mg

Wondering ..

[mg @man_sd_pen]

@Shehzad_Ind @RahulGandhi @Shehzad_Ind you are an idiot! STFU.

[mg @man_sd_pen]

@jhoothkidukan Check check fact check !

[BJP Jhoot Ki Dukaan @jhoothkidukan]

🚨 WE NEED YOUR SUPPORT 🚨

We are a team of young volunteers who launched https://t.co/n6pvrAoqP8 to debunk fake fact-checks and fake news by BJP.

Our work hit a nerve. The BJP IT cell is so rattled that have launched coordinated attacks, spamming our website to crash it and mass-reporting this account (@jhoothkidukan) to silence us.

We aren't backed by any funding, nor are we on any payrolls.

They have the power of an organized machine, but we have the power of truth.

Help us FIGHT BACK

Follow @jhoothkidukan
RT & amplify our posts
Share https://t.co/n6pvrAoqP8

TRUTH WILL PREVAIL! ✊

[mg @man_sd_pen]

@sharmarekha @RahulGandhi How many sar sangh chalak of @RSSorg were women @sharmarekha ?

[Abhijeet Dipke @abhijeet_dipke]

6 saal ka baccha press conference kar raha hai…

[mg @man_sd_pen]

@SanketAdv Advocate ho na ? dekho jara kiska channel chala raha hai..whatsapp uncle !

[mg @man_sd_pen]

@mohitlaws Mr Bisht , Mr Modi is neither India and does not represent its heritage. We disagree with you.

[mg @man_sd_pen]

@KirenRijiju Doremon manipur ki beti ka kya ?

[mg @man_sd_pen]

@NeemBhagabaan @abhijeet_dipke question your paw paw ..

[mg @man_sd_pen]

@abhijeet_dipke @TVMohandasPai ...

[mg @man_sd_pen]

@KirenRijiju @PMOIndia @narendramodi ask amit shah to be present , doreman nahi chalega

[mg @man_sd_pen]

@PiyushGoyal @narendramodi Bhai - Manmohan singh ka project hai . Chomu aa gaya credit lene .

[mg @man_sd_pen]

@FinMinIndia @DFS_India @nsitharamanoffc @PIB_India @DDNewslive @MIB_India @FinMinindia @DFS_india @nsitharaman .. how brain dead you must be to celebrate this ?

[mg @man_sd_pen]

@malpani another Sovereign Gold Bond scheme of @narendramodi government !. Enjoy Amrutkal

[mg @man_sd_pen]

@smitaprakash Ok aunty

[mg @man_sd_pen]

@TVMohandasPai Why don't you speak with , @narendramodi and get this done @TVMohandasPai ? You can only lick , spineless, greedy pig ...

[mg @man_sd_pen]

@RubikaLiyaquat Please do debate on 1. Manipur 2. Jobs 3.shootinng by delhipolice on peaceful students 4. Falling rupee ... That's where TRP will improve . It's business and people are fed up with this tamasha . Get real , smell the cofee and start questioning the govt , basically do your job

[mg @man_sd_pen]

@RubikaLiyaquat Why RSS did not participate in quit India movement ? You have zero credibility , get lost already .

[mg @man_sd_pen]

@AmitShah Amit Bhai , kabhi kaam ki baat kar liya karo . manipur 2 saal se jal raha hai, aur apke yehi sab karna hai . Home minister hi home jalte hue dekha Raha hai ... Ghor nirasha

[Anjula Dwivedi @HeyAnjula]

Claude Code ships with 5 architectural layers most engineers never open.
Not features. Not settings. Layers — each solving a distinct problem that LLMs alone can't solve. And four of them have nothing to do with prompting.
Here's the full Agent Development Kit:

Layer 1 — CLAUDE.md → The Memory Layer
Architecture rules, naming conventions, test expectations, repo map. Always loaded. Always active.
Two scopes:
• ~/.claude/CLAUDE.md → global
• .claude/CLAUDE.md → project
This isn't context you paste in before every session. It's context that never needs repeating. The agent's constitution.

Layer 2 — Skills → The Knowledge Layer
Each SKILL.md carries a description. Claude matches it at runtime and forks the skill into an isolated subagent. On-demand, never always-on.
Task-specific knowledge without inflating your main context window. Modular by design.

Layer 3 — Hooks → The Guardrail Layer
PreToolUse → PostToolUse → SessionStart → Stop → SubagentStop

This is the layer most teams skip. And the one they regret skipping first.

Hooks are NOT AI. They're deterministic event-driven shell commands.
• Auto-lint on every Write
• Hard-block on rm -rf
• Slack notification on Stop
Event fires → Matcher checks → Command runs
Quality enforced at the infrastructure level. Not the prompt level.

Layer 4 — Subagents → The Delegation Layer
Each subagent gets its own context window, model, tools, and permissions.
Main agent delegates down. Receives results up. That's it.
No infinite recursion — subagents can't spawn subagents. Main context stays clean. Hard boundaries by design.

Layer 5 — Plugins → The Distribution Layer
Bundle your skills + agents + hooks + commands into a plugin. One install. Whole team inherits the behavior.
Think npm packages — but for what your agent knows how to do.

Wrapping everything:
→ MCP Servers on the left (GitHub, databases, APIs, custom integrations)
→ Agent Teams on the right (parallel execution, message passing, shared permissions)

The 5-layer stack in one line:
CLAUDE.md sets rules → Skills provide expertise → Hooks enforce quality → Subagents delegate work → Plugins distribute to the team
Most production failures in agentic systems trace back to one missing layer.

Which one is the gap in your current setup?