WeeLLM is a layer-streaming inference engine for large diffusion models. Its one claim is unusual: run a ~12B FLUX model, or even a ~20B Qwen-Image model, in under 4GB of VRAM — with no quantization. Full bfloat16 weights, degraded only in speed, never in precision.

The Core Idea

Layer Streaming The …

The frontier of AI is no longer just about who has the biggest model. It's about who can run intelligence cheaply, quickly, and everywhere. That shift is what Lean Inference is about: treating inference cost, latency, and accessibility as first-class engineering problems rather than afterthoughts.

For years the industry chased …

Mark Zuckerberg went from building a home messaging app at age 12 to running the world's largest social network. This is the story of how a self-taught programming prodigy turned a dorm-room project into a platform used by billions — and the controversies he weathered along the way.

The Kid From …

Everyone has their dark days. Here are the toughest situations I went through — the ones that shaped my life and taught me to face any challenge that comes my way.

The Fall

Second Class Graduate — I graduated second class in Engineering, and no employer would even consider me for an …

Canada beat South Africa 1-0 at SoFi Stadium in Inglewood on June 28, 2026, with a Stephen Eustáquio goal in the 92nd minute, advancing to the World Cup Round of 16 for the first time in the nation's history. The match stayed scoreless deep into stoppage time, a tight and …

For two decades, online shopping has asked us to do the work. We type queries, scroll grids, open ten tabs, compare sizing charts, abandon carts, and come back three days later when the algorithm finally serves the right ad. The store is a catalog and we are the search engine …

Disclaimer: This is a shadow article of https://medium.com/@vineetchachondia/from-static-graphs-to-thinking-systems-agentic-graphrag-for-cobol-codebases-fcea6d1b62a6 as Medium is paywalled

Part-3 of the Knowledge Graph Series

What if your legacy COBOL codebase could explain itself — collaboratively, intelligently, and on demand?

For decades, COBOL systems have quietly powered banks, insurance firms, and governments. And for …

Choosing a graph backend is less about finding the "best" tool and more about matching the tool to your scale, query style, and deployment constraints. This is a survey of the main options across three tiers: in-process libraries, embedded file-based engines, and full graph database servers. Each entry below gives …

Most mainframe troubleshooting RAGs fail at the same place: retrieval. An abend code like S0C7 is a near-exact lookup, not a fuzzy semantic match — but vector search happily returns the S0C4 chunk because the embeddings sit close together. And job dependencies are graph-shaped: an abend in step 3 cascades to …

A startup employee equity cliff period is the minimum amount of time an employee must stay with the company before earning any ownership rights to their stock options or equity grants.

Typical Structure

4-Year Vesting with 1-Year Cliff The most common arrangement: equity vests over four years, with nothing earned …