Onur Solmaz osolmaz

Run Bonsai 2 27B on your own computer

Bonsai 2 27B is a free AI model by Prism ML. It is small enough to run on a gaming laptop or a Mac, with no data sent to the internet.

Bonsai is so new that the official llama.cpp, the engine behind the Llama app, cannot run it yet. Until that support arrives, Bonsai needs Prism ML's own version of llama.cpp. You have two ways to get it.

LFM2.5 tool calling is broken in streaming mode on both vLLM and llama.cpp

Tested 2026-08-08 with LiquidAI/LFM2.5-2.6B.

Both engines translate the model's tool call into JSON incrementally, while the model is still generating. That translation goes wrong whenever the arguments contain characters needing escapes. The two engines fail on complementary inputs, and in opposite ways.

| argument payload | vLLM v0.26.0 (--tool-call-parser lfm2) | llama.cpp b10156 (--jinja) |

How Codex CLI does compaction

Findings from reading the Codex source (<codex checkout>, commit fa1d4c40d0e, 2026-07-28) and from capturing a real compaction against a live 174k-token conversation on 2026-08-02. Raw captures are not published: they contain private conversation content. Everything below is reproducible with the recipe at the end.

TL;DR

Codex compaction is not a client-side "summarize the transcript" prompt. The current default implementation ("remote compaction v2") works like this:

The client sends the normal Responses API request (same model, same instructions, same tools, full history) with one extra input item appended at the end: {"type": "compaction_trigger"}.
The server/model returns exactly one output item: {"type": "compaction", "id": "cmp_...", "encrypted_content": "gAAAAAB..."}. The content is an encrypted blob (Fernet token format) that the client cannot read.

Skillflag Specification

Version: 0.1 (draft) Status: Informational + Normative (uses MUST / SHOULD / MAY)

1. Abstract

Skillflag is a CLI convention for exposing “agent skills” (skill directories, not just single markdown files) from a CLI tool via standardized flags, so that:

the producing CLI does not contain agent- or editor-specific installation logic, and

	// Be on Cursor or VS Code
	// Cmd+Shift+P -> Preferences: Open Keyboard Shortcuts (JSON)
	// Append the following shortcut to your shortcuts
	// Whenever on a git repo hosted on GitHub, run Cmd+Shift+C to copy a permalink to the current file/lines
	[
	{
	"key": "cmd+shift+c",
	"command": "issue.copyGithubPermalink",
	"when": "editorTextFocus"
	}

	#!/bin/sh

	LANGUAGE="en_US"

	app_name="ZOOM VoiceEngine"

	current_sink_num=''
	sink_num_check=''
	app_name_check=''