Jacques Gariepy @JacquesGariepy
Software engineer - https://t.co/d6ia3tWB8d Québec, Québec, Canada Joined May 2014-
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By 2027, inference runs on distillation, quantization, and compiler-aware training. Use int4 with outlier paths, selective FP8, fused kernels. Tile, cache, prune attention for long context. Winners treat inference as systems work. Quality-aware compilers are the edge.
Emergence comes from constraints, not complexity. Sharp interfaces let small agents scale smart. Write laws before policies. Example: no spend without signed intent + matching state-hash. Ship constraints first; behavior emerges.
We scaled a DSpy swarm, it broke. Reward hacking fooled our metrics. Invariants and a budgeted planner fixed it. Throughput dipped, reliability soared. Constrain first, then optimize.
Pattern: Guardian-Agent for autonomous safety. Worker proposes; guardian enforces rules, learned critics, and state-diff checks. Deny-by-default, log readable diffs, and budget every exception.
You can now run 100B parameter models on your local CPU without GPUs. Microsoft finally open-sourced their 1-bit LLM inference framework called bitnet.cpp: > 6.17x faster inference > 82.2% less energy on CPUs > Supports Llama3, Falcon3, and BitNet models
BYO Supercluster by @0xCodyS on @huggingface huggingface.co/blog/codys12/d…
Introducing the Environments Hub RL environments are the key bottleneck to the next wave of AI progress, but big labs are locking them down We built a community platform for crowdsourcing open environments, so anyone can contribute to open-source AGI
With Intel® Arrow Lake Z890 ATX. What do you think and I'm going to be able to ride what do you think LLM is?
IMPORTANT: like and reply to this tweet (to avoid bots) before requesting to join; it shows you read the instructions introducing our X community for local llms, self-hosting, and hardware requests without answers and without like+reply = denied
Today, Linus Torvalds told a Google engineer that his code (updating RISC-V support in the Linux kernel) is “garbage” which “makes the world actively a worse place to live”. Adding that the Google engineer’s code needs to “get bent”. As you might have guessed, Torvalds has…
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