Topic hub
Local Models
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about local models.
Raw signals
What changed recently?
Colibri Runs a 744B Model in 25 GB of Memory
An experimental C inference engine uses aggressive storage and memory techniques to make a very large GLM model runnable without a GPU.
Twenty-Four Gigabytes of VRAM Becomes a Practical Local Coding Tier
Local coding models are becoming useful on high-end consumer hardware, creating a viable private lane even when frontier cloud agents remain stronger overall.
GitHub / yichuan-w/LEANN: Routable Model Components
The archive captures GitHub / yichuan-w/LEANN as a dated public record from GitHub / yichuan-w/LEANN. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
GitHub / chenglou/pretext: Executable Design Context
The archive captures GitHub / chenglou/pretext as a dated public record from GitHub / chenglou/pretext. It documents design systems becoming machine-readable context, constraints, and review loops and is retained as supporting evidence for the executable design context trend.
OpenAI: Routable Model Components
The archive captures OpenAI as a dated public record from OpenAI. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Google / Developers Tools: Routable Model Components
The archive captures Google / Developers Tools as a dated public record from Google / Developers Tools. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Google Developers / Bring State Of Art Agentic Skills To: Ai-Native Operating Models
The archive captures Google Developers / Bring State Of Art Agentic Skills To as a dated public record from Google Developers / Bring State Of Art Agentic Skills To. It documents AI adoption shifting jobs, coordination, review, and organizational capacity and is retained as supporting evidence for the AI-native operating models trend.
Anthropic / Claude Sonnet: Routable Model Components
The archive captures Anthropic / Claude Sonnet as a dated public record from Anthropic / Claude Sonnet. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
GitHub / cloudflare/moltworker: Agent Security Runtime Boundaries
The archive captures GitHub / cloudflare/moltworker as a dated public record from GitHub / cloudflare/moltworker. It documents agent security expanding from prompt policy into memory, tools, sandboxes, and execution boundaries and is retained as branch-opening evidence for the agent security runtime boundaries trend.
GitHub / tobi/qmd: Routable Model Components
The archive captures GitHub / tobi/qmd as a dated public record from GitHub / tobi/qmd. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as pressure-testing evidence for the routable model components trend.
Simonwillison: Routable Model Components
The archive captures Simonwillison as a dated public record from Simonwillison. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
GitHub / openclaw/openclaw: Routable Model Components
The archive captures GitHub / openclaw/openclaw as a dated public record from GitHub / openclaw/openclaw. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as pressure-testing evidence for the routable model components trend.
Google: Agent Security Runtime Boundaries
The archive captures X source as a dated public record from X source. It documents agent security expanding from prompt policy into memory, tools, sandboxes, and execution boundaries and is retained as branch-opening evidence for the agent security runtime boundaries trend.
Docs: Agent Security Runtime Boundaries
The archive captures Docs as a dated public record from Docs. It documents agent security expanding from prompt policy into memory, tools, sandboxes, and execution boundaries and is retained as branch-opening evidence for the agent security runtime boundaries trend.
GitHub / camel-ai/camel: Routable Model Components
The archive captures GitHub / camel-ai/camel as a dated public record from GitHub / camel-ai/camel. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
GitHub / owner/repo: Routable Model Components
The archive captures GitHub / owner/repo as a dated public record from GitHub / owner/repo. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Interconnects / Plots That Explain State Of: Routable Model Components
The archive captures Interconnects / Plots That Explain State Of as a dated public record from Interconnects / Plots That Explain State Of. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Google Research / Titans Miras Helping Ai Have Long Term: Governed Context And Memory
The archive captures Google Research / Titans Miras Helping Ai Have Long Term as a dated public record from Google Research / Titans Miras Helping Ai Have Long Term. It documents context and memory becoming governed infrastructure with update and provenance loops and is retained as supporting evidence for the governed context and memory trend.
GitHub / mixedbread-ai/mgrep: Routable Model Components
The archive captures GitHub / mixedbread-ai/mgrep as a dated public record from GitHub / mixedbread-ai/mgrep. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
App / Release Notes: Generative Media Infrastructure
The archive captures App / Release Notes as a dated public record from App / Release Notes. It documents image, video, audio, and multimodal generation becoming application infrastructure and is retained as branch-opening evidence for the generative media infrastructure trend.
Hugging Face / Deepseek V3: Routable Model Components
The archive captures Hugging Face / Deepseek V3 as a dated public record from Hugging Face / Deepseek V3. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Aiechoes / Building Biomedical Graphrag When: Governed Context And Memory
The archive captures Aiechoes / Building Biomedical Graphrag When as a dated public record from Aiechoes / Building Biomedical Graphrag When. It documents context and memory becoming governed infrastructure with update and provenance loops and is retained as pressure-testing evidence for the governed context and memory trend.
Google AI / Gemini Api: Routable Model Components
The archive captures Google AI / Gemini Api as a dated public record from Google AI / Gemini Api. It documents models becoming replaceable or specialized components inside a more durable runtime and is retained as supporting evidence for the routable model components trend.
Philschmid / Gemini Prompt Practices: Harnesses And Portable Skills
The archive captures Philschmid / Gemini Prompt Practices as a dated public record from Philschmid / Gemini Prompt Practices. It documents agent behavior moving from ad hoc prompts into reusable rules, skills, and harnesses and is retained as supporting evidence for the harnesses and portable skills trend.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | ai.google.devsource | primary receipt | source_urls |
| 2 | aiechoes.substack.comsource | supporting receipt | source_urls |
| 3 | anthropic.comsource | supporting receipt | source_urls |
| 4 | app.klingai.comsource | supporting receipt | source_urls |
| 5 | arxiv.orgpaper | supporting receipt | source_urls |
| 6 | arxiv.orgpaper | supporting receipt | source_urls |
| 7 | blog.googlearticle | supporting receipt | source_urls |
| 8 | blog.googlearticle | supporting receipt | source_urls |
| 9 | blog.nilenso.comarticle | supporting receipt | source_urls |
| 10 | cdn.openai.comsource | supporting receipt | source_urls |
Showing 10 of 51; the complete set is exposed in the JSON route.