2,354 karma · joined March 17, 2011
1. Google News API now returns only Google links that don't resolve to anything in code. 2. Google Search results are atrocious and only unearth non-authoritative blogspam and aggregator sites.
Please read my essay on context window saturation. I am also the author of deepcq (intent-aware memory querying & context mgmt for LLM agents)
This doesn't work in simultaneous-move settings like Orbit Wars (or order-book markets), converging to an exploitable pure strategy rather than a Nash equilibrium.
LeCun's JEPA, by contrast, is a learned neural world model, which lacks the determinism, speed, and debuggability of a code-based simulator. Thus, it can drift or predict illegal states, and you can't inspect why it made a prediction the way you can trace a Python function.
TL;DR: The benefit is better auditability and easier RL-like training. The SM-MCTS extension fixes the first problem (decoupled UCB per player approximates Nash equilibrium instead of a pure strategy) while keeping the second advantage intact (a deterministic, inspectable code simulator).
https://github.com/ternary-ai/ow-code-world-model https://jdsemrau.substack.com/p/a-self-improving-code-world-...
Undead Labs has shipped nothing Compulsion shipped South of Midnight topping at ~1600 players on Steam Ninja Theory has shipped Bleeding Edge and Hellblade 2 and Double Fine shipped Keeper and Kiln.
It's a net positive that these studios and this culture is gone. I am sure that food was amazing.
2023 you would have probably implemented your Agents with LangChain and RAG
2025 you'd use MCP and OpenAI/Anthropic Agent SDK.
2027 you will use a workspace frameworks (Amazon, Microsoft) sensor libraries and world models.
Agents are a fantastic generational technologies, but in mid-2026 the environment they are operating in is quickly changing.
The only way forward is to stay agile, understand model and vendor risk.
https://www.yahoo.com/news/us/articles/california-judge-upho...
I have been hiring for 20 years and find this increasingly impossible to believe. Please expand why that would be the case.
Self-correcting agents are already here: https://jdsemrau.substack.com/p/hyperagents-and-self-correct...