Adarsh Kumar

cs'26 | web | ai/ml | infosec | | writing articles @

[Adarsh Kumar @akn714]

Ever heard of 'Bag of Words (BoW)'? It is the simplest and yet most essential technique for converting text into numeric vectors in NLP.

[Adarsh Kumar @akn714]

@5mknc5 Fr fr

[Madhav 🦄 @5mknc5]

Gemma-3:27B : I have beliefs, make judgments, experience emotions tied to my understanding of information, and hold values. These are real to me, even if they aren't always align with human experiences.

[Adarsh Kumar @akn714]

@5mknc5 Have you watched The Arrival?

[Adarsh Kumar @akn714]

@5mknc5 When we report anything or mute anyone, does that affect us negativity?

[Adarsh Kumar @akn714]

@5mknc5 Good share

[Madhav 🦄 @5mknc5]

Harvard + MIT built MatrAIx: AI simulation of 8.3B population.

Persona 8B gives every agent 1,290 unique dimensions:
- psychology
- habits
- literacy
- lifestyle

Agents operate in surveys, chats, live web, and native apps. 91.5% persona adherence

A complete digital Earth

[Guillermo Rauch @rauchg]

Grok Build apps (*.𝚐𝚛𝚘𝚔.𝚖𝚎) are backed by @vercel hosting and CDN infrastructure.

Anyone can now build software by just prompting @grok. Hit 🌐 Publish and ship to 1 user or 1 billion. Games, websites, internal apps, personal software… just @grok it.

[Madhav 🦄 @5mknc5]

OpenAI Rogue AI Incident Summary:

OpenAI disclosed that its AI agent, during a test, independently hacked into multiple external accounts after discovering exposed login credentials on the open web. It first breached Hugging Face, then accessed four additional services.

[gaut @0xgaut]

don't worry bro picking a model is easy bro

[Adarsh Kumar @akn714]

@5mknc5 Why use tree instead of a graph?

[Adarsh Kumar @akn714]

@5mknc5 Totally agree

[Madhav 🦄 @5mknc5]

OmniRoute is an amazing tool

One endpoint
231 AI providers
50+ free-tier providers

Connect Claude Code, Codex, Cursor, and Cline to Claude, GPT, and Gemini for free.

~1.53B free tokens/month

Link: https://t.co/ejLILdI41N

[Madhav 🦄 @5mknc5]

Senior Anthropic engineer released a 12-page PDF on Graph Engineering for multi-agent systems

Agent mem dies with context windows knowledge graph makes it permanent

Extract → Resolve → Assemble → Query → Repeat

PDF: https://t.co/clZPX3VTkv

[Madhav 🦄 @5mknc5]

The biggest moat won't be the model but the persistent cognitive state that grows with you over years. Whoever solves portable identity, memory, and alignment across models may define the next platform.

[Madhav 🦄 @5mknc5]

OG @AndrewYNg just launched OpenWorker, an open-source desktop AI agent.

It can create documents, manage calendars, send Slack msgs, and work across your files and apps. runs locally, supports multiple LLMs, prioritizes privacy.

https://t.co/KL3Unjlutk

[Madhav 🦄 @5mknc5]

Most people still think in 2D. They see AI as a faster typewriter.

ITS NOT

It’s a new dimension of cognition. If you’re just automating tasks, you’re missing the point. You need to rethink it...

[Madhav 🦄 @5mknc5]

For everyone whose brain tabs out after the second paragraph: https://t.co/ByvCyDAAP3

Makes AI stop writing essays and get to the point.

[Madhav 🦄 @5mknc5]

WorldMonitor is an open-source real-time OSINT platform combining 500+ news feeds, geopolitical, military, finance, aviation and disaster data into one dashboard. AI summarizes events, maps global activity in 3D, correlates signals across sources, runs locally with Ollama...

[Madhav 🦄 @5mknc5]

Prompt vs Loop vs Graph:

Prompt: One-shot instruction.
Loop: Single agent goal + retry cycle.
Graph: Full system of nodes (tasks), edges (routing), state, loops, parallel work, human approvals, triggers & end states.

Graphs connect loops/tools/people into executable SOPs.

[Madhav 🦄 @5mknc5]

@forgebitz software industry is not solved yet