1M context ื-Opus 4.7 ืืืฆืื ืืช /clear ืืืืฉืืง.
ToolSearch ืคืชืจ ืืช ืืืขืื ืฉื 200+ MCP tools.
run_in_background, sandbox, ื-system-reminders ืฉืื ื ืืื harness ืืชืงืฉืจ ืืืชื.
ืฉืฉ ืกืื ืืืช ืืืืฉ ืืืืืืช โ ืืืื ืืชื ืื ืฆืจืื ืืขืืื ื-2026 ืืื ื-2025.
ื-2025, ืืืื ื ืขื 200K ืืืงื ืื. ืกืฉื ืืจืื ืืชืืื ืืืืช ืืืจื 3-4 ืฉืขืืช, ืืฆืจืื ืืื /clear ืื /compact ืื ืฉืขื ืืื ืื ืืืืืข ืืงืืจ. ื-2026, Opus 4.7 ื-Claude Code ืคืชืื ืขื 1,000,000 ืืืงื ืื โ ืคื ืืืฉ. ืืฉืื ืื ืืื ืื ืจืง ืืืืชื. ืืื ืืฉื ื ืืช ืืื ืืชื ืขืืื.
ื-1M context ืืชื ืืืื ืืืขืื: (1) repo ืฉืื ืืื ืื ื (50K ืฉืืจืืช ืงืื) ืืื ืืืืืจ ืงืืฆืื. (2) ืืงืฉืจ ืืจืื-ืืืื โ ืฉืืื ืฉื 6-8 ืฉืขืืช ืขืืืื ืจืฆืืคื ืืื ืืืืื ืืงืฉืจ. (3) docs ืืงืืคืื ืืงืจืืื ืืืช โ RFC, ืกืคืจ, ืชืืขืื ืคืจืืืงื ืฉืื. (4) ืืจื ืกืงืจืืคืืื ืืจืืืื โ ืฉืขืชืืื ืฉื ืคืืืฉื ืขื 30K ืืืืื.
ืืืื ืืืฉื ืืื: "ืื ืืฉืืื โ ืกืฉื ืืืฉ". ืืขืืื 1M, ืื ืืืจ ืื ื ืืื. ืืคืฉืจ ืืขืืื ืขื feature ืฉืื, ืืขืืืจ ืืื branches, ืืขืฉืืช review ืฉื PR ืืืจ ืืืืืืจ โ ืืื ืืืื ืืช ืืจืืฉ. /clear ืฉืืืจ ืขืืฉืื ืจืง ื-context-switch ืืืืชื (ืคืจืืืงื ืืืจ, ื ืืฉื ืืืจ ืืืืืืื).
ืืื ืืฉ ืชืคืืกื ืฉืืืื ื ืคืืฆื: "1M context ืืืืจ ืฉืื ื ืื ืฆืจืื prompt caching". ืฉืืื ืืืืืืื. ื-cache ืขืื ืืืชืจ ืงืจืืื ืืขืืื 1M โ ืื ืงืจืืื ืจืืฉืื ื ืฉื 800K ืืืงื ืื cold ืขืืื ืคื 5 ื-200K. ืขื cache hit โ ืืืชื ืขืืืช. ืืืขืืื โ ืฉืืจืฃ ืืช ืืชืงืฆืื.
claude-opus-4-7[1m]) โ 1M context. ืืจืืจืช ืืืื ืืกืฉื ืื ืืจืืืื/effort max ื-/fastclaude-sonnet-4-6) โ 200K context, ืืืืจ ืืืชืจ, ืืื ืืืชืจclaude-haiku-4-5-20251001) โ 200K, ืืืื ืืืืชืจ, ื-classification ื-headless agentsืืืขืืจ ืืื ืืืืืื: /model ืืชืื ืืกืฉื.
Anthropic ืชืืืืช ื-prompt caching ืขื TTL ืฉื 5 ืืงืืช (ื ืืชื ืืืืจืื ื-1 ืฉืขื ื-SDK). ืืื ืื ืื: ืืงืจืืื ืืจืืฉืื ื โ ืืื ืชืฉืืื. ืืงืจืืืืช ืขืืงืืืช ืืืืชื prefix โ 10% ืืืขืืืช. ืืืืกืืื: 80-90% ืขื ืืฉืืืืช ืืืืจืืช.
ื-Claude Code ืื ืืืืืืื โ ืืชื ืื ืฆืจืื ืืขืฉืืช ืืืื. ื-CLI ืฉืืื ืืช ื-prefix ืฉื ื-CLAUDE.md + tool definitions ืขื cache_control, ืืืืื ืืืืื ืื ืงืจืืื ืืฉืชืืฉืช ื-cache. ืืกืชืื ื-/cost โ ืชืจืื ืฉืืจืช "cache hits" ืฉืืืื ืืืืจื ืืกืฉื.
ืืืืืจ ืืืืืืืืช: ืื ืคืขื ืฉืืชื ืืฉื ื ืืช ~/.claude/CLAUDE.md ืื ืืืกืืฃ MCP server ืืืฉ โ ื-cache ื ืืืง. ืืื: ืขืืืฃ ืืฉืืืจ CLAUDE.md ืืฆืื ืืืืฉืชืืฉ ื-/memory ืขืืืจ ืขืืืื ืื ืชืืืคืื.
# ืืืืจ 4 ืฉืขืืช ืขืืืื ืจืฆืืคื: $ /cost Tokens used: 487,213 / 1,000,000 (48%) Cache hits: 312,450 (64% ืืืกืืื) Estimated cost: $4.12 (ืืขืืืช $11.30 ืืื cache)
ืืขืืื 2025, ืืืืจืช 4-5 MCP servers ื-Claude Code, ืืืืจ ืืชืืืช ืืจืืืช ืืืืืืช. ืื schema ืฉื ืืื ืชืืคืก ืืืืช ืขื ืืืคื ืืืงื ืื, ืืืขืื ื ืฉื ืขืฉืจืืช ืืืื ืฉืืจืคืช context ืืคื ื ืฉืืชืืืช ืืขืืื. 2026 ืืืื ืคืชืจืื ืืืื ืื: Deferred Tools.
ืืชืืืืช ืืกืฉื, Claude Code ืื ืืืขื ืืช ื-schema ืืืื ืฉื ืื ืืืืื. ืืื ืจืง ืฉืืื list ืฉื ืฉืืืช ื-<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 ืืืืื ืฉืืื ืฆืจืื ืืื ืกืคืฆืืคื, ืืื ืงืืจื ื-ToolSearch ืขื ืฉื ืื keywords. ืจืง ืื ื-schema ืืืื ืฉื ืืืืื ืฉื ืืืจื ื ืืขื ืืงืื ืืงืกื. ืื ืื ืฉืื ื ืืจืฉ โ ืื ืชืืคืก ืืงืื.
(1) ืืืืจื ืืฉืืจื โ ืื ืืชื ืืืืข ืืืื ืืื ืืชื ืฆืจืื:
ToolSearch(query: "select:WebFetch,Edit,Grep", max_results: 3)
→ ืืืขื ืืืืืง ืืช 3 ืืืืื ืืืื
(2) ืืืคืืฉ ืืืืืช ืืคืชื โ ืื ืืชื ืื ืืืื:
ToolSearch(query: "asana task create", max_results: 5)
→ ืืืืืจ ืืช 5 ืืืืื ืืื ืจืืืื ืืืื ื-Asana MCP
ืืื ืื ืื ืืชืืกืก ืขื fuzzy matching ืฉื names + descriptions. ืื ืชืืชืื "send email" ืืืืจื ืื ืืื Gmail; "deploy" ืืืืืจ Vercel + GitHub Actions; "video" โ Hyperframes + ffmpeg.
academy4u-blog: ืืื ืงืืจื ื-ToolSearch ืืืขืื ืืช ืืื ื-Base44 ืืคื ื ืฉืืื ืืฉืชืืฉ ืืื.
ืืืื ืขืืืื ืจืืื, ืขื 12 MCP servers ืืืืืจืื (Asana, Canva, Vercel, Cloudflare, Gmail, Calendar, Drive, Tavily, Magic, ืืขืื) โ ืกื ืืืืื ืืืื ืืืืืข ื-250+. ื-2025, ืื ืืื ืืืจืฉ ~80,000 ืืืงื ืื ืจืง ืืืขืื ื ืจืืฉืื ืืช ืฉื ืืืืื. ื-2026 ืขื Deferred Tools โ ~5,000 ืืืงื ืื ืืืื (ืจืง ืฉืืืช). ืืืกืืื ืฉื 75K ืืคื ื ืฉืืชืืืช ืืขืืื.
run_in_background ื-Monitor
ืืคื ื 2026, ืคืงืืืช npm install ืื build ืืจืื ืืื ืืงืคืืืื ืืช Claude. ืืื ืืื ืืืชืื ื-stdout, ืืงืื ืืื ืืกืืฃ, ืืืืฉืื. ื-2026, ืืฉ ืืื ืงืจืืื ื-Bash ื-Agent ืคืจืืืจ ืืืฉ: run_in_background:true. ืืคืงืืื ืจืฆื ืืจืงืข, Claude ืืืฉืื ืืขืืื, ืืืงืื notification ืืืืืืื ืืฉืืื ืืกืชืืืืช.
Bash(
command: "npm run build",
description: "Build production bundle",
run_in_background: true
)
// Claude ืืืฉืื ืืื ืืขืืื ืขื ืืฉืืื ืืืจืช
// ืืฉื-build ื ืืืจ โ notification: "Bash completed: exit 0"
(1) Long-running builds โ Webpack, Next.js production build, Docker build. ืืืงืื ืืืืชืื 5 ืืงืืช, Claude ืืชืืื ืืืชืื ืืกืืื ืืืื ืฉ-build ืจืฅ.
(2) Watch mode โ npm run dev, tsc --watch, jest --watch. ืจืฅ ืืจืงืข ืืืืจื ืืกืฉื, Claude ืืงืื ืขืืืื ืื ืขื ืฉืืืืืช compile ืืืื ืืืช.
(3) Research agents โ Agent(subagent_type: "general-purpose", run_in_background: true). ืกืืื ืขืืกืง ืืืืงืจ ืขืืืง ืืืงืืื ืืขืืืื ืืจืืฉืืช. ืืฉืืื ืืกืืื โ ืชืืฆืื ืืฆืืจืคืช.
(4) Parallel work streams โ ืฉืืืฉื agents ืืจืงืข ืืืงืืื, ืื ืืื ืขื feature ืืืจ. notifications ืืืืขืืช ืืงืฆื ืฉืืื.
Monitor โ ืืขืงืื ืืืื ืืืช
ืคืงืืื ืจืฆื ืืจืงืข โ ืืืคืขืืื ืืชื ืจืืฆื ืืขืงืื ืืืจ ื-stdout ืฉืื ื-real-time. ืืฉืืื ืื ืืฉ Monitor: ืืื ืฉืืืืืจ notifications ืขื ืื ืฉืืจืช stdout ืืืฉื. ืืืืืื ืฉืืืืฉื ืืขืงืื ืืืจ dev server ืื logs ืจืฆืื.
// 1. ืืคืขื dev server ืืจืงืข
Bash(command: "npm run dev", run_in_background: true)
// 2. ืขืงืื ืืืจื ื-output ืขื ืฉืืื ready
Monitor(
shell_id: "<returned-id>",
until: "Local:.*localhost:3000"
)
// โ Claude ืืงืื notification ืืจืืข ืฉื-server ืืืื
ืืืืืืืช ืืื ื ืคืืฆื: while true; do sleep 5; check_status; done. ืื ืชืขืฉื ืืช ืื. ืืืงืื, ืืฉืชืืฉ ื-run_in_background + Monitor ืขื until condition. ื-harness ืืืข ืืชื ืืืขืืจ ืืืชื, ืื-cache ืื ืืืฉืจืฃ ืืคืขื ื-12 ืฉืืชื ืืืืง.
// 1. ืืคืขื deploy ืืจืงืข
Bash(command: "vercel deploy --prod", run_in_background: true)
// 2. ืืืื ืฉืื ืจืฅ โ ืื ื PR description
Bash(command: "git log main..HEAD --oneline")
// 3. ืขืงืื ืืืจื ื-deploy ืขื ืฉืืื ืื
Monitor(shell_id: "<deploy-id>", until: "Production: https://")
// 4. ืืืืง ืฉืืืชืจ ืื
WebFetch(url: "<production-url>", prompt: "verify homepage loads")
4 ืฉืืืื, ืืื Claude ืขืืื ืืืงืืื ืืื ืืืจ. ืืืื ืฉื ืืกื: 60-70%.
ื-2025, ืื ืคืงืืืช Bash ืืจืฉื ืืืฉืืจ ืืฉืชืืฉ. ืื ืืื ืืืื ืืื ืืืื โ ืืืฉืืจ ืขื ls, ืืืฉืืจ ืขื git status, ืืืฉืืจ ืขื npm test. ื-2026, ื ืื ืก ืื ืื ืื sandbox: ืคืงืืืืช "ืืืืืืช" ืจืฆืืช ืืืืืืืืช ืืกืืืื ืืืืืืช ืืื ืืืฉื ืืจืฉืช ืืืื ืืชืืื ืืืงืืืืช ืจืืืฉืื.
ืขื Linux/macOS, sandbox ืืฉืชืืฉ ื-seccomp + namespaces. ืขื Windows โ ืืืืื ืืจื AppContainer ืื JobObjects. ืืื ืืงืจื: ื-process ืื ืืืื ืืคืชืื ืืืืืจื ืจืฉืช ืืืฉืื, ืื ืืืื ืืืชืื ืืืืฅ ืืชืืงืืืช ืืืจืฉืืช (cwd + /tmp), ืืื ืืืื ืืืจืืฅ ืคืงืืืืช ืืจืกื ืืืช (rm -rf / ืืืืกื).
ls, cat, grep, find) โ ืชืืื sandbox, ืืื ืฉืืืืชnpm test, pytest, tsc --noEmit) โ sandbox ืืจืืจืช ืืืืgit status, git diff, git log) โ sandboxgit commit, git push) โ ืืืจืฉ sandbox ืืืื + ืืืฉืืจcurl, npm install, pip install) โ ืืืจืฉ sandbox ืืืืrm, mv ืืืืฅ ื-cwd, chmod) โ ืชืืื ืืืจืฉ ืืืฉืืจdangerouslyDisableSandbox
ืืคืขืืื ืคืขืืื ื ืจืืืช ืงืจืืื ืืื ืืืขืฉื ืืืจืฉืช ืจืฉืช โ ืืืฉื npm test ืฉืืืจืื dependencies ืืคืขื ืืจืืฉืื ื. ืืืงืจืื ืืืื, ืืชื ืืืื ืืืขืืืจ dangerouslyDisableSandbox: true. ืืฉื ืืืจืื ืืืืืขืืช ืืื ืืืืื ื โ ืืื ื ืืขื ืืืืืืจ ืื ืฉืืชื ืืืื ืืื ื.
Bash(
command: "npm install",
description: "Install dependencies (needs network)",
dangerouslyDisableSandbox: true // explicit opt-out
)
ืืคืฉืจ ืืืืืืจ ืืจืืจืช ืืืื ื-~/.claude/settings.json:
{
"permissions": {
"sandbox": {
"default": "auto", // "auto" | "always" | "never"
"allowedHostsForNetwork": [
"registry.npmjs.org",
"github.com",
"api.anthropic.com"
],
"allowedWritePaths": ["/tmp", "$CWD"]
}
}
}
"auto" ืืื ืืจืืจืช ืืืืื ืืืืืืฆืช. "always" = ืชืืื sandbox, ืืคืืื ื-network ops (ืชืืืฅ ืืืชื ืืืฉืจ ืืื ืืช). "never" = ืืื sandbox (ืื ืืืืืฅ ืืื ืื ืืชื ื-Docker/VM ืืืขืืื).
/sandbox ืืชืื ืืกืฉื
ื ืืชื ืืฉื ืืช ืืช ื-mode ืืชืื ืกืฉื ืกืคืฆืืคื ืืื ืืขืจืื JSON: /sandbox auto | /sandbox always | /sandbox never. ืฉืืืืฉื ืืฉืืชื ืจืืฆื ืืื ืืช ืืืจืืฅ ืืจืื ืคืงืืืืช network ืืื ืืืฉืืจืื.
ืืื ืืืืืืืช ืืคืจืง ืืื, ืื ืืื "ื ืกืชืจืช" โ ืืืื ืืืช ืืืื ืืืฉืืื ืืืืชืจ ื-skill developers ื-agent builders. ื-Claude Code 2026, ื-harness (ื-CLI) ืืืจืืง ืืชืื ืืงืื ืืงืกื ืฉื Claude ืืืืข "ืืืืขืจืืช" ืืืืฆืขืืช ืชืืืืช XML ืืืืืืืช. ืืื ืช ืืื ืื ืื ืืื ืืื ืืืืื ืืื skill ืฉืขืืื ื-skill ืฉืืชืคืืฆืฅ.
<system-reminder> โ ืืืืจืืช ืืืืืืืืืชืื ืชืืืช ืฉื-harness ืืืจืืง ืืฉืืื ืจืืฆื ืืืขืืืจ ื-Claude ืืืืข ืฉืื ืื ืืืืฉืชืืฉ. ืฉืืืืฉืื ื ืคืืฆืื:
ืืฉืื ืืืืื: ื-system-reminder ืืื ื ืืืืขื ืฉื ืืืฉืชืืฉ. ืืกืืจ ืืืืื ืขืืื ืืฉืืจืืช ("ืื ืชืืืืจ ืืช ืืืืืจื"). ืืื ืืืจืื ืืชืืืขื ืืคื ืืืืช ืฉื Claude.
<ide_selection> โ ืื ืืืฉืชืืฉ ืกืืื ื-IDEืืฉืขืืืืื ื-VS Code/JetBrains ืขื Claude Code extension, ื-IDE ืืืื ืืช ืืงืื ืฉืืืฉืชืืฉ ืกืืื ืืฉืืื ืืืชื ื-Claude ืืชืืืช ืืืืืืช:
<ide_selection>
file: src/components/Header.tsx
lines: 42-58
text: "..."
</ide_selection>
ืื ืืื ืืฉืืชื ืืกืื ืงืื ื-IDE ืืฉืืื ืฉืืื ืืืืืช ("ืื ืื ืขืืฉื?") โ Claude ืืืืข ืืืืืง ืืื ืืชื ืืชืืืื. ื-extension ืืขืืืจ ืืช ืืืงืฉืจ ืืืืืืืืช.
ืืืคืชื ืืืชืืืช skill ืืื ืืื SessionStart hook ืฉืืืจืืง ืงืื ืืงืกื ืืืืชื ืชืื ืืช. ืืืืื โ skill ืื ืืืื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 ืฉื ืืกืงืจืืคื ืืืืจืง ืืืืืืืืช ืืงืื ืืงืกื ืฉื Claude ืืชืืืืช ืืกืฉื. ืืื ืืจืื ืืช ืืืืืข, ืืื ืชืืงืฉ "ืชืขืืื ืขื feature X" ืืฉื-load ืืื 12 โ ืืื ืืขืฆืืจ ืืืืืจ "ืงืืื ื ืชืคื ื ืืขืืืก".
claude-code-guide (built-in ื-2026) ืืฉืชืืฉ ืืืคืืก ืืื: ืืฉืืืฉืชืืฉ ืฉืืื "ืืื Claude Code ืชืืื ื-X?", ืืกืืื ืงืืื ืงืืจื ืืชืืขืื ืืจืฉืื ืืจื WebFetch, ืืื ืืืจืืง ืืชืฉืืื <system-reminder> ืฉืืืืื ืืช ื-Claude ืืจืืฉื ืืืืืจ ืขื ืชืืขืื ืืฆืืื ืืืงืื ืื ืืฉ. ืื ืืืคื ืืช ืืชืฉืืืืช ื-95% ืืืืืง ืฉื 99.5%.
ืื ืืืืืช ืืื ืฉืืื ืืฉืื. ืืืื โ ืืขืจืืช ืฉืื ื. ืื ื ืืืืฉื ืืคืืกืื ืฉืืฉืชืืฉืื ื-2-3 ืืืืืืช ืืื, ืืื ืืืชืจืื ืืกืคืฆืืคื ืฉืื ืืื ื ืืชื.
ืฉืืืื: 1M context + run_in_background. ืฉืื Agent ื-research ืฉื ื ืืฉื ืืืจืื (e.g. "compare 5 vector DBs for our use case") ืืจืงืข. ืืื ืืืืืจ 50K ืืืงื ืื ืฉื ื ืืชืื. ืืื 1M, ืืืืช ืืฆืืืฆื ื-Sonnet ืขื 200K. ืขื 1M, ื-Opus ืืืืืจ ื ืืชืื ืืขืืืง ืฉื ืื ืก ืืงืืืช.
ืฉืืืื: ToolSearch + sandbox. ืืชื ืจืืฆื ืืืฆืข ืคืขืืื ืฉืืืจืฉืช 3 MCP servers (Asana โ Calendar โ Gmail). ืืืงืื ืืืขืื ืืช ืืืื ื-context, ืืฉืชืืฉ ื-ToolSearch ืืืืืจ ืจืง ืืช 6 ืืืืื ืืกืคืฆืืคืืื ืฉืืชื ืฆืจืื. ื-context ืืจืืฉื ื ืฉืืจ ื ืงื, sandbox ืืืืื ืฉืืคืงืืืืช ืืืื ืืืืืืช ืืืืืืช.
ืฉืืืื: run_in_background + Monitor + sandbox. ืืคืขื tsc --watch ืืจืงืข, ืืฉืชืืฉ ื-Monitor ืขื until: "error TS". ืืฉืืืคืืขื ืฉืืืื โ Monitor ืืขืืจ ืืช Claude ืขื ืืฉืืืื, sandbox ืืืคืฉืจ ืืขืจืื ืืช ืืงืืืฅ ืืืืจืืฅ tsc --noEmit ืืงืืื ืืืืฉืืจ โ ืืืื ืืื ืืืฉืืจื ืืฉืชืืฉ ืืื ืฉืื.
ืฉืืืื: 1M + system-reminders + memory. ื-SessionStart, hook ืงืืจื ื-git log -20 + npm outdated + ืกืืืืก ืคืจืืกื, ืืืืจืืง ื-system-reminder. ื-1M context โ ืืื ืกืืื ืืงืฆืฅ. Claude ืืชืืื ืืช ืืกืฉื ืขื ืชืืื ื ืืืื ืฉื ืืฆื ืืคืจืืืงื, ืืืืืข ืืื ืื ืืฆืขื ืืื.
ืฉืืืื: Deferred Tools + system-reminders + sub-agents. skill ืืืืจื ื ื ืจืื ืื:
---
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 ืืื ืืฉืชืืฉ ื-4 ืืืืืืช 2026 ืื-ืืื ืืช. ืื ืื ืืื ืืคืฉืจื ื-2025.
/clear ืื ืฉืขื โ ืืชื ืืืฆื 2025. ืื ืืชื ืืืขืื ืื MCP server ืฉืืฉ ืื โ ืืชื ืืืฆื 2025. ืื ืคืงืืืืช Bash ืฉืื ืขืืฆืจืืช ืืืชื ืื ืคืขื โ ืืชื ืืืฆื 2025. ืชืขืืืจ ื-2026.
ืื ืฉืื ืฉืืืืื ืืืชื "ืื ืืืืืืฉ ืืขืืงืจื ื-Claude Code 2026?". ืืชืฉืืื ืืงืฆืจื: ืืื ืืืืืฉ ืืื. ืืฉ 5 ืฉืื ืืืื ืืงืืืืื, ืืื ืืื ืืื ืื ืคืจื ืืื ืืืคื ืืช ืืืื ืืืืจ. ืืืื โ ืื ืืื ืืืจ ืืืืืืื.
1M context ืื ืจืง ืืืคืฉืจ ืืืขืื ืืืชืจ. ืืื ืืฉืืจืจ ืืืชื ืืืืืงืจื-ื ืืืื ืฉื context. ToolSearch ืื ืจืง ืืงืืื ืืขืื ื. ืืื ืคืืชื ืืช ืืืืช ื-MCP-first architecture. run_in_background ืื ืจืง ืืงืฆืจ ืืื. ืืื ืืืคืฉืจ ืืจืืืช ืขืืืื ืืืงืืื ืฉืื ืืืืชื ืืคืฉืจืืช ืงืืื. Sandbox ืื ืจืง ืฉืืืจ ืขื ืืืืืืช. ืืื ืืกืืจ ืืืืื. system-reminders ืื ืจืง ืืืืืจืื. ืื ืืืคืืื ืืช Claude ืืจืืืฉ ืืืงืฉืจ ืจืืื.
ืื ืืฉ ืื ืืืืฆื ืืืช ื-2026 โ ืื: ืืื ืืช ืืืจืืื ืฉืื. ืื ืคืขื ืฉืืชื ืขืืฉื /clear, ืฉืืื ืืช ืขืฆืื ืื ืื ืืืืช ื ืืจืฉ. ืื ืคืขื ืฉืืชื ืืืฉืจ ืคืงืืืช Bash ืชืืืื โ ืฉืื ืืช ืขืฆืื ืื sandbox ืืื ืฆืจืื ืืืคื ืื. ืื ืคืขื ืฉืืชื ืืืื ืืชืืฆืื โ ืฉืื ืืช ืขืฆืื ืื ืื ืืื ืฆืจืื ืืืืืช ื-background. ืืืจืืืื ืฉื 2025 ืืืคืืื ืื ืื ื-2026.
Opus 4.7 ื-Claude Code ืชืืื ืขื ืืืืืื ืืืงื ืื ืืงืื ืืงืกื (ืคื 5 ื-200K ืืงืืืืื). ืื ืืฉืืขืืชื ืื ืงืืื ื ืืจืฉื /clear ื-/compact ืืืจืกืืืืื ืื ืืื ืืฉืืืืช. ืขืืฉืื ืืคืฉืจ ืืืขืื codebase ืฉืื, ืืขืืื 4-6 ืฉืขืืช ืืจืฆืฃ, ืืื ืืืื ืืงืฉืจ. ืืืืจื: prompt caching ืขืืืื ืืืื ื โ ืืืขืืื ืขืืืช ืืงืจืืื ืืจืืฉืื ื ื-cache cold ืชืืื ืคื 5.
ืืื ืืืคืฉืจ ืขืืืื ืขื ืืืืช MCP tools (Asana, Canva, Vercel, Gmail ืืื') ืืื ืืืขืืืก context, Claude Code 2026 ืืฆืื ืื ืื ืื Deferred Tools: ืืชืืืืช ืืกืฉื ืจืง ืฉืืืช ืืืืื ื ืืขื ืื, ืื ื-schema ืืืื. ืืฉ-Claude ืฆืจืื ืืื ืกืคืฆืืคื ืืื ืงืืจื ื-ToolSearch ืขื ืฉื ืื keyword, ื-schema ืืืื ื ืืขื ืจืง ืืืืื ืฉื ืืืจื, ืืื ืืงืื ืืงืกื ืืจืืฉื ื ืฉืืจ ื ืงื. ื ืืชื ืืืฉืชืืฉ ืืคืืจืื select:Tool1,Tool2 ืืืืืจื ืืฉืืจื.
run_in_background ื-Bash ื-Agent?ืคืจืืืจ run_in_background:true ืืืคืฉืจ ืืืคืขืื ืคืงืืื ืืจืืื (npm install, build ืืจืื, agent ืืืงืจื) ืืจืงืข ืืืืืฉืื ืืขืืื. ืืฉ-ืืืฉืืื ืืกืชืืืืช โ Claude ืืงืื notification ืืืืืืื, ืืื ืฆืืจื ืืืฆืข polling. ื ืืชื ืื ืืืฉืชืืฉ ืืืื Monitor ืืื ืืขืงืื ืืืื ืืืช ืืืจื stdout ืฉื ืชืืืื ืจืฅ. ืืฉืื ืืืื ืขื /loop ื-/schedule.
Sandbox ืืื ืื ืื ืื ืืืืื ืฉืืจืืฅ ืคืงืืืืช Bash ืืกืืืื ืืืืืืช โ ืืื ืืืฉื ืืจืฉืช, ืืชืืื ืืืืกืง ืจืง ืื ืชืืืื ืืกืืืืื. ืื ืืืคืฉืจ ื-Claude ืืืจืืฅ ืคืงืืืืช "ืืืืืืช" (ืงืจืืื, lint, test) ืืื ืืืฉืืจ ืืฉืชืืฉ. ืืืื dangerouslyDisableSandbox:true ืขืืงืฃ ืืช ืื ืืฉืฆืจืื ืคืขืืื ืจืืฉืืืืช โ ืืื ืืืจืฉ ืืืืจืืช. ืื ืืืื ืืช ืื ืืจื /sandbox ืื settings.json ืชืืช permissions.sandbox.
system-reminder ื-ide_selection?ืืื ืชืืืืช XML ืฉื-harness ืืืจืืง ืืชืื ืืงืื ืืงืกื ืฉื Claude ืืื ืืืขืืืจ ืืืืข "ืืืืขืจืืช" ืฉืืื ื ืืืง ืืืืืืขื ืฉื ืืืฉืชืืฉ. system-reminder ืืกืคืง ืืืืจืืช (ืจืขื ืื todos, ืืขืงื ืืืจ memory), ide_selection ืืขืืืจ ืืช ืืงืื ืฉืืืฉืชืืฉ ืกืืื ื-IDE. ืืื ื ืฉื ืืื ืื ืื ืืื ืืฉืืื ื-skill developers โ ืื ืืืืืื ืืืืจืืง ืงืื ืืงืกื ืืจื SessionStart hook ืืืืชื ืืื ื.
ืื. ืจืง Opus 4.7 (claude-opus-4-7[1m]) ืชืืื ื-1M context ืืคืืขื. Sonnet 4.6 ื-Haiku 4.5 ืขืืืื ืขื 200K. ื-/effort max ืืืืืื Opus 4.6+. ืืฉืืื ืื ืืคืืืงืฆืืืช ืืืฉืืช ืขื Agent SDK โ ืืืืืฅ ืืืืืืจ fallback: Opus ื-context ืืืื, Haiku ื-classification ืืืืจ ืืืื.
ืฉืืืฉ ืฉืืืืช ืืืืงื: (1) ืืชื ืืฉืชืืฉ ื-/clear ืื ืฉืขื? ืื ืื, ืืชื ื-2025. ื-1M context, /clear ืฉืืืจ ื-context-switch ืืืืชื ืืืื. (2) ืื ืคืงืืืช Bash ืืืจืฉืช ืืื ืืืฉืืจ? ืื ืื, ื-sandbox ืืืื ืื ืื ืืืืืจ ื ืืื. (3) ืืชื ืืืื ื-build/install ืืืกืชืืื ืืคื ื ืฉืชืืฉืื? ืื ืื, ืืชื ืื ืื ืฆื run_in_background. ืชืืงืื ืฉื 3 ืืืืจืื ืืืื ืืื ืืขืื ืคืจืืืืงืืืืืืช ื-30-40%.
1M context, ToolSearch, run_in_background, Sandbox, system-reminders. ืืืฉ ืืืืืืช ืฉืืฉื ืืช ืืื ืืชื ืขืืื. ืื ืืืจืืื ืฉืื ืื ืืฉืชื ืชื ืืฉื ื โ ืืชื ืืืืืฅ ืืช ืืชืืืจื.
ืืืืง ืืื (VII) ืืื BONUS โ ืืชืืกืก ืขื 6 ืืงืืืืื. ื-Bootcamp Pro ืชืื ื skills, MCP servers, ื-pipeline production ืืืฉืื ืืช ืื ืืืืืืืช.
ืืืืชื: ืืขืงื ืืืื ื, ืืืืกื ืืื ื"ื BDNHOST Group. ืืจืฆื ืืืืจ ื-AI ืืืืขื ืืืืฉื ืืืืืืืช ืืืฉืจืื. ืืื ื ืคืืจืืคืืืื SaaS ืฉื 10+ ืืคืืืงืฆืืืช ื-Base44 ื-VPS.
#ClaudeCode ยท #AgenticMemory ยท #AIArchitecture ยท #DevTools ยท #AI2026
ืืฉืืขืืจ ืขื MCP, ืืฉืืขืืจ ืขื Skills (ืฉืืชืืืจ ื-MCP), ืืืฉืืขืืจ ืขื CLAUDE.md (ืืืืจืื ืืกืืื).
โ ืื ืืกืจืืื ืื ืืขืจืืฅ EduManage AI Bootcamp ื-YouTube