AiHub.

Models Lead story

A model guide for the GPT-6 family

Learn how startups can choose GPT-6 models, tune reasoning effort, improve prompts and skills, coordinate tools, and prepare workflows for production.

Why it matters

Model releases reset developer expectations, competitive pressure, and the capabilities builders can immediately put into products.

openai.com    signal 87  primary

The ledger

240 ranked

Signals

All →

Dev tool llama.cpp

Decision models run on device in llama.cpp

Decision models run on device in llama.cpp using llama serve with supported GGUF model weights.

observed

2 sources
  • @clementdelangue — Decision models now run on device in llama.cpp. Free, fast, private! llama serve -hf ggml-org/Kev-4B-GGUF
  • @ggerganov — Decision models in llama.cpp are now available The `/v1/systemone` endpoint is available in the latest llama builds. Use it to do Jev-style inference locally, efficiently and privately. Multiple open

Dev tool DeepSeek

DeepSeek releases DeepSeek Harness desktop versions and npm package

DeepSeek released packaged desktop versions of DeepSeek Harness for macOS and Windows, alongside the @deepseek-ai/dsh package on npm for Linux.

observed

1 source
  • @deepseek_ai — Please check out @DeepSeekHarness. We just released packaged desktop versions for macOS and Windows; Linux users can get it from the @deepseek-ai/dsh package on npm. deepseek.com/harness

Quota reset ChatGPT

ChatGPT global quota reset landing tomorrow for paid accounts

Global reset scheduled for tomorrow 10am PST across all paid ChatGPT accounts, with GPT-6.1 Sol performance restored following initial load spikes.

observed applies tomorrow 10am PST

1 source
  • @thsottiaux — Global reset landing tomorrow 10am PST for all paid ChatGPT accounts. Apologies for the slow start with GPT-6.1 Sol, it's now back to running at expected speeds after the massive load spike in the

Model release GLM

GLM release announced

@cursor_ai: GLM 5.3 and GLM 5.3 Flash are now available in Cursor! GLM 5.3 Max is the best-scoring open-weight model on CursorBench 4.0.

observed applies now

3 sources
  • @thepirateface — One day after this Hugging Face banned model went live on Pirate Face: audnai/penc1aw-GLM-5.3-abliterated-for-offensive-cyber A proactive anon stepped up, downloaded it, created the torrent, and
  • @abliteration_ai — We're excited to announce abliterated-model-large-v2 (GLM 5.3 abliterated) is live on @AskVenice!
  • @cursor_ai — GLM 5.3 and GLM 5.3 Flash are now available in Cursor! GLM 5.3 Max is the best-scoring open-weight model on CursorBench 4.0.

Model release pplx-decider-27b

Open source of multimodal decision model pplx-decider-27b

The pplx-decider-27b multimodal decision model is open sourced and offered in a Decisions API at 4 cents per million input tokens with free output tokens.

observed

1 source
  • @aravsrinivas — We’re open sourcing a state of the art multimodal Decision Model, pplx-decider-27b, and are offering it in a new Decisions API at 4 cents per million input tokens and free output tokens. We intend to

Model release FLUX

FLUX release announced

@bfl_ai: Introducing FLUX 3 Image. Control every pixel. Make precise multi-turn edits without changing any other pixel. Lay out the image exactly how you want using bounding boxes. Generate in up to 4K to preserve details. Use up to 10 references to

observed

2 sources
  • @replicate — FLUX 3 Image is here. The latest from @bfl_ai, generate stunning native 4K imagery, and get maximum control over every pixel. Construct images with hyper-specific layouts using bounding boxes, make
  • @bfl_ai — Introducing FLUX 3 Image. Control every pixel. Make precise multi-turn edits without changing any other pixel. Lay out the image exactly how you want using bounding boxes. Generate in up to 4K to

Just in

Topic radar

All →

Quick takes

Frontier model providers are intensifying competition around inference economics, releasing upgraded mid-tier architectures like GPT-6.1 Sol and Claude Sonnet 5.5 that deliver near-flagship intelligence at reduced token costs and higher operating speeds.Economic analysis reveals a wide structural gap in robotics deployment, where automated systems can technically perform three-quarters of physical tasks but remain cost-effective for only a fraction of a percent.Surging infrastructure requirements are transforming tech balance sheets as operators secure dedicated clean power supplies and credit markets establish specialized debt categories backed directly by data center facilities and hardware collateral.Capital scale in foundation AI is converging toward public-market transitions and massive private tranches, evidenced by scheduled pre-IPO investor presentations and multi-billion-dollar sponsor commitments from institutional hardware and investment partners.Hyperscalers are adjusting community engagement policies and abandoning non-disclosure agreements as local pushback and municipal moratoriums over grid strain present growing operational hurdles to physical infrastructure development.Frontier model providers are establishing intermediate capability tiers to lower operational inference pricing and latency without sacrificing core professional and coding performance.Capitalization for large-scale AI compute is shifting toward asset-backed debt and specialized syndicate financing, with facilities secured directly against graphics processors and contracted customer revenues.Surging data center infrastructure demands are colliding with municipal resistance and power constraints, compelling operators to abandon confidential local agreements while negotiating dedicated clean-energy supplies.

Just in

Market pulse

bullish
AI pulse 61/100

AI-linked equities are broadly positive, with Arm Holdings plc +6.38%, Super Micro Computer +3.10%, Broadcom. +2.99% leading the tracked basket.

TickerCompanyMove
ARM Arm Holdings plc +6.38%
SMCI Super Micro Computer +3.10%
AVGO Broadcom. +2.99%
TSM Taiwan Semiconductor Manufacturing +2.88%

Landscape

Coding Agents

Model Releases

Hot Builder Skills

AI Infrastructure

Research & Evals

Recent leads

History →