Sowmya😃

Unlearning is the new learning.

[GRR @grrajan]

Launching Today https://t.co/Q2f9Gri0fI
@ProductHunt

checkout and let me know your thoughts

[Sowmya😃 @srgmsowmya]

UTCD is here👀

[GRR @grrajan]

🚀 Just open-sourced UTCD — Universal Tool Capability Descriptor

An open standard for AI tools to describe themselves to agents.

Like OpenAPI, but for AI tool capabilities + safety.

📄 Spec + Python validator + demos included

https://t.co/W4eqwLR8Tj

#AI #OpenSource #MCP

[GRR @grrajan]

🚀 Just open-sourced UTCD — Universal Tool Capability Descriptor

An open standard for AI tools to describe themselves to agents.

Like OpenAPI, but for AI tool capabilities + safety.

📄 Spec + Python validator + demos included

https://t.co/W4eqwLR8Tj

#AI #OpenSource #MCP

[GRR @grrajan]

Why file blocking doesn't work here:

The agent IS allowed to edit auth files.
But it's NOT allowed to add OAuth.
How do you express that in a beforeFileEdit hook?
You can't. It's not a file-level constraint.
It's a SEMANTIC constraint.

[GRR @grrajan]

The scope problem:

You ask the agent: "Add a login page"

The agent:
- Adds login page ✓
- Adds OAuth integration ✗ (you didn't ask)
- Adds password reset flow ✗ (you didn't ask)
- Refactors the auth service ✗ (you didn't ask)

This is scope creep. Hooks don't catch it.

[GRR @grrajan]

Intent Contracts What Hooks Can't Do Alone

Hooks can block file modifications.
"Don't touch .env"
"Don't modify package.json"
But can hooks enforce this?
"Only implement login — not OAuth"

That's a different problem. 🧵

[GRR @grrajan]

Just built RAISEE - an AI-powered salary negotiation
simulator that helps employees practice tough
conversations & gives HR pay equity insights 💰

Built with @Base44 for their #Base44ForHR challenge!

Try it: https://t.co/2BMUEwoRI1

#HRTech #SalaryTransparency

[GRR @grrajan]

I built a local-first guardrail layer for AI coding agents.

It sits between Claude/Cursor/Codex and your filesystem, enforcing intent contracts before code is written.

22 frameworks. Patent pending. Works with Claude MCP.

Looking to connect with someone at Anthropic, OpenAI, or Cursor to explore IP licensing or acquisition.

If you can make an intro, DM me. 🙏

[GRR @grrajan]

https://t.co/2YMZxuXoIE

[GRR @grrajan]

SENTRIX is a local-first AI governance engine that acts as a guardrail between AI coding agents and your filesystem. It ensures that AI-generated code follows your rules before it's saved to disk.

AI writes code. SENTRIX verifies it.

[GRR @grrajan]

https://t.co/yZ5NAYS2Zw

[GRR @grrajan]

Local. Fast. Secure

[GRR @grrajan]

Your AI assistant has access to your codebase.

[GRR @grrajan]

Local-First
Runs 100% on your machine. No cloud dependency. No data leaves your laptop.

Scan Every Output
Every piece of AI-generated content is scanned against:
- Secret patterns (40+ types)
- Prompt injection signatures
- Scope boundaries
- Dependency allowlists
- Architecture rules
- Unsafe action patterns

[Avalon Labs @avalonfinance_]

Avalon TGE is Coming.

The Ticker is $AVL.

[Bedrock | Make BTC Productive 🟠 @Bedrock_DeFi]

🧩 12 cryptic puzzles. 5 hidden wallets. 2,000 USDT in rewards. Welcome to #TheBedrockEnigma: A Crypto Treasure Hunt. 🕵️‍♂️

Solve the crosswords, unlock the seed phrases, and claim the loot. But act fast—only the sharpest minds will win. 🧠

💰 Prizes:
1️⃣ 1,000 USDT
2️⃣ 500 USDT
3️⃣ 250 USDT
4️⃣ 150 USDT
5️⃣ 100 USDT
✨ 20,000 Bedrock Diamonds await the top solvers. 💎

The first clues are hidden in the banner. Can you crack them?

Start hunting now: ⬇️
https://t.co/xLeeH2VUC0

[Sowmya😃 @srgmsowmya]

@techbubble Scan the qr code for better output( better #nikmeme)

[Sowmya😃 @srgmsowmya]

@techbubble Showcase your talent on #nikmeme and attend the party!! @techbubble

[Sowmya😃 @srgmsowmya]

@NftyDreams My submission towards tshirt contest
Minimalistic design