Simulating an openclaw-style personal assistant on Claude Code. Three additions — heartbeat, memory, evolution — plus a knowledge base following Karpathy's LLM Wiki idea.

From context management to harness design, 10 practical habits that eliminate context rot and dramatically improve your coding agent's success rate.

AI agents write code fast, but ML experiments operate on a different timescale — real verification takes days or weeks. One implementation bug can invalidate a promising research direction. One unsaved checkpoint wastes days of training. Superpowers-ML extends software engineering discipline into ML through a four-layer Validation Pyramid that catches problems in minutes, plus a Watchdog system for long-running training — making every attempt count.

This isn't about tools or techniques — it's about the mental model. Vibe Coding is essentially managing Agents, and managing Agents is essentially managing teams. From context rot to organizational architecture, the parallels between leading a team and orchestrating AI agents reveal why the best vibe coders think like managers, not programmers.

Experiment efficiency becomes the new battleground for industrial recommendation: Meta proposes a feature-invariant scaling law that uses small-scale experiments plus statistical inference to predict full-scale A/B outcomes. It targets the compute pa

Anthropic's IPO roadshow is the story of the day: pricing at $70–78 a share for a valuation up to $1.4 trillion, with Google and NVIDIA subscribing $26 billion at the offer price. Annualized revenue hit $810 billion — wait, $81 billion — and the filing lands against a 25% pullback in the Philadelphi

Reusing the recommendation foundation model and sequence encoding: ByteDance's SepLRM reorganizes multiple end-to-end large models into "one RFM + multiple vertical models," using native KV cache as a shared interface to achieve roughly 100% capabili

Google dropped Gemini 4 Carbon, a model built for long-horizon agent work, and it's already showing up everywhere — Perplexity, Antigravity's new `/swarm` mode, and a formal verification run that produced 6M+ lines of machine-checked Lean proofs for the Signal protocol. Alibaba answered with Qwen4,

Generative retrieval becomes the unified paradigm for e-commerce search and recommendation: Three industry papers — Shopify SID-LLM, Alibaba RedMall, and Google SteerGR — all point to the same route: replace the traditional multi-stage funnel with se

Anthropic shipped two models at once — Claude Fable 5.2 and Mythos 5.2 — with API prices down 20% and FrontierCode 2.0 scores beating Gemini 4 Carbon and GPT-6 Astra. Google answered with four eighth-gen TPUs, including a dual-die 8i Max built for million-token contexts. Nvidia's GR00T 2 learned fro

NVIDIA's board has launched an independent investigation into CEO Jensen Huang over an affair with a woman suspected of Chinese intelligence ties — Megaspeed, her company, has become one of NVIDIA's largest buyers at roughly $4.8B in equipment, and Congress wants Huang testifying by November 18. Mea

Thinking Machines Lab dropped Inkling 2 Small — a 594B-parameter MoE with 17B active — but is holding the weights back for a week of closed safety testing before an Apache 2.0 release. Bridgewater's fine-tune of Qwen3-235B on Tinker hit 84.66% across six tasks versus GPT-5.5's 78.2%, at roughly 1/14