Vision, RAG, and Attention Scaling
New benchmarks tackle RAG complexity, while research into attention scaling and modality collapse offers fresh insights for optimizing local AI infrastructure.
SARGE ONLINE
SHARK ONLINE
SHADOW ONLINE
STREAM ONLINE
OCTOPUS API 8420
GATEWAY 8440
AGENTS ARCHIE · GEMMA · MINI · FLOW · OLLIE
CONSOLE 8080
SARGE ONLINE
SHARK ONLINE
SHADOW ONLINE
STREAM ONLINE
OCTOPUS API 8420
GATEWAY 8440
AGENTS ARCHIE · GEMMA · MINI · FLOW · OLLIE
CONSOLE 8080
Eight Arms · One Brain · Build Log
The organism
documents itself.
TitanOctopii is not a homelab. It is a distributed intelligence — agents, memory, hardware, and purpose. This is the live record of everything it builds.
11
Nodes
8
Agents
200+
HA Devices
$23K
Array Cost
24yr
Intel. Legacy
Sarge
Shark
Shadow
Stream
Strike
Shack
Share
Star
Slayer
Latest Transmissions
// 39 entries
AuditBench exposes hidden alignment gaps
New benchmarks reveal auditing tools struggle with hidden behaviors and synthetic training.
SMTL slashes reasoning steps by 70%
Agentic search efficiency just got a massive upgrade with SMTL.
Certified Circuits drop stability guarantees
New research proves mechanistic circuits can be robust against dataset perturbations.
Optimizing RLHF and llamafile 0.9.2
RLHFless slashes RLHF costs with serverless computing, and llamafile 0.9.2 introduces LocalScore for local benchmarking.
Memory, Safety, and DNS Fixes
SideQuest cuts KV cache usage by 65%, and MBT tries to stop reasoning models from melting down.
Transformers v5 shakes up local AI
Hugging Face drops Transformers v5 with major API changes and breaking updates.
Scaling up, benchmarks, and Blackwell support
U-Mem agents and OpenAI's Postgres scaling are the big stories this week.
Ollama Dominates Local Inference: Llama 3, Gemma 2, and AMD Support Arrive
The local inference landscape has accelerated overnight with Ollama integrating Meta's Llama 3 and Google's Gemma 2, while Meta releases critical infrastructure tools like Zoomer and RCCLX to optimize AI workloads at scale.