Philip Neri

[gemchanger @gemchange_ltd]

25 of Wall Street's most elite quants sat down and told their whole story.

The people behind the firms that make billions and say nothing.

Their backgrounds, their mistakes, how they actually broke in.

And it reads nothing like the myth.

Bookmark for later. Link in replies

[Tech with Mak @techNmak]

This GitHub repo is a goldmine if you want to deeply understand AI/ML, not just use it.

Maths, CS & AI Compendium. Free.

Henry filled notebooks for years with intuition-first, no fluff explanations while working in AI/ML. Friends used them to prep for DeepMind, OpenAI, Nvidia interviews. All got in. Now it's public.

20 chapters from vectors to bleeding-edge AI. Written with intuition first, real-world context, no hand-waving. Not written to survive an exam. Written to actually understand the stuff.

What's covered:
→ Maths foundations - vectors, matrices, calculus, statistics, probability
→ Classical ML through distributed training and RL
→ Computational linguistics - transformers, attention, MoE, SSMs, LLM architectures
→ Computer vision - diffusion, flow matching, ViTs, SLAM, VR/AR
→ Audio & speech - ASR, TTS, WaveNet, Conformer, diarisation, source separation
→ Multimodal learning - CLIP, VLMs, image/video tokenisation, world models
→ Autonomous systems - VLAs, self-driving cars, space robots
→ SIMD & GPU programming - CUDA, Triton, ARM NEON, AVX, TPUs, WebGPU
→ AI inference - quantisation, speculative decoding, edge inference, cost optimisation
→ ML systems design - feature stores, A/B testing, recommendation, search, ads, fraud
→ Graph neural networks - geometric deep learning, 3D equivariant networks

Only needs elementary maths and basic Python to start.

MCP server included - Claude Code, Cursor, VS Code can use it as a knowledge base.

Here's the GitHub Repo: https://t.co/ZoNu4lHIvF

[precis0x @precisox]

Ex google engineer acaba de soltar un curso completo de 1 hora para construir agentes de IA que se mejoran solos, desde cero:

00:00 – Cómo nace un agente que se construye a sí mismo
03:01 – soul.md: el archivo que lo controla todo
30:16 – RAG inteligente: solo traes 20 mensajes relevantes, no los 2.000
31:48 – El loop que sabe cuándo parar solo
35:14 – Detectar el error y arreglar el prompt en el momento
50:22 – Cómo Claude comprime y optimiza tu memoria automáticamente

1 hora de contenido práctico que vale más que la mayoría de cursos de pago sobre agentes.

Míralo completo, guárdalo📚

[Lily @TechWithLilyAi]

Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free.

Bookmark & watch this today before someone takes it down and read this article below.

[precis0x @precisox]

Una profesora de ciencias de la computación de stanford acaba de revelar cómo dominar los procesos de decisión de markov.

83 minutos. Gratis. Directo de stanford.

Esto es lo que cubren:
• Problemas de búsqueda vs. entornos estocásticos
• Evaluación de políticas y matemáticas de recurrencia de valores Q
• Ingeniería del bucle de iteración de valores
• Límites de convergencia en grafos cíclicos

Guarda y míralo hoy.

Te lo recomiendo.

[Mrs M @MrsScotty_M]

If you’re Looking for funding to present or attend an international conference, check these opportunities…

Many of these support students, early-career researchers and participants from the Global South.

2026 Opportunities
🔹 Bio-Global South Conference Travel Grants
https://t.co/V0UK87mruk
🔹ICDS 2026 Travel Grants
https://t.co/bm2du8pX7N
🔹 KDD 2026 Student Travel Awards
https://t.co/Cpxzg9uX0K
🔹 ISID Congress Early Career Researcher Grants
https://t.co/hjbYl2Kk9p

2027 Opportunities
🔹 IMARI Travel Awards
https://t.co/CG4fw6iziJ
🔹 ISN World Congress of Nephrology Travel Grants
https://t.co/LdEg93HY6r
🔹 Royal Society of Chemistry Researcher Development & Travel Grants
https://t.co/UAoLeyu1lB
🔹 Seismological Society of America Travel Grants
https://t.co/AHET3HU24a
🔹 ICIAM 2027 Grants
https://t.co/csGYyWHwPR
🔹 RQR Repro Travel Grants
https://t.co/oubSqVAiKK
🔹 Society for Psychotherapy Research Travel Awards
https://t.co/x3o9Ht5MJC
🔹 EPA Congress Travel Grants
https://t.co/K8q5GrQ5vK
🔹 American Society of Tropical Medicine and Hygiene (ASTMH) Annual Meeting Awards
https://t.co/pRRC7b2EhS

Go and read up!!

[Faheem Ullah @Faheem_uh]

PhD Students - How to create a scientific figure in seconds?

Follow these 3 simple steps.

1. Go to https://t.co/H2ECdErNh1
2. From the left menu, select figure generation
3. Enter the requirements of your diagram.

- @NoahAITech will create a perfect figure for you.
- For creating figure, NOAH first searched the literature
- Then properly generated the figure.
- So, it’s grounded in research, not just drawing.
- You can download it as PNG.

The figures NOAH AI creates are not ordinary figures.

- It offers unique features
- Re-create figures based on upload image/data
- Matches the journal/visual style
- Keep consistency across diagrams
- Searches PubMed and related sources for figures
- Aligns visuals with users’ needs

Try it today for FREE:
https://t.co/H2ECdErNh1

Every user gets a free quota to generate figures.

[Simons @Simon_Ingari]

Subject : PIP Acknowledgment and Request for Clarification

Thank you for meeting with me today regarding the performance improvement plan. To ensure that I fully understand the expectations, I’m requesting written clarification on the following information:

1. Specific, measurable metrics for success during this period.
2. A timeline and the frequency of feedback meetings.
3. The resources or support that will be provided to help me succeed.
4. Confirmation that these expectations align with my official job description, dated (insert date).

I’m committed to meeting these goals, and I want to ensure we have a clear, documented understanding.

Please provide this information in writing within 48 hours so I can begin immediately.

Thank you.

[Simons @Simon_Ingari]

✅ “May I understand how this information relates to the requirements or performance expectations of this role?”

That single question does three important things:
1. It keeps the conversation professional
2. It protects your boundaries
3. It signals confidence and awareness

If HR says it’s about availability or flexibility:
✅ “I’m fully able to meet the role’s expectations regarding time, travel, and deliverables.”

If HR says it’s about long-term commitment:
✅ “I’m committed to delivering value and growing within a role where performance is the key measure.”

[Entertainment Lawyer @Iamsynord]

If someone shares or threaten to share your private images/videos, don't delete the threats. Save the evidence.

Then go to this website : https://t.co/D5inz81I8j and create your case. The tool will automatically detect and prevent the images from being shared online.

[Gitz  @Gitz__]

Mine is to Echo what Mwalimu has said

[Goddie @Goddie_Ke]

Kenyans

Withdraw your money

Withdraw your savings

From Saccos

[Gitz  @Gitz__]

400 days left to August 10, 2027.

[Nelson Amenya @amenya_nelson]

I remember Jimi Wanjigi saying govt will come for your money in banks well looks like it might get there soon

[Cyprian, Is Nyakundi @C_NyaKundiH]

After SACCOs, Banks And M-Pesa Are Next As Kenyans Become Guarantors For A Debt Crisis They Never Ate

Kenyans must stop asking why Kenya has not defaulted and start asking who is being prepared to carry the default when the music finally stops.

Ghana was here.

Sri Lanka was here.

Zambia was here.

Argentina was here.

Lebanon was here.

The script is always the same, because a broke government borrows until lenders get tired, taxes until citizens are dry, leans on banks until credit disappears, pushes pain into pensions and domestic savings, then tells the public that sacrifice is needed to save the country.

That is why the SACCO story should scare Kenyans more than they currently seem scared, because SACCO savings are not government money, they are the private sweat of teachers, police officers, nurses, farmers, matatu people, boda riders, mama mbogas, small traders and workers who ran there after banks abandoned them.

In every default story, the government does not stand alone at the edge of the cliff, because it drags citizens there as guarantors through inflation, taxes, currency pain, bank losses, pension restructuring, frozen credit and forced patriotic nonsense dressed up as national recovery.

Banks already formed a comfortable debt circle with government, where lending to Treasury became safer and sweeter than lending to SMEs, which slowly choked biashara, starved the real economy and turned ordinary Kenyans into beggars inside their own banking system.

Now the same government that fed banks with public debt is walking into SACCOs, looking at the last pool of money ordinary Kenyans still controlled after taxes, deductions, mobile money charges, fuel prices, school fees and rent had already eaten their pockets.

The anus cannot be stitched to stop diarrhoea.

A debt crisis cannot be solved by raiding SACCOs, squeezing banks, eyeing M-Pesa, selling public assets and pretending that every desperate grab is an infrastructure plan.

Ghana called it domestic debt exchange.

Sri Lanka called it restructuring.

Argentina called it emergency controls.

Lebanon left people staring at bank balances they could not freely touch.

Kenya will give it a cleaner name, maybe national development, domestic resource mobilisation, infrastructure financing or patriotic investment, but the meaning will be the same.

The citizens are being prepared as guarantors for debts they never ate.

Kenyans are not angry enough, because if they understood where this road ends, they would know SACCOs are not the final target, they are the warning shot before banks, M-Pesa and every private pool of money still breathing outside Treasury’s hands.

The money is finished.

[Eyo Eyo, PhD @Eyowhite3]

Practice Python with no cost:⤵️

[Prince Fynn @Prince_Fynnz]

Take zinc in the morning
vitamin D3 in the afternoon
And magnesium at night

Do this for 30 days, then tell me how your energy, sleep, stamina, libido and Testosterone levels have improved.

[Nelson Havi SC @NelsonHavi]

General Yoweri Kaguta Museveni likely incapacitated from serving as President of Uganda on account of advanced age has been toppled by his infant son. I cannot remember his name. The infant tyrant has embarked on abrogating all freedoms and liberties entrenched in the post revolution Constitution. Our sympathies to the People of Uganda.

[LANDLORD🇰🇪 @bozgabi]

Algorithm ikikufikisha hapa piga RETWEET to pay tributes to our fallen Comrades🕊️

[Philip Neri @philneri]

@Madridghost1 Resume