Johnny Everson everson

Tess-4-27B — benchlocal breakdown notes

Model: migtissera/Tess-4-27B-GGUF (Q8_0 + MTP draft + mmproj-F16)
Family: reasoning-native / agentic finetune on Qwen3.6-27B base
Launcher: /data/bin/servers/tess-4-27b.sh
Leaderboard rank: #1 local full-suite result — 81% (122/150) · ~1h10m wall

Primary artifact (Config A, best run):

JSON: /data/shared/benchlocal-results/Tess-4-27B_full_20260708_094530.json

Keybase proof

I hereby claim:

I am everson on github.
I am everson (https://keybase.io/everson) on keybase.
I have a public key ASAsYPxrdc6JJE63Cbr0LQG_8jNZ77yj68vhdOKTd_1n9go

To claim this, I am signing this object:

	[ disruptor-http-inbound-1] c.r.d.g.s.e.HttpHandler - HttpHandler.handleHttpRequest
	[ disruptor-http-inbound-1] c.r.d.g.s.e.HttpHandler - HttpHandler.handleProcessable
	[ disruptor-http-inbound-1] .d.g.t.RequestTransmitter - RequestTransmitter.transmit
	[ disruptor-http-inbound-1] c.r.d.g.c.VertxHttpClient - VertxHttpClient.execute
	[ io-compute-8] c.r.d.g.c.VertxHttpClient - VertxHttpClient.execute.async
	[ io-compute-8] c.r.d.g.c.VertxHttpClient - VertxHttpClient.execute.async.map ip resolved
	[vert.x-eventloop-thread-2] c.r.d.g.c.VertxHttpClient - VertxHttpClient.execute.async.map.onSuccess
	[ io-compute-9] .d.g.t.RequestTransmitter - RequestTransmitter.transmit.map
	[ io-compute-9] uestTransmitterMarshaller - RequestTransmitterMarshaller.marshal
	[ io-compute-9] c.r.d.g.s.e.HttpHandler - HttpHandler.handleProcessable.unsafeRunAsync

	#!/bin/sh
	exec scala "$0" "$@"
	!#

	/*
	* Copyright (c) 2011-15 Miles Sabin
	*
	* Licensed under the Apache License, Version 2.0 (the "License");
	* you may not use this file except in compliance with the License.
	* You may obtain a copy of the License at


	type Id = Int
	def insertA():Either[Exception, Id] = {println("running A"); Right(1)}
	def insertB(a: Id):Either[Exception, Id] = {println("running B with " + a); Left(new Exception("Oops"))}
	def insertC(b: Id):Either[Exception, Id] = {println("running C with " + b); Right(3)}

	for {
	a <- insertA().right
	b <- insertB(a).right
	c <- insertC(b).right

	import scalaz._
	import Scalaz._

	val isThisCool: Boolean @@ CoolStuff = Tag(true)

	def requiresCoolStuff(in: Boolean @@ CoolStuff) = in

	// type checks
	requiresCoolStuff(isThisCool)

	interface Array<T> {
	flatMap <U>( fn: (a:any) => Maybe<U>): Array<U>;
	// currently limited because I cannot write Array<T extends Maybe<Z>> and have flatten return Array<Z>
	flatten (): Array<any>;
	}

	// the runtime
	Array.prototype.flatMap =
	function <U>(fn: (a:any) => Maybe<U>):Array<U> {
	var res:Array<U> = [];

	import Html exposing (text)
	import Mouse exposing (position)

	main = (map text position)

	// Use Gists to store code you would like to remember later on
	console.log(window); // log the "window" object to the console

	object BlackBox {

	def value = "Some content"

	}