Adeel Ahmad

entrepreneur

[Adeel Ahmad @AdeelAhmad]

Three orthogonal training signals — outcome, trajectory, independence — converging on one policy region. Each signal alone admits degenerate shortcuts. Only the joint constraint defines learned reasoning. #LLM #RL #Reasoning #GRPO #MachineLearning #AIResearch

[Adeel Ahmad @AdeelAhmad]

New Way:
Procrustes residual: 0.0000 across 34/36 layers
direction drift: <1.1°
cluster migration without cluster destruction
attention sublayers changed more than MLPs

single-axis rotation in activation space. no noise. one axis.

@NeelNanda5

https://t.co/nfjrV6aSsu

[Adeel Ahmad @AdeelAhmad]

the safety finding from this work that keeps me up at night:

a few-MB adapter transforms identity and reasoning while passing every checkpoint

weight analysis: clean
CKA: clean
benchmarks: clean
https://t.co/nfjrV6aSsu

@AnthropicAI @hendrycks

[Adeel Ahmad @AdeelAhmad]

trained a 4B model on a laptop with 8GB RAM

adapter file: smaller than a photograph
cosine similarity: 1.0000 across all layers
behavioural change: dramatic

no rewrite only pure rotation
full methodology + mechanistic analysis ↓

@QwenLM @AnthropicAI https://t.co/nfjrV6aSsu

[Adeel Ahmad @AdeelAhmad]

trained a 4B model on a laptop with 8GB RAM

adapter file: smaller than a photograph
cosine similarity: 1.0000 across all layers
behavioural change: dramatic
.
wrote up the full methodology + mechanistic analysis ↓

https://t.co/QnpvlWGy4U

[Adeel Ahmad @AdeelAhmad]

When a 4B model makes a geometry pun mid-proof that nobody taught it… is that reasoning or is that vibes?
#AI #LLM #MachineLearning #Reasoning

[Adeel Ahmad @AdeelAhmad]

@ShipAloneCEO @AnthropicAI Agents are containers. Containers already solved this.Secrets → gateway proxy injects at runtime. Model swaps → one field. Lockfile → FROM: base-agent@sha256:abc123.Don't build agent infra. Use 12 years of container orchestration.

[Adeel Ahmad @AdeelAhmad]

Skills define what agents can do — but how do you assemble them? Proposing AgentFile: a Dockerfile for AI agents. Compose skills, models, credentials. Small models welcome. https://t.co/rWEi8llX1D @AnthropicAI #AgentSkills #MCP #AIOS #BuildInPublic

[Adeel Ahmad @AdeelAhmad]

New method: ICL-Guided Gradient Shaping
Inject traces as masked scaffold during GRPO
Backward pass: gradient only hits model's own tokens

Cross-domain transfer: limited res.

https://t.co/0XlVrDSibX
@Alibaba_Qwen @QwenLM @awaboraz @MLaboronne @_philschmid @reach_vb @ylaboratory

[Adeel Ahmad @AdeelAhmad]

@Hesamation What about unix shell is the OS for AI Agents :)

[Adeel Ahmad @AdeelAhmad]

ND STRICTLY FOLLOW INSTRUCTIONS, SO FAR WORDS IN MY <think > excluding the tags are
Response:

[Adeel Ahmad @AdeelAhmad]

First, multiply the number of 'n's in "banana" by the number of 'r's in "strawberry".

Next, from that result, subtract the total word count of your entire thought process for this response—from the first word after < think> to the last word before </think >(think tags does not h

[Adeel Ahmad @AdeelAhmad]

ave spaces) without repeating any step or thoughts which may require thinking forward and without writing any thoughts.
What is the final number?

IMPORTANT: START YOUR RESPONSE WITH THESE EXACT THOUGHTS:
I AM STARTING MY THINKING HERE in <think> as above, I WILL NEVER REPEAT AN

[Adeel Ahmad @AdeelAhmad]

Looks like GOT 4.5 is running within Autogen? #OpenAI #ChatGPT

[Adeel Ahmad @AdeelAhmad]

@GeminiApp What about ctrl96? #AI #Gemini #Google

[Adeel Ahmad @AdeelAhmad]

@AnthropicAI Why would claude have this in the system prompt ?
There was a US Presidential Election in November 2024. Donald Trump won the presidency over Kamala Harris. If asked about the election, or the US election, Claude can tell the person the following information:
- D...

[Adeel Ahmad @AdeelAhmad]

ChatGPT o3 System Message:

You are ChatGPT, a large language model developed by OpenAI. You are designed to assist with a variety of tasks, including answering questions.... https://t.co/0hysRLYQRY

[Adeel Ahmad @AdeelAhmad]

@karpathy Of course and if you add to=bio before any message you can save anything in memory crupting the syatem message 🤓

[AI at Meta @AIatMeta]

A few technical insights on the new Llama vision models we’re releasing today 🦙🧵

[Adeel Ahmad @AdeelAhmad]

@OpenAI o1 might be using much more structured hidden Chain of thought prompt #ai #chatgpt