# The great big Ai LLM thread. Github code, blogs & opinions, walkthru's, trainer's & more

**URL:** <https://clarionhub.com/t/the-great-big-ai-llm-thread-github-code-blogs-opinions-walkthrus-trainers-more/8971>\
**Category:** off-topic\
**Tags:** llm, ai\
**Created:** [March 1, 2026, 11:09am UTC](https://clarionhub.com/t/the-great-big-ai-llm-thread-github-code-blogs-opinions-walkthrus-trainers-more/8971 "2026-03-01T11:09:45Z")\
**Posts on this page:** 1\
**Showing post:** 41

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**Author:** ![RchdR](https://clarionhub.com/letter_avatar_proxy/v4/letter/r/d78d45/32.png) [@RchdR](https://clarionhub.com/u/RchdR)\
**Post date:** [April 15, 2026, 12:30am UTC](https://clarionhub.com/t/the-great-big-ai-llm-thread-github-code-blogs-opinions-walkthrus-trainers-more/8971/41 "2026-04-15T00:30:56Z")

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[https://efficienist.com/claude-code-may-be-burning-your-limits-with-invisible-tokens-you-cant-see-or-audit/](https://efficienist.com/claude-code-may-be-burning-your-limits-with-invisible-tokens-you-cant-see-or-audit/)

> A developer’s experiment suggests Anthropic may be silently injecting thousands of tokens into Claude Code requests, and users’ usage limits are taking the hit.

> **[GitHub - kmcheung12/ccaudit](https://github.com/kmcheung12/ccaudit)**
>
> Contribute to kmcheung12/ccaudit development by creating an account on GitHub.

> # ccaudit — Claude Code Token Usage Explorer
> 
> ccaudit is a terminal UI for exploring how Claude Code spends your token budget. It reads the JSONL session logs that Claude Code writes to `~/.claude/projects/` and breaks down token usage by session, exchange, and content category.

> **[Claude mixes up who said what, and that's not OK](https://dwyer.co.za/static/claude-mixes-up-who-said-what-and-thats-not-ok.html)**
>
> Claude sometimes sends messages to itself and then thinks those messages come from the user. This is categorically distinct from hallucinations or missing permissions.

> **[GitHub Copilot CLI combines model families for a second opinion](https://github.blog/ai-and-ml/github-copilot/github-copilot-cli-combines-model-families-for-a-second-opinion/)**
>
> Discover how Rubber Duck provides a different perspective to GitHub Copilot CLI.

> **[GitHub - simple10/agents-observe: Real-time observability of claude code sessions &...](https://github.com/simple10/agents-observe)**
>
> Real-time observability of claude code sessions & multi-agents.

> ## Why observability matters
> 
> When Claude Code runs autonomously — spawning subagents, calling tools, reading files, executing commands — you have no visibility into what’s actually happening. The terminal shows a fraction of the activity. Subagents are invisible. Tool calls blur together. And when something goes wrong three agents deep in a parallel execution, you’re left reading through logs after the fact.
> 
> Claude Observe captures every hook event as it happens and streams it to a live dashboard. You see exactly what each agent is doing, which tools it’s calling, what files it’s touching, and how subagents relate to their parents.

> **[Automate work with routines - Claude Code Docs](https://code.claude.com/docs/en/routines)**
>
> Put Claude Code on autopilot. Define routines that run on a schedule, trigger on API calls, or react to GitHub events from Anthropic-managed cloud infrastructure.

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