jizzu

@babalolajaykay Welcome back my g

I never tweet for like how many years 😔 I am back here now

A client asked for a tool that does two things: research any public official into a sourced dossier, then write a personalized outreach email grounded entirely in that research. The catch is what most AI tools won't do. If the person has never publicly spoken on the issue, the system has to say that out loud. No invented positions. No hallucinated quotes. That single constraint took more prompt engineering than the rest of the orchestration combined. What I shipped: → A name becomes a sourced, anti-hallucination dossier in about 2 minutes for $0.30 → A campaign brief plus the dossier produces a 250–450 word personalized email → Every draft passes an accuracy QC step before it gets stored → The whole thing runs from a chat interface, so a non-technical user just types The stack: - n8n for orchestration (8 workflows) - Supabase, self-hosted, for the database - OpenRouter as the model gateway, routing cheap tasks to Claude Haiku 4.5 and the heavier work to Claude Sonnet 4.6 - Brave Search API for web research - Firecrawl, self-hosted, for clean markdown scraping - Mailgun configured for future sending, kept disabled in MVP - Open WebUI as the production front-end, plugged in through a custom OpenAI-compatible n8n endpoint The technique I'd use again: A filter-then-summarize pipeline. Generate 10 queries, collect 80 raw results, dedupe to 40 URLs, AI-filter down to 15, scrape, per-source summarize with relevance scoring, then a strong model writes the dossier from the kept summaries only. It saves tokens, preserves provenance, and gives every claim in the final dossier a clean audit trail back to its source. Want a project like this built? Send me a DM.

Grok foundation model V9-Medium (1.5T) has finished training. Evals look good. A lot of Cursor data was added in supplementary training and there is more to come. Fine-tuning is underway and reinforcement learning begins in a few days. 2 to 3 weeks to public release. This will be a major improvement over the 0.5T v8-small that currently serves all Grok production traffic, especially for difficult coding tasks.

A very good afternoon to the best player in the Premier League! 👋😁

Pewbeam, im coming , you officially have a competitor

@akinkunmi Why not switch to docker CLI very reliable and no plenty RAM consumption because it communicates with docker daemon directly. You can also enable and disable, limit RAM whenever you want. Switch to the terminal and save yourself the headache.

Might use BV-BRC at least it is web-based

ABRicate is Linux-only 🫩🤯🥶

@ayomide_ayeh 🙌🙌🙌

Thank You God For Keeping Things Running Smoothly. It was an amazing session.

No-one does it like him. Bruno Fernandes is the Premier League Player of the Year 🤩❤️

GCF_019584205.1

🚨🏅 OFFICIAL: Bruno Fernandes wins Premier League Player of the Season Award. 8 goals, 20 assists. 🇵🇹

China wants to challenge NVIDIA and they will , I just know they will

I'm currently writing a paper on a bacteria guess what NCIB has no genomic assembly level dataset of the Bacteria in Nigeria but Ghana has over 80, it shows the gap in research especially Bioinformatics in Nigeria.

It’s a really special time to be alive…some thoughts from training this model 🧵

People are generating over 1.5 billion images a week in ChatGPT. Researcher @kenjihata joins Product lead @adele__li and host @AndrewMayne to explore the new use cases and trends emerging since the launch of Images 2.0.

Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946. For nearly 80 years, mathematicians believed the best possible solutions looked roughly like square grids. An OpenAI model has now disproved that belief, discovering an entirely new family of constructions that performs better. This marks the first time AI has autonomously solved a prominent open problem central to a field of mathematics.

@I_amDamola Everybody

AI is coming for dancers!🥶

@elewachii @__chibugo 😂😂😂

@__chibugo @chuukkaa_OG no allow ikwerre boys come collect matching ground o 😂

Hehe🙂‍↔️