸ ื‘-IDE. ื”ื‘ื ื” ืฉืœ ื”ืžื ื’ื ื•ืŸ ื”ื–ื” ื—ืฉื•ื‘ื” ืœ-skill developers โ€” ื”ื ื™ื›ื•ืœื™ื ืœื”ื–ืจื™ืง ืงื•ื ื˜ืงืกื˜ ื“ืจืš SessionStart hook ื‘ืื•ืชื• ืžื‘ื ื”.

ื”ืื 1M context ืชืงืฃ ืœื›ืœ ื”ืžื•ื“ืœื™ื?

ืœื. ืจืง Opus 4.7 (claude-opus-4-7[1m]) ืชื•ืžืš ื‘-1M context ื‘ืคื•ืขืœ. Sonnet 4.6 ื•-Haiku 4.5 ืขื“ื™ื™ืŸ ืขืœ 200K. ื‘-/effort max ื—ื™ื™ื‘ื™ื Opus 4.6+. ื›ืฉื‘ื•ื ื™ื ืืคืœื™ืงืฆื™ื•ืช ื—ื“ืฉื•ืช ืขื Agent SDK โ€” ืžื•ืžืœืฅ ืœื”ื’ื“ื™ืจ fallback: Opus ืœ-context ื’ื“ื•ืœ, Haiku ืœ-classification ืžื”ื™ืจ ื•ื–ื•ืœ.

ืื™ืš ืื ื™ ื™ื•ื“ืข ืื ืื ื™ ื‘ืžืฆื‘ "2025" ืื• "2026"?

ืฉืœื•ืฉ ืฉืืœื•ืช ื‘ื“ื™ืงื”: (1) ืืชื” ืžืฉืชืžืฉ ื‘-/clear ื›ืœ ืฉืขื”? ืื ื›ืŸ, ืืชื” ื‘-2025. ื‘-1M context, /clear ืฉืžื•ืจ ืœ-context-switch ืžื”ื•ืชื™ ื‘ืœื‘ื“. (2) ื›ืœ ืคืงื•ื“ืช Bash ื“ื•ืจืฉืช ืžืžืš ืื™ืฉื•ืจ? ืื ื›ืŸ, ื”-sandbox ื›ื‘ื•ื™ ืื• ืœื ืžื•ื’ื“ืจ ื ื›ื•ืŸ. (3) ืืชื” ืžื—ื›ื” ืœ-build/install ืœื”ืกืชื™ื™ื ืœืคื ื™ ืฉืชืžืฉื™ืš? ืื ื›ืŸ, ืืชื” ืœื ืžื ืฆืœ run_in_background. ืชื™ืงื•ืŸ ืฉืœ 3 ื”ื“ื‘ืจื™ื ื”ืืœื” ืœื‘ื“ ืžืขืœื” ืคืจื•ื“ื•ืงื˜ื™ื‘ื™ื•ืช ื‘-30-40%.

ืชืขื‘ื•ืจ ืœ-2026.

1M context, ToolSearch, run_in_background, Sandbox, system-reminders. ื—ืžืฉ ื™ื›ื•ืœื•ืช ืฉืžืฉื ื•ืช ืื™ืš ืืชื” ืขื•ื‘ื“. ืื ื”ื–ืจื™ืžื” ืฉืœืš ืœื ื”ืฉืชื ืชื” ื”ืฉื ื” โ€” ืืชื” ืžื—ืžื™ืฅ ืืช ื”ืชืžื•ืจื”.

ื”ืฉืœื ืืช ื”ืกื“ืจื”

ื”ื—ืœืง ื”ื–ื” (VII) ื”ื•ื BONUS โ€” ืžืชื‘ืกืก ืขืœ 6 ื”ืงื•ื“ืžื™ื. ื‘-Bootcamp Pro ืชื‘ื ื” skills, MCP servers, ื•-pipeline production ื”ืžืฉืœื‘ ืืช ื›ืœ ื”ื™ื›ื•ืœื•ืช.

Bootcamp Pro Part VI ยท MCP Part IV ยท Skills ๐Ÿ“ฐ Hub ื”ืกื“ืจื”

๐Ÿ“š ืงืจื“ื™ื˜ ื˜ื›ื ื™ ื•ืžืงื•ืจื•ืช

ื”ื›ื•ืชื‘: ื™ืขืงื‘ ื‘ื™ื“ื ื™, ืžื™ื™ืกื“ ื•ืžื ื›"ืœ BDNHOST Group. ืžืจืฆื” ื‘ื›ื™ืจ ืœ-AI ื•ืžื“ืขื™ ื”ืžื—ืฉื‘ ื‘ืžื›ืœืœื•ืช ื‘ื™ืฉืจืืœ. ื‘ื•ื ื” ืคื•ืจื˜ืคื•ืœื™ื• SaaS ืฉืœ 10+ ืืคืœื™ืงืฆื™ื•ืช ื‘-Base44 ื•-VPS.

#ClaudeCode ยท #AgenticMemory ยท #AIArchitecture ยท #DevTools ยท #AI2026

ืฆืคื•: MCP ื•-Agent SDK ื‘ืคืขื•ืœื”

ื”ืฉื™ืขื•ืจ ืขืœ MCP, ื”ืฉื™ืขื•ืจ ืขืœ Skills (ืฉืžืชื—ื‘ืจ ืœ-MCP), ื•ื”ืฉื™ืขื•ืจ ืขืœ CLAUDE.md (ื–ื™ื›ืจื•ืŸ ืœืกื•ื›ืŸ).

ืฉื™ืขื•ืจ 4: ื”ืงื•ื‘ืฅ ื”ืกื•ื“ื™ ืฉืžืฉื ื” ื”ื›ืœ โ€” CLAUDE.md | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
โ–ถ
ืฉื™ืขื•ืจ 4: ื”ืงื•ื‘ืฅ ื”ืกื•ื“ื™ ืฉืžืฉื ื” ื”ื›ืœ โ€” CLAUDE.md | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
YouTube ยท BDNHOST ยท EduManage
ืฉื™ืขื•ืจ 7: Skills โ€” ื”ื›ืœื™ ืฉื”ื•ืคืš ืืชื›ื ืœืžืชืงื“ืžื™ื | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
โ–ถ
ืฉื™ืขื•ืจ 7: Skills โ€” ื”ื›ืœื™ ืฉื”ื•ืคืš ืืชื›ื ืœืžืชืงื“ืžื™ื | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
YouTube ยท BDNHOST ยท EduManage
ืฉื™ืขื•ืจ 10: MCP โ€” ื—ื™ื‘ื•ืจ ืœื›ืœื™ื ืฉืืชื ื›ื‘ืจ ืžืฉืชืžืฉื™ื | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
โ–ถ
ืฉื™ืขื•ืจ 10: MCP โ€” ื—ื™ื‘ื•ืจ ืœื›ืœื™ื ืฉืืชื ื›ื‘ืจ ืžืฉืชืžืฉื™ื | ืงื•ืจืก ืงืœื•ื“ ืงื•ื“ ืœืžืงืฆื•ืขื ื™ื โ€” BDNHOST Academy
YouTube ยท BDNHOST ยท EduManage

โ†’ ื›ืœ ื”ืกืจื˜ื•ื ื™ื ื‘ืขืจื•ืฅ EduManage AI Bootcamp ื‘-YouTube